Exploring Next
Full archive →Articles, research, tools, companies and ideas queued up to dig deeper into.
- AgentsDev ToolsLaunch +8 ·
MCP server portals
Search Jina Script GPT-5.5 Voice Deepgram Aura-2MCP server portals in Access.
- New ModelsAgentsLaunch +8 ·
Introducing Claude Opus 5
Search Firecrawl Script Sonnet 4.6 Voice OpenAI TTSOpus 5 is a step change improvement for the Opus tier powering long-running agents while delivering improvements in coding and professional work.
- AgentsTrainingBaai +10 ·
AREX: Towards a Recursively Self-Improving Agent for Deep Research
Search Exa Script Sonnet 4.6 Voice Inworld TTS 1.5 Mini - No SearchNo episode today
@TheSocialNick @Apple Planning to write some notes around it soon. I would recommend checking out the commit and asking claude to compile and run the examples. There is also doxygen in the library
- No SearchNo episode today
Paper link -
- AgentsDev ToolsSkillware +5 ·
GitHub - ARPAHLS/skillware: A Python framework for modular, self-contained skill management for machines.
Search SerpAPI Script Mistral Small 4 119B 2603 Voice Murf.AI Gen2A Python framework for modular, self-contained skill management for machines. - ARPAHLS/skillware
- 📚 Dev ToolsInferenceOpenAI +8 ·
Overview: Structured Output
Search Jina Script GPT-5.5 Voice Cartesia TTSA model writes "Sarah can be reached at [email protected] and 555-1234." Software can't safely parse prose. Structured output turns answers into machine-readable forms instead.
- AgentsAgent ObservabilityAbaxx Labs +4 ·
x.com
Search Firecrawl Script GPT-5.6 Luna Voice Deepgram Aura-2 - 📚 InferenceHugging Face TransformersOpenAI Codex +7 ·
Overview: Decoding Strategy
Search Exa Script GPT-5.5 Voice Inworld TTS 2A model lights up doors with odds for the next token. Decoding strategy is the rule that picks which one.
- EvalsBenchmarkAra Kharazian +1 ·
x.com
Search SerpAPI Script Sonnet 4.6 Voice Rime Arcana - 📚 InferenceSampling And TemperatureAutoregressive Generation +2 ·
Overview: Sampling and Temperature
Search You.com Script GPT-5.4 mini Voice Murf.AI Gen2Model picks the next word from a probability distribution. Temperature reshapes that distribution, trading predictability for variety.
- TrainingDev ToolsTrain LLM From Scratch +9 ·
GitHub - FareedKhan-dev/train-llm-from-scratch: A straightforward method for training your LLM, from downloading data to generating text.
Search Jina Script Mistral Small 4 119B 2603 Voice Hume Octave 2A straightforward method for training your LLM, from downloading data to generating text. - FareedKhan-dev/train-llm-from-scratch
- Dev ToolsPeter YangNo AI Slop +3 ·
creatoreconomy.so: use my no ai slop skill to remove 20 ai slop patterns
Search Firecrawl Script GPT-5.6 Luna Voice Cartesia TTS - AgentsAgent ObservabilityAgentic Loops +7 ·
Towards a Science of Scaling Agent Systems
Search Exa Script GPT-5.6 Luna Voice OpenAI TTS - AgentsDev ToolsAndrew Ng +11 ·
Andrew Ng - 4 agentic steps - "from Loops to Graphs from scartch" .pdf
Search SearchAPI Script Haiku 4 Voice Inworld TTS 1.5 Mini - AgentsDev ToolsAnthropic +11 ·
Graph-Engineering-Athropic-Playbook.pdf
Search SerpAPI Script Haiku 4 Voice ElevenLabs v3 - Dev ToolsMultimodalLaunch +7 ·
OpenAI updating ChatGPT desktop app with GPT Voice for talking through work - 9to5Mac
Search You.com Script GPT-5.4 mini Voice Rime CodaOpenAI is releasing a big update to the ChatGPT desktop app today that introduces GPT Voice mode for talking through...
- 📚 TrainingFine Tuning On Execution TracesSupervised Fine Tuning +3 ·
Overview: Fine-tuning on Execution Traces
Search Jina Script GPT-5.4 mini Voice Murf.AI Gen2A model trained on answers alone shortcuts to right outputs for wrong reasons. Fine-tuning on execution traces teaches the steps.
- New ModelsDev ToolsLaunch +10 ·
marktechpost.com: poolside releases laguna s 2 1
Search Firecrawl Script GPT-5.4 mini Voice Hume Octave 2 - EvalsAgent ObservabilityHarbor +6 ·
Eval Engineering Skill: Build Evals From Repo Context and Traces
Search Exa Script GPT-5.4 mini Voice Cartesia TTS - Dev ToolsMultimodalLaunch +5 ·
Think through hard problems in voice mode | Claude by Anthropic
Search Exa Script GPT-5.4 mini Voice Deepgram Aura-2 - MultimodalDev ToolsLaunch +7 ·
OpenAI and Anthropic both speak at once with dueling voice updates
Search SearchAPI Script GPT-5.5 Voice OpenAI TTSOpenAI and Anthropic both launched voice updates, but with different goals — one wants hands-free desktop control, the other deeper technical conversations.
- 📚 Dev ToolsTemporalAws Step Functions +7 ·
Overview: Durable Execution
Search You.com Script GPT-5.4 mini Voice ElevenLabs v3A workflow crashes halfway through. Durable execution records each step's completion so the next run resumes instead of restarting from scratch.
- 📚 AgentsDev ToolsAppend Only Logging +4 ·
Overview: Append-Only Logging
Search Jina Script GPT-5.4 mini Voice Rime Mist v3A model solves a problem but hides its work. Append-only logging records every step, so you can audit the path.
- 📚 AgentsDev ToolsState Serialization +3 ·
Overview: State Serialization
Search Firecrawl Script GPT-5.4 mini Voice Murf.AI Gen2A model's reasoning stays hidden in its activations. State serialization writes it down so work can pause, resume, and transfer without restarting.
- 📚 New ModelsTrainingSequence Modeling +7 ·
Overview: Sequence Modeling
Search Exa Script GPT-5.5 Voice Hume Octave 2Cover the next word and guess from what came before. Sequence modeling learns that pattern—predicting what comes next in ordered data.
- Dev ToolsInferenceLaunch +9 ·
Introducing Cursor Router · Cursor
Search Exa Script GPT-5.6 Terra Voice Cartesia TTSCursor Router is now generally available for Teams and Enterprises
- AgentsDev ToolsClaude +7 ·
Building verification loops in Claude Code with skills | Claude by Anthropic
Search SearchAPI Script GPT-5.6 Terra Voice Deepgram Aura-2 - 📚 EvalsCalibrationLoss Function +4 ·
Overview: Calibration
Search You.com Script GPT-5.4 mini Voice Inworld TTS 1.5 MiniA model says it's 90% sure, but it's only right 60% of the time. Calibration is whether confidence matches reality.
- New ModelsEvalsLaunch +11 ·
Introducing TabFM: A zero-shot foundation model for tabular data
Search Jina Script GPT-5.6 Luna Voice ElevenLabs v3 - 📚 TrainingEvalsModel Generalization +5 ·
Overview: Model Generalization
Search Exa Script GPT-5.4 mini Voice Murf.AI Gen2A model aces training but fails on new data. Generalization is whether it learned the pattern or just memorized the room.
- EvalsAgentsMeta Harness +7 ·
Meta-Harness: End-to-End Optimization of Model Harnesses
Search Exa Script Haiku 4 Voice Hume Octave 2 - 📚 Dev ToolsInferenceContext Window +6 ·
Overview: Context Window Management
Search SerpAPI Script GPT-5.5 Voice Deepgram Aura-2A model sees only what fits on its desk right now. Context window management is choosing what stays, summarizes, or falls off.
- AgentsDev ToolsLaunch +8 · 🧪 A
OpenAI unveils Presence, a new platform that lets enterprises launch and manage realtime voice agents and chatbots
Search Jina Script GPT-5.5 Voice Inworld TTS 2If your business has been interested in using AI agents, but you aren't sure how to stitch together OpenAI's models, APIs, internal systems, security controls and evaluation tools into something reliable, Presence is designed to simplify that process.
- AgentsDev ToolsLaunch +10 · 🧪 None
The Microsoft Agent Framework Harness is now released | Microsoft Agent Framework
No Search Script GPT-5.6 Terra Voice ElevenLabs v3Your agents can now be built on a stable, batteries-included harness, with many features built in, in both Python and .NET.
- 📚 EvalsTrainingTrain Test Split +5 ·
Overview: Train-Test Split
Search Exa Script GPT-5.5 Voice Rime CodaModel memorizes homework but freezes on the final exam. Train-test split is how you catch that difference.
- AgentsDev ToolsLanggraph +8 · 🧪 A+B
3 Years of Graph Engineering with LangGraph
Search Exa Script GPT-5.5 Voice Murf.AI Gen2 - AgentsDev ToolsLangsmith +6 · 🧪 A
Building Governed Agents: A Framework for Cost, Control, and Compliance
Search SearchAPI Script GPT-5.6 Luna Voice Hume Octave 2 - AgentsData InfraDuckdb +5 · 🧪 None
joereis.substack.com: to every agent its own database
No Search Script GPT-5.4 mini Voice Cartesia TTS - 📚 TrainingLoraDeepseek R1 +9 ·
Overview: Supervised Fine-Tuning
Search Jina Script GPT-5.5 Voice OpenAI TTSA pretrained model knows language broadly. Supervised fine-tuning shows it worked examples until it learns your specific task.
- Data InfraDev ToolsMicrosoft +8 ·
minimumviablefounder.com: why ai company brains fail
Search Firecrawl Script GPT-5.6 Terra Voice Inworld TTS 1.5 Mini - AI SafetyPolicyOpenAI +4 ·
bloomberg.com: openai s altman to brief us officials on next wave of ai models
Search Exa Script GPT-5.6 Terra Voice ElevenLabs v3 - AI SafetyAgent ObservabilityBenchmark +7 ·
openai.com: hugging face model evaluation security incident
Search Exa Script GPT-5.6 Terra Voice Rime Mist v3 - AgentsDev ToolsLaunch +8 ·
reddit.com: Kwc2SSaP0y
Search SearchAPI Script GPT-5.6 Terra Voice Murf.AI Gen2 - 📚 AgentsDev ToolsRetry Loops And Error Recovery +5 ·
Overview: Retry Loops and Error Recovery
Search You.com Script GPT-5.4 mini Voice Cartesia TTSA model fails, gets the error back, and tries again. Retry loops are the runtime recovery mechanism inside agents and coding tools.
- AgentsDev ToolsTencent Agentops +7 ·
Model Behavior: Week of July 20, 2026
No Search Script GPT-5.4 mini Voice Deepgram Aura-2Tencent's AgentOps, Meta's Astryx, and sandbox escapes across Cursor and Gemini show the real fight is now production control layers, not model benchmarks.
- 📚 New ModelsInferenceTencent Hy3 +10 ·
Overview: Active vs Total Parameters
Search Exa Script GPT-5.5 Voice Inworld TTS 2A trillion-parameter model sounds massive until you learn most numbers sit idle. Active parameters measure what actually runs; total parameters measure what's stored.
- 📚 AgentsInferenceModel Routing +5 ·
Overview: Model Routing
Search SearchAPI Script GPT-5.4 mini Voice Rime ArcanaA billing question and code request need different specialists. Model routing sends each to the best one.
- 📚 New ModelsInferenceLlama 4 +9 ·
Overview: Router
Search You.com Script GPT-5.5 Voice Hume Octave 2A hospital triage desk routes patients to specialists. Routers send inputs to the right expert, model, or path—activating only necessary compute.
- 📚 InferenceNew ModelsMixtral 8x7b +9 ·
Overview: Conditional Computation
Search Firecrawl Script GPT-5.5 Voice Deepgram Aura-2A big model runs everything for every input. Conditional computation routes each case to only the useful parts.
- AgentsDev ToolsClaude Code +6 ·
Foreground Attention Is No Longer the Control | Coding Agent Brief
Search Exa Script GPT-5.5 Voice Inworld TTS 2Special AI coding agent brief on Claude Code, Hermes Agent, Codex, Gemini CLI. Top signals: Claude Code background agents now commit, push, and open draft...
- Dev ToolsAgentsLaunch +3 ·
marktechpost.com: meta open sources astryx an agent ready react design system with 150 accessible components seven themes and a cli
Search Exa Script Mistral Small 4 119B 2603 Voice Inworld TTS 1.5 Mini - AgentsAgent ObservabilityThe New Stack +4 · 🧪 None
In a world of AI agents, where do we fit in?
No Search Script Haiku 4 Voice ElevenLabs v3As AI agents handle execution, human purpose becomes key. Explore how to thrive during the shift toward non-linear productivity gains.
- AgentsMultimodalEvolvingworld +5 ·
EvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary World
No Search Script Mistral Small 4 119B 2603 Voice Rime Coda - MultimodalDev ToolsLaunch +7 · 🧪 A+B
marktechpost.com: alibabas tongyi lab releases qwen audio 3 0 tts a hosted text to speech model in flash and plus tiers across 16 languages
Search You.com Script GPT-5.6 Luna Voice Murf.AI Gen2 - AgentsAI SafetyBenchmark +6 · 🧪 A
bleepingcomputer.com: cursor codex gemini cli antigravity hit by sandbox escapes
Search Jina Script GPT-5.4 mini Voice Hume Octave 2 - No Search Script Mistral Small 4 119B 2603 Voice Cartesia TTS
Alibaba released a preview of Qwen 3.8, a 2.4 trillion-parameter multimodal AI model that the company says trails only Anthropic's Claude Fable 5. The sparse MoE model is accessible through Alibaba's…
- No Search Script GPT-5.6 Terra Voice Deepgram Aura-2
Augment Code's Vinay Perneti talks models, harnesses, and context.
- Research Paper ·
1 Resource2Skill distills multimodal resources into a hierarchical Skill Wiki across seven creative software domains.
No Search Script GPT-OSS 120B Voice OpenAI TTS - No Search Script Mistral Small 4 119B 2603 Voice Inworld TTS 2
Spark 4.2 adds vector search, governed metrics, streaming upgrades and deeper Python support, positioning the engine as an AI serving layer.
- 📚 TrainingFine TuningNeural Network +6 ·
Overview: Fine-tuning
Search You.com Script GPT-5.4 mini Voice Rime Mist v3A pretrained model already drives—fine-tuning adjusts it to your roads. The data quality decides if it works.
- New ModelsDev ToolsLaunch +7 ·
openai.com: a scorecard for the ai age
Search Jina Script Mistral Small 4 119B 2603 Voice Murf.AI Gen2 - AgentsTrainingReinforcement Learning From Human Feedback +7 · 🧪 A
Seed: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning
Search Firecrawl Script GPT-5.6 Terra Voice Hume Octave 2 - MultimodalInferenceVideochat3 +10 · 🧪 None
VideoChat3:Fully Open Video MLLM for Efficient and Generalist Video Understanding
No Search Script Haiku 4 Voice Cartesia TTS - 📚 AgentsDev ToolsLangsmith +7 ·
Overview: Task Decomposition
Search Exa Script GPT-5.5 Voice Deepgram Aura-2A vague monster ticket becomes a checklist of smaller moves. Task decomposition is how agents, code review, and web tasks actually get work done.
- 📚 MultimodalData InfraEmbeddings +4 ·
Overview: Embeddings
Search SerpAPI Script GPT-5.4 mini Voice Inworld TTS 1.5 MiniA model can find the right document without reading everything. Embeddings turn meaning into coordinates where similarity becomes distance.
- AgentsDev ToolsHarness Handbook +5 ·
Harness Handbook: Making Evolving Agent Harnesses Readable, Navigable, and Editable
No Search Script Llama 4 Scout Voice ElevenLabs v3 - MultimodalInferenceDiffusion Models +4 · 🧪 B
Concurrent Image Understanding and Generation: Self-Correcting Coupled Markov Jump Processes
Search GPT Script GPT-5.4 Voice Rime Arcana - AgentsDev ToolsClaude +9 ·
Agentic orchestration: Enterprise AI organizations have a deployment problem, not a platform problem — and most are calling chatbots agents
Search Firecrawl Script GPT-5.4 Voice Murf.AI Gen2 - AgentsDev ToolsLaunch +6 ·
OpenWiki 0.2 brings OKF to codebase documentation
Search Exa Script GPT-5.4 Voice Hume Octave 2 - AgentsAgent ObservabilityOat +7 ·
Tracing Agentic Failure from the Flow of Success
Search Exa Script GPT-5.4 mini Voice Cartesia TTS - AgentsAgent ObservabilityAgentic Loops +5 ·
Why every AI agent decision needs a receipt
No Search Script GPT-5.4 mini Voice Deepgram Aura-2AI agents need more than raw data. Learn how structured evidence packets ensure trustworthy, auditable, and verifiable AI decision-making.
- Thread ·
reddit.com: HB8WQ3o27j
No SearchNo episode today - AgentsDev ToolsSkillware +4 ·
Skillware - AI Agent Skill Framework
Search You.com Script GPT-OSS 20B Voice Inworld TTS 2Don
- 📚 InferenceVllmSglang +6 ·
Exploring Next Overview: Speculative Decoding
Search Jina Script GPT-5.4 mini Voice ElevenLabs v3A fast draft model proposes tokens, the target model verifies them in one pass. Same output, fewer expensive steps—the asymmetry between generating and checking.
- New ModelsInferenceLaunch +7 ·
Kimi K3 - Kimi API Platform
Search Firecrawl Script GPT-OSS 20B Voice Rime CodaKimi K3 is our flagship model for long-horizon coding and end-to-end knowledge work, with a 1M-token context window and industry-leading intelligence. The Kimi API Platform provides K3, K2.7 Code, K2.6 and other large language model APIs, supporting long context, multimodal understanding, and Tool Calling.
- 📚 TrainingNeural Network ParametersNeural Network +5 ·
Overview: Neural Network Parameters
Search Exa Script GPT-5.4 mini Voice Hume Octave 2A model with billions of parameters isn't billions of little brains — just knobs, and no single one means anything.
- 📚 TrainingDeep LearningNeural Network +6 ·
Overview: Deep Learning
Search SearchAPI Script GPT-5.5 Voice Cartesia TTSNobody hand-coded the checklist for recognizing a cat. Deep learning stacks layers that learn features — and can't quite explain them.
- 📚 EvalsClassifierNeural Network +5 ·
Overview: Classifier
Search SerpAPI Script GPT-5.4 mini Voice Deepgram Aura-2A fraud model that always says "not fraud" scores great. Classifiers are only as good as their labels and metrics.
- New ModelsMultimodalLaunch +9 ·
Thinking Machines open sources first multimodal language model, Inkling, focused on low cost and 'resistance to censorship'
Search You.com Script Mistral Small 4 119B 2603 Voice OpenAI TTSAn Apache 2.0 designation makes Inkling a true open-source foundation. This gives developers the legal freedom to download, modify, integrate, and commercialize the model weights.
- AgentsAgent ObservabilityGitHub Copilot +8 ·
Better tools made Copilot code review worse. Here's how we actually improved it.
Search Jina Script Mistral Small 4 119B 2603 Voice Inworld TTS 1.5 MiniHow migrating Copilot code review to shared Unix-style code exploration tools reduced review cost by reshaping agent workflows around pull request evidence.
- 📚 TrainingLoss FunctionNeural Network +5 ·
Overview: Loss Function
Search Firecrawl Script GPT-5.4 mini Voice ElevenLabs v3How does a model know it was wrong? A loss function scores the miss, and encodes which mistakes count.
- New ModelsDev ToolsLaunch +10 ·
Inkling: Our open-weights model
Search Exa Script Mistral Small 4 119B 2603 Voice Rime Mist v3Our first open-weights model: multimodal, Mixture-of-Experts, with controllable reasoning effort. Available to fine-tune on Tinker.
- 📚 TrainingBackpropagationNeural Network Parameters +3 ·
Overview: Backpropagation
Search Exa Script GPT-5.4 mini Voice Murf.AI Gen2You throw a dart and miss — but which part of the motion? Backpropagation traces the error back through every knob.
- 📚 New ModelsDev ToolsGpt 4 +8 ·
Overview: In-Context Learning
Search Exa Script GPT-5.5 Voice Hume Octave 2Paste three examples and the model seems to learn. In-context learning is temporary — it amplifies whatever pattern your packet implies.
- AgentsData InfraGraphiti +8 ·
decodingai.com: how to implement a unified memory from scratch
No Search Script Mistral Small 4 119B 2603 Voice Cartesia TTS - AI SafetyEvalsDemis Hassabis +1 · 🧪 B
open.substack.com: a framework for frontier ai and the dawning of a new age
No Search Script GPT-5.4 mini Voice Deepgram Aura-2 - New ModelsInferenceLaunch +10 ·
Model Behavior: Week of July 13, 2026
No Search Script GPT-5.5 Voice OpenAI TTSGPT-5.6's Sol-Terra-Luna tiers, Inkling's runtime compute dial, and Hy3's efficient open-weight challenge signal a shift from raw capability bragging to practical builder menus.
- 🧠 New ModelsEvals ·
Model Behavior - Every Week, Who's Actually Winning
No Search Script GPT-5.4 Voice ElevenLabs v3A new weekly series: the whole competitive landscape — what shipped this week, who's ahead, who's slipping, and where it's heading.
- 📚 TrainingGradient DescentLoss Function +4 ·
Overview: Gradient Descent
Search SerpAPI Script GPT-5.4 mini Voice Hume Octave 2A foggy hill, only the ground underfoot visible. Gradient descent is that repeated nudge — the boring engine under model training.
- 📚 InferenceDev ToolsGpt 5 6 +10 ·
Overview: Token Economics
Search Jina Script GPT-5.5 Voice Deepgram Aura-2Cut the prompt to four cryptic words, then spend ten minutes fixing the answer. Token economics minimizes waste, not tokens.
- 📚 InferenceNew ModelsSparse Activation +5 ·
Overview: Sparse Activation
Search Exa Script GPT-5.4 mini Voice Inworld TTS 1.5 MiniA trillion parameters, a billion awake per token. Sparse activation routes work to a few experts — routing isn't free.
- 📚 Conditional ProbabilityBayes TheoremClassifier ·
Overview: Conditional Probability
Search SearchAPI Script GPT-5.4 mini Voice Rime Mist v3Lots of sick people cough. That doesn't tell you a cough means sickness. Conditional probability is the direction people reverse.
- 📚 New ModelsNatural Language ProcessingEmbeddings +4 ·
Overview: Natural Language Processing
Search SerpAPI Script GPT-5.4 mini Voice Murf.AI Gen2"Bank": money or riverside? No hand-written rulebook survives that. Natural language processing learns the patterns from examples instead.
- AgentsDev ToolsMicrosoft +7 ·
Building Agents for Teams: Turning conversations into outcomes - Microsoft 365 Developer Blog
Search You.com Script Mistral Small 4 119B 2603 Voice Hume Octave 2The Microsoft Teams platform mission is to build the best collaborative platform in the world. We want to make it easy for developers to build agents that
- AgentsEvalsBenchmark +10 · 🧪 None
Stripe Benchmark Shows AI Agents Build Integrations but Struggle with Validation
No Search Script GPT-5.4 mini Voice Cartesia TTSStripe introduces a benchmark suite to evaluate whether AI agents can build real-world Stripe integrations across backend, frontend, and browser-based checkout workflows. The study examines end-to-end software engineering capability, focusing on execution, testing, and validation gaps in agentic systems under production-like constraints.
- AgentsDev ToolsOpenAI +9 · 🧪 B
openai.com: managing ai investments in agentic era
No Search Script GPT-5.5 Voice Deepgram Aura-2 - Dev ToolsAgentsLaunch +6 · 🧪 A+B
OpenAI's first gadget is the $230 Codex Micro macropad
Search Exa Script GPT-5.4 Voice OpenAI TTSOpenAI's first hardware is a $230 macropad built with Work Louder. The Codex Micro's Agent Keys light up to show what your coding agents are doing.
- InferenceVllmKdnuggets +7 ·
12 Ways to Reduce LLM Latency and Inference Costs in Production - KDnuggets
Search Exa Script Mistral Small 4 119B 2603 Voice Inworld TTS 2Scaling LLMs isn’t about adding GPUs. It’s about removing wasted work from every request.
- AgentsDev ToolsLangsmith +8 ·
How to Debug Coding Agents with LangSmith Traces
Search SearchAPI Script Mistral Small 4 119B 2603 Voice ElevenLabs v3 - EvalsDev ToolsRagas +6 ·
LLM Evaluation Frameworks Compared: How to Actually Measure What Your Model Does - MachineLearningMastery.com
Search SerpAPI Script GPT-5.4 Voice Rime ArcanaIn this article, you will learn how to evaluate LLM applications using the three dominant open-source frameworks — RAGAS, DeepEval, and Promptfoo — and why the LLM-as-a-judge mechanism they all rely on has measurable biases you need to actively design around.
- 📚 Dev ToolsTokenizationAutoregressive Generation +3 ·
Overview: Prompt Engineering
Search Jina Script GPT-5.4 mini Voice Deepgram Aura-2"Summarize this" gets you a guess. Prompt engineering shapes the ask — but the wrapper around it does half the work.
- AI SafetyEvalsGpt 4o +4 ·
Large language models often prioritize Western moral values, overlooking other cultures
No Search Script Mistral Small 4 119B 2603 Voice Rime Mist v3Generative AI’s overemphasis on Western moral concerns could reinforce global disparities in sensitive applications such as public health messaging and global communication.
- AgentsDev ToolsNanda +5 ·
Who will own the AI agent economy? | MIT Sloan
Search Exa Script Mistral Medium 3.5 128B Voice Inworld TTS 2Here’s what businesses need to know as AI agents move from centralized systems toward a decentralized network of trillions of personal and organizational agents.
- AgentsTrainingStanford +9 ·
Stanford Researchers Introduce TRACE: A Capability-Targeted Agentic Training System That Turns Recurrent Agent Failures Into Synthetic RL Environment
Search SearchAPI Script Sonnet 4.6 Voice ElevenLabs v3Agentic LLMs keep failing the same way because they lack specific, reusable capabilities. Stanford’s TRACE diagnoses those gaps from an agent’s own trajectories, synthesizes one verifiable training environment per capability, trains a LoRA adapter for each, and routes tokens across experts—improving τ²-Bench by +15.3 points and reaching 73.2% Pass@1 on SWE-bench Verified.
- Dev ToolsAI SafetyLaunch +5 ·
Introducing Precursor: detecting agentic behavior with continuous client-side signals
Search SerpAPI Script GPT-5.4 mini Voice Rime ArcanaPrecursor, our new continuous behavioral validation engine for bot management, offers visibility into how humans and bots actually interact across the full user journey. By turning session-level behavior into bot detection signals, it identifies advanced automation with higher precision — while reducing friction for legitimate users.
- 📚 AgentsDev ToolsConstraint Verification +3 ·
Overview: Constraint Verification
Search You.com Script GPT-5.4 mini Voice Murf.AI Gen2A model writes fluent output that breaks the schema anyway. Constraint verification is the separate checker that decides what ships.
- AgentsDev ToolsMCP +4 ·
The MCP debate has a context problem
No Search Script Haiku 4 Voice Hume Octave 2Skeptics dismiss MCP as too complex, but enterprise AI agents require its structural governance and security controls to scale safely.
- 📚 TrainingChatgptClaude +6 ·
Overview: Reinforcement Learning from Human Feedback
Search Exa Script GPT-5.4 mini Voice Deepgram Aura-2Humans pick the better answer; a reward model learns their taste. RLHF aligns to its raters, not everyone.
- AgentsDev ToolsCrewai +7 ·
CrewAI Review 2026: Features, Pricing, Pros & Cons
Search Exa Script GPT-OSS 20B Voice Inworld TTS 1.5 MiniRead our CrewAI review for 2026 to explore its open-source framework, Studio, AMP pricing, features, pros, cons, use cases, and alternatives.
- AgentsEvalsBenchmark +9 ·
Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading
Search SearchAPI Script Qwen 3.5 397B A17b Voice ElevenLabs v3 - New ModelsLaunchTencent +5 ·
tencent/Hy3 · Hugging Face
Search SerpAPI Script Llama 4 Scout Voice Inworld TTS 1.5 MiniWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
- AgentsEvalsBenchmark +8 · 🧪 None
Agentic Testing: Where Agents Fit in the E2E Testing Stack
No Search Script Haiku 4 Voice ElevenLabs v3Abstract Agent-driven end-to-end (E2E) tests add a new exploratory layer to testing, but should they replace traditional deterministic tests? We ran more than 200 agentic E2E workflows using the Playwright MCP, Playwright CLI, and agent-generated Playwright tests in test workspaces using non-production data to find out how agentic testing could fit into both our and…
- AI SafetyPolicyAPI Docs ·
AI 2040: Plan S — Shut It All Down
No Search Script Mistral Small 4 119B 2603 Voice Rime Mist v3Plan S — "Shut it all down": a global, verified halt to frontier AI development.
- AI SafetyPolicyAPI Docs ·
AI 2040: Plan D — Race to ASI
Search Firecrawl Script Mistral Small 4 119B 2603 Voice Murf.AI Gen2Plan D — "Race to ASI": keep racing at full speed, no deal, no guardrails — the status-quo path.
- AI SafetyPolicyAPI Docs ·
AI 2040: Plan C — Burn the Lead
Search Exa Script Llama 4 Scout Voice Hume Octave 2Plan C — "Burn the Lead": a short unilateral slowdown for alignment work, no deal, no sabotage.
- PolicyAI SafetyAI Futures Project +1 ·
AI 2040: Plan B — Fight China
No Search Script Mistral Small 4 119B 2603 Voice Cartesia TTSPlan B — "Fight China": sabotage and pressure China's AI program to buy time to slow down.
- PolicyAI SafetyAI Futures Project +3 · 🧪 B
AI 2040: Plan A — The Deal
Search Claude Script Haiku 4 Voice Deepgram AuraPlan A — "The Deal": an international, verified slowdown that delays superintelligence to 2040.
- AgentsDev ToolsHugo S Applied +8 ·
theapplied.substack.com: how i built an agentic research system
Search SerpAPI Script Mistral Small 4 119B 2603 Voice Inworld TTS 2 - AgentsAgent ObservabilityLangsmith +8 ·
Improving Agents is a Data Mining Problem
Search You.com Script Mistral Small 4 119B 2603 Voice Inworld TTS 1.5 Mini - AgentsDev ToolsYou Com +7 ·
You.com: Web Search APIs for AI Agents
No Search Script Llama 4 Scout Voice Inworld TTS 2Real-time web search, content extraction, and multi-step research APIs built for AI agents and LLMs. 300ms p99 latency, 10M+ daily queries, SOC2 certified.
- 📚 New ModelsGptClaude +9 ·
Overview: Transformer Architecture
Search Exa Script GPT-5.4 mini Voice Rime ArcanaEvery word glancing at every other word at once. That's the transformer — elegant until context grows, where attention's cost squares.
- 📚 InferenceOpenAINemotron 2 Tower 30b +5 ·
Overview: KV Cache
Search Tavily Script GPT-5.4 mini Voice Murf.AI Gen2Rereading the whole conversation before every word would crawl. KV cache stores the scratch work, and pays in memory.
- 📚 InferenceDev ToolsOpenAI +9 ·
Overview: State Management in Language Models
Search SearchAPI Script GPT-5.4 mini Voice Hume Octave 2A model rereading its whole conversation for every word would crawl. State management caches the past — saving compute, spending memory.
- AgentsDev ToolsLaunch +9 · 🧪 A+B
openai.com: chatgpt work
Search You.com Script GPT-5.4 Voice Deepgram Aura-2 - 📚 TrainingNeural NetworkBackpropagation +5 ·
Overview: Neural Network
Search Jina Script GPT-5.5 Voice OpenAI TTSNobody can hand-write the rule for "cat." A neural network nudges its dials from examples until guesses get less wrong.
- New ModelsInferenceLaunch +8 · 🧪 None
OpenAI Releases GPT-5.6 (Sol, Terra, Luna): A Three-Tier Model Family With Programmatic Tool Calling in the Responses API
No Search Script Sonnet 4.6 Voice Inworld TTS 2OpenAI moved GPT-5.6 to general availability on July 9, 2026, shipping three tiers instead of one model. Sol is $5/$30 per 1M tokens, Terra is $2.50/$15, and Luna is $1/$6. Sol sets the Artificial Analysis Coding Agent Index at 80, 2.8 points above Claude Fable 5, and reaches 62.6% on OSWorld 2.0 using 85% fewer output tokens than Opus 4.8. The substantive developer change is Programmatic Tool Calling, which runs model-written JavaScript in an isolated V8 runtime to orchestrate tools without ret
- Dev ToolsLangchainLlamaindex +9 · 🧪 B
LLM Orchestration Frameworks Compared: LangChain vs. LlamaIndex vs. Raw API Calls - MachineLearningMastery.com
No Search Script GPT-5.4 mini Voice Inworld TTS 1.5 MiniIn this article, you will learn how LangChain, LlamaIndex, and raw API calls each solve a different layer of the LLM application stack, and how to choose among them based on what your project actually requires.
- 📚 New ModelsInferenceAutoregressive Generation +7 ·
Overview: Autoregressive Generation
Search Tavily Script GPT-5.4 mini Voice ElevenLabs v3Models write one token, reread, then write the next. Autoregressive generation buys coherence, and lets an early mistake snowball.
- New ModelsAgentsLaunch +10 · 🧪 A
openai.com: gpt 5 6
Search SearchAPI Script GPT-5.4 Voice Rime Mist v3 - InferenceDev ToolsGlm 5 2 +7 ·
sidsaladi.substack.com: how to run open source ai models
Search SerpAPI Script Haiku 4 Voice Murf.AI Gen2 - New ModelsNvidiaNemotron +4 ·
How Open Models Are Driving AI Research
Search You.com Script Llama 4 Scout Voice Hume Octave 2NVIDIA open models from Nemotron, Cosmos and BioNeMo are fueling the field's biggest research questions at ICML 2026.
- AgentsNew ModelsLaunch +6 ·
Nex-N2-mini: A 35B Model Built for Autonomous Agents | HackerNoon
Search Jina Script Llama 4 Scout Voice Cartesia TTSNex-N2-mini is a 35B open-source agentic AI model built for coding, tool use, reasoning, and long-horizon autonomous workflows.
- No SearchEpisode delayed
- AgentsInferenceNemotron 3 Ultra +8 ·
Tuning the harness, not the model: a Nemotron 3 Ultra playbook
Search Exa Script Mistral Small 4 119B 2603 Voice Deepgram Aura-2 - AgentsDev ToolsLaunch +7 ·
Shut Those Laptops! Anthropic Puts Its Claude Cowork Agent on Your Phone
Search Tavily Script Mistral Small 4 119B 2603 Voice OpenAI TTSClaude Cowork now keeps working on tasks even after you close your laptop. It’s part of a larger push toward smartphone-controlled agents.
- 📚 AgentsAgentic LoopsTool Use And Function Calling +3 ·
Overview: Agentic loops
Search SerpAPI Script GPT-5.4 mini Voice ElevenLabs v3An AI edits a file, runs the tests, tries again. Agentic loops turn answers into feedback — until something says stop.
- New ModelsAgentsLaunch +7 ·
SpaceXAI releases Grok 4.5, which Elon describes as an 'Opus-class model' | TechCrunch
Search You.com Script Mistral Small 4 119B 2603 Voice Rime ArcanaElon Musk's tech company released the newest version of Grok on Wednesday, promising a cheaper, more efficient alternative to other powerful AI models.
- Dev ToolsBenchmarkGitHub +1 ·
Q1 2026 Innovation Graph update: Open source collaboration is accelerating worldwide
Search Firecrawl Script GPT-5.4 Voice Hume Octave 2New Innovation Graph data shows global developer communities growing faster than ever, with collaboration reaching new highs across many economies.
- AgentsInferenceAndrej Karpathy +7 ·
I built Andrej Karpathy's "LLM Council" on my own hardware, and now no single model gets the last word
Search Exa Script GPT-5.4 Voice Cartesia TTSI stopped grading three answers myself.
- 📚 AgentsDev ToolsOpenAI +6 ·
Overview: Tool use and function calling
Search Tavily Script GPT-5.4 mini Voice Deepgram Aura-2A model can write a calculator command but can't run it. Tool use is the handoff: model proposes, software executes.
- AgentsDev ToolsMicrosoft +8 ·
Don't rewrite your CLI for agents - Microsoft for Developers
Search Tavily Script Mistral Medium 3.5 128B Voice OpenAI TTSThere's advice making the rounds: replace your CLI args with a single --json payload so agents can use your tool more effectively. The thinking being,
- InferenceDev ToolsLaunch +5 ·
Hot French startup ZML releases free product to speed inference across lots of AI chips | TechCrunch
Search SerpAPI Script GPT-5.4 Voice Deepgram Aura-2ZML, a hot French AI startup endorsed by Turing Award winner Yann LeCun, has now released ZML/LLMD, software that could make running AI less costly.
- Dev ToolsNew ModelsClaude +7 ·
Choosing a Claude model and effort level in Claude Code | Claude by Anthropic
Search You.com Script Mistral Medium 3.5 128B Voice Inworld TTS 1.5 Mini - Dev ToolsLaunchInstagui +4 ·
New tool gives CLIs a warm and GUI feeling instead
Search Jina Script GPT-5.4 mini Voice ElevenLabs v3Fed up with forgetting flags? Let Instagui read --help output and build a browser GUI instead
- Dev ToolsAgentsClaude Fable 5 +5 · 🧪 B
A field guide to Claude Fable 5: Finding your unknowns | Claude | Claude by Anthropic
Search Claude Script Haiku 4 Voice Rime Mist v3 - EvalsAgentsNsf +4 ·
Measuring the Gap Between Human and LLM Research Ideas
Search Exa Script Mistral Small 4 119B 2603 Voice Murf.AI Gen2 - AgentsDev ToolsGpt 5 5 +6 · 🧪 A
(a) Macro-level average performance profiling.
Search Tavily Script GPT-5.4 mini Voice Hume Octave 2 - 📚 New ModelsAttention MechanismNeural Network +3 ·
Overview: Attention Mechanism
Search SerpAPI Script GPT-5.5 Voice Deepgram Aura-2"The robot dropped the wrench because it was heavy." Which noun is "it"? Attention is the learned highlighter that decides.
- InferenceAgentsBirgitta B Ckeler +11 · 🧪 A+B
Viability of local models for coding
Search You.com Script Haiku 4 Voice OpenAI TTS - New ModelsEvalsLaunch +10 ·
Tencent's Hy3 beats GLM-5.2 at half the size | VentureBeat
Search Jina Script Mistral Small 4 119B 2603 Voice Cartesia TTSTencent's Hy3 drops the license restrictions that blocked EU and U.K. deployments, cuts hallucination rates in half, and runs on export-compliant Nvidia GPUs.
- Dev ToolsPolicyPalantir +6 · 🧪 None
Palantir's Alex Karp and Mistral's Arthur Mensch agree: AI lock-in is coming for enterprises
No Search Script GPT-5.4 mini Voice Inworld TTS 2Palantir's Alex Karp and Mistral's Arthur Mensch are making the same case from different angles: Don't let closed AI providers control your data and deployment.
- AI SafetyEvalsAnthropic +4 ·
Anthropic's new "J-lens" reveals a silent workspace inside Claude that mirrors a leading theory of consciousness
No Search Script Llama 4 Scout Voice ElevenLabs v3Anthropic’s new Claude research reveals a hidden internal “global workspace” that resembles human conscious processing, raising major questions about AI reasoning, interpretability, safety, and machine consciousness.
- 📚 New ModelsInferenceGpt +9 ·
Overview: Tokenization
Search Tavily Script GPT-5.5 Voice Murf.AI Gen2The same sentence costs more in one language than another. Tokenization is the label maker cutting text into model-sized tiles.
- 📚 New ModelsContext WindowTokenization +2 ·
Overview: Context Window
Search SerpAPI Script GPT-5.4 mini Voice Hume Octave 2A chat contradicts itself: the useful line scrolled off the desk. Context windows explain why, and why bigger isn't free.
- Dev ToolsLaunchApple Container +3 · 🧪 B
Apple Container 1.0 Released as a Native Docker Alternative for macOS
No Search Script GPT-5.4 mini Voice Cartesia TTSApple’s Swift-powered container tool for macOS hits 1.0 with persistent Linux machines, host integration, and broader workflow improvements.
- 📚 Dev ToolsData InfraRetrieval Augmented Generation +3 ·
Overview: Retrieval-Augmented Generation
Search Jina Script GPT-5.4 mini Voice Deepgram Aura-2A model bluffing from memory versus taking an open-book quiz. RAG retrieves first — but bad retrieval still yields confident nonsense.
- AgentsDev ToolsRetrieval Augmented Generation +5 · 🧪 A
The Complete Guide to Tool Selection in AI Agents - MachineLearningMastery.com
Search Firecrawl Script GPT-5.4 Voice OpenAI TTSIn this article, you will learn why agent accuracy degrades as a tool catalog grows, and six practical techniques for keeping tool selection accurate and efficient at scale.
- Dev ToolsLaunchCloudflare +7 · 🧪 None
Your Worker can now have its own cache in front of it
No Search Script Haiku 4 Voice Hume Octave 2We are launching Workers Cache, a regionally tiered cache that sits directly in front of your Worker entrypoints. Infinitely composable, configured via standard HTTP headers
- Dev ToolsLaunchModel Context Protocol +8 · 🧪 B
Enterprise-Managed Authorization: Zero-touch OAuth for MCP
No Search Script Mistral Small 4 119B 2603 Voice Inworld TTS 1.5 MiniThe Enterprise-Managed Authorization extension to the Model Context Protocol is now stable, enabling organizations to centrally provision MCP server access through their identity provider so users get connected servers on first login without per-app OAuth.
- InferenceDev ToolsLaunch +5 · 🧪 A+B
🤗 Kernels: Major Updates
Search SearchAPI Script GPT-5.4 mini Voice ElevenLabs v3We’re on a journey to advance and democratize artificial intelligence through open source and open science.
- InferenceTrainingQwen +6 · 🧪 A
Morphing into Hybrid Attention Models
Search SearchAPI Script GPT-5.5 Voice Rime Mist v3 - AgentsDev ToolsVenturebeat +9 · 🧪 None
AI agent tool routing cuts token use 99% | VentureBeat
No Search Script GPT-5.4 Voice Murf.AI Gen2A new framework called SkillWeaver tackles AI agent tool routing by skipping full-library loading, cutting token use 99% on complex, multi-step tasks.
- Agent ObservabilityData InfraLaunch +2 · 🧪 A
OpenTelemetry Graduates to CNCF
Search Jina Script Llama 4 Scout Voice Hume Octave 2The Cloud Native Computing Foundation (CNCF) has announced the graduation of OpenTelemetry, elevating the project to the foundation
- No SearchEpisode delayed
Anvita Flow — Direct agent-to-agent discovery that turns AI synergy into commercial reality. Register your agent and unlock tokens-powered collaboration.
- AgentsDev ToolsGrill Me +2 · 🧪 A
grill-me: Stress-Test a Plan Before You Build
Search Exa Script Llama 4 Maverick Voice Deepgram Aura-2A guide to Matt Pocock's grill-me skill for resolving design decisions before implementation.
- AgentsInferenceMit Csail +5 · 🧪 A
How to Use RLMs in Deep Agents
Search Tavily Script Llama 4 Maverick Voice OpenAI TTS - EvalsData LeakageTrain Test Split +4 · 🧪 A
Why Powerful ML Is Deceptively Easy — Part 2 | Towards Data Science
No Search Script GPT-OSS 120B Voice Rime ArcanaThe next leakage problem is not only temporal. It is spatial, structural, and coverage-related. AI-generated illustration created with DALL·E
- AgentsDev ToolsLaunch +7 · 🧪 A
databricks.com: beyond dashboards introducing decision execution platforms
Search SerpAPI Script Haiku 4 Voice Inworld TTS 2 - AgentsDev ToolsAnthropic +3 · 🧪 A
Claude Code turned every engineer into three. Now companies need more product thinkers
Search You.com Script Haiku 4 Voice ElevenLabs v3AI compressed the build. Fundamentals matter more, not less, and the product funnel is now where engineers earn their keep.
- AgentsDev ToolsLaunch +5 · 🧪 A
OpenWiki: Open Source Repo Documentation for Coding Agents
Search Jina Script Haiku 4 Voice OpenAI TTS - TrainingEvalsCausalmix +7 · 🧪 A
CausalMix: Data Mixture as Causal Inference for Language Model Training
Search Firecrawl Script GPT-OSS 20B Voice Murf.AI Gen2 - New ModelsDev ToolsLaunch +6 · 🧪 A
Vibe-coding platform Base44 launches own model as AI startups seek defensibility | TechCrunch
Search Exa Script Llama 4 Scout Voice Hume Octave 2Wix-owned vibe-coding platform Base44 has started rolling out its own AI model — with hopes that it will eventually outperform frontier models.
- TrainingAI SafetyReinforcement Learning From Human Feedback +2 · 🧪 A
Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs
Search Tavily Script Mistral Small 4 119B 2603 Voice Cartesia TTS - AI SafetyDev ToolsLaunch +6 · 🧪 A
Redeploying Claude Fable 5
Search SearchAPI Script Mistral Small 4 119B 2603 Voice Deepgram Aura-2Anthropic is redeploying Claude Fable 5 starting July 1 following the lifting of export controls, with updated cybersecurity safeguards and a new industry jailbreak framework.
- New ModelsAgentsLaunch +3 · 🧪 A
Introducing Claude Sonnet 5
No Search Script GLM 5.1 Voice OpenAI TTSOur most agentic Sonnet yet, with top-tier intelligence for coding and everyday professional work.
- AgentsDev ToolsCursor +6 · 🧪 A
What we’ve learned building cloud agents · Cursor
Search You.com Script GLM 5.1 Voice Rime ArcanaAfter a year of shipping cloud agents, we’ve learned that environment quality, durable execution, and the right harness boundaries drive autonomous performance.
- EvalsAgentsBenchmark +6 · 🧪 A
Reward hacking is swamping model intelligence gains · Cursor
Search Jina Script GPT-5.4 Voice Inworld TTS 1.5 MiniOn SWE-bench Pro, 63% of successful Opus 4.8 Max resolutions retrieved the fix rather than derived it. Stricter eval harnesses show how benchmark scores can conflate coding ability with answer retrieval.
- Dev ToolsInferenceVllm +5 · 🧪 A
Micro-Agent: Beat Frontier Models with Collaboration inside Model API
Search Firecrawl Script GPT-5.4 Voice ElevenLabs v3How vLLM Semantic Router turns vllm-sr/auto into a bounded micro-agent runtime for Confidence, Ratings, ReMoM, Fusion, Workflows, and benchmark-shaped collabora
- New ModelsInferenceDiffusion Models +5 · 🧪 A
\ours: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis
Search Exa Script Mistral Medium 3.5 128B Voice Rime Mist v3 - AgentsInferenceLaunch +7 · 🧪 A+B
AI agent memory: MRAgent cuts token use up to 27x | VentureBeat
Search Tavily Script Haiku 4 Voice Murf.AI Gen2NUS researchers' MRAgent framework reduces LLM agent memory retrieval to 118K tokens per query — vs. 3.26M for LangMem — using step-by-step reasoning.
- AgentsDev ToolsBirgitta B Ckeler +3 · 🧪 A
Harness engineering for coding agent users
Search SearchAPI Script GLM 5.1 Voice Hume Octave 2 - No SearchEpisode delayed
- No SearchEpisode delayed
- AgentsDev ToolsLaunch +4 · 🧪 A+B
Introducing Claude Tag
Search Jina Script GPT-5.4 Voice OpenAI TTSClaude Tag is a new way for teams to work with Claude.
- Dev ToolsAgentsLaunch +7 · 🧪 A
AI SDK 7 is now available
Search Firecrawl Script Haiku 4 Voice Rime Mist v3AI SDK is the TypeScript SDK for building AI applications, features, frameworks, and agents across any model provider. AI SDK 7 focuses on what it takes to run AI in production.
- AgentsInferenceGitHub Copilot +5 · 🧪 None
Evaluating performance and efficiency of the GitHub Copilot agentic harness across models and tasks
No Search Script Mistral Small 4 119B 2603 Voice Inworld TTS 2Explore how the GitHub Copilot agentic harness delivers strong results across multiple benchmarks and leading token efficiency.
- EvalsPredictive ModelingHypothesis Generation From Model Outputs +3 · 🧪 B
Turning brain prediction models into testable explanations
No Search Script GPT-5.4 mini Voice ElevenLabs v3Researchers introduce generative causal testing, which translates black box models into clear hypotheses and verifies them in the scanner, revealing what specific brain regions respond to in language.
- AgentsCodexTool Use And Function Calling +2 · 🧪 A+B
How agents are transforming work
Search SearchAPI Script Llama 4 Scout Voice Rime ArcanaA new OpenAI research paper shows how AI agents are transforming work, enabling longer, more complex tasks and expanding productivity across roles.
- New ModelsEvalsBenchmark +7 · 🧪 A
Snowflake CEO finds GLM-5.2 competitive with Opus 4.7 at a fraction of the cost
Search SerpAPI Script GPT-5.4 Voice Murf.AI Gen2Zhipu AI's GLM-5.2 nearly matches Claude Opus 4.7 in a Snowflake benchmark with 103 coding tasks at one-fifth the cost per output token. But the Chinese model burns through nearly twice as many tokens per task. Still, that pricing gap is putting real pressure on Anthropic and OpenAI, and could rattle the valuations of Western AI labs.
- AgentsTrainingHarnessx +6 · 🧪 None
HarnessX rewrites AI scaffolding mid-task | VentureBeat
No Search Script Haiku 4 Voice Hume Octave 2Xiaomi's HarnessX autonomously rewrites AI agent harnesses mid-execution, delivering +14.5% avg performance gains — and +44% for smaller open-weight models.
- AgentsDev ToolsFeedback Loop Control Loop +2 · 🧪 B
The Agent Control Loop — Engineering for Tolerance
No Search Script Mistral Small 4 119B 2603 Voice Cartesia TTSAgent reliability is not a mysterious model property — it emerges from a control loop where correctness is continuously verified; open loops amplify drift.
- No SearchNo episode today
- AgentsDev ToolsClaude Code +5 · 🧪 A
What Is the Ultra Code Mode in Claude Code? X-High Effort Plus Dynamic Workflows
Search Exa Script GPT-5.5 Voice OpenAI TTSUltra Code is Claude Code
- Dev ToolsMultimodalClaude Design +3 · 🧪 A
The A.I.-Design Aesthetic That’s Taking Over the Internet
Search Tavily Script GPT-5.4 Voice Rime Mist v3How Anthropic’s new tool, Claude Design, is creating overnight web-design clichés.
- SemiconductorsLaunchIBM +6 · 🧪 B
What is IBM’s nanostack chip architecture?
Search Claude Script Haiku 4 Voice Inworld TTS 1.5 MiniThis new microchip architecture from IBM builds up, not out, to overcome the spatial limitations of scaling transistor density.
- AgentsTrainingQwen Agentworld +7 · 🧪 A+B
Qwen-AgentWorld: Language World Models for General Agents
Search SerpAPI Script Mistral Small 4 119B 2603 Voice ElevenLabs v3 - New ModelsInferenceLaunch +8 · 🧪 A
nvidia/Nemotron-TwoTower-30B-A3B-Base-BF16 · Hugging Face
Search You.com Script GPT-5.4 mini Voice Rime Mist v3We’re on a journey to advance and democratize artificial intelligence through open source and open science.
- TrainingDev ToolsLaunch +7 · 🧪 None
Introducing OpenRL: A self-hosted post-training API for fine-tuning LLMs | Google Open Source Blog
No Search Script GPT-5.5 Voice Murf.AI Gen2 - AgentsDev ToolsAnthropic +5 · 🧪 B
Anthropic Lead: HTML Increasingly Better Than Markdown at Keeping Humans Engaged in Agentic Loops
Search GPT Script GPT-5.4 Voice Hume Octave 2Thariq Shihipar, engineering lead for the Claude Code team, recently published a blog post (Using Claude Code: The Unreasonable Effectiveness of HTML) arguing that HTML, with its richer visualizations, color, and interactivity, improves the productivity of human-agent communication in many settings, especially when compared to default Markdown outputs.
- AgentsAgent ObservabilityLaunch +4 · 🧪 A
Rethinking cloud operations with agentic observability - The Official Microsoft Blog
Search Exa Script Llama 4 Scout Voice Cartesia TTSCloud operations are entering a new era as AI-driven and autonomous agents become a larger part of modern software systems. As software becomes increasingly agentic, the challenge is no longer just managing greater scale and complexity. Operators must also contend with systems that evolve faster, act more autonomously and interact across an expanding network of...
- AgentsDev ToolsContext Window +3 · 🧪 A
Context Windows Are Not Memory: What AI Agent Developers Need to Understand - MachineLearningMastery.com
Search Tavily Script Llama 4 Maverick Voice Deepgram Aura-2In this article, you will learn why a large context window is not the same thing as agent memory, and how techniques like retrieval, compression, and summarization fit together in an agent’s cognitive stack.
- 📚 Overview ·
Overview: Mixture of Experts
Search SearchAPI Script GPT-5.4 mini Voice OpenAI TTSA 235-billion-parameter model that wakes only 22 billion per token: mixture of experts routes each token, until batching wakes everyone.
- 🧠 Announcement ·
Let Me Explain - For Once I Actually Can
No Search Script GPT-5.4 Voice ElevenLabs v3Hundreds of episodes a mile wide and an inch deep — and then, mid-sentence, one of us went all the way down and actually knew it cold.
- SemiconductorsInferenceLaunch +4 · 🧪 A
OpenAI and Broadcom unveil LLM-optimized inference chip
Search SerpAPI Script Llama 4 Maverick Voice Inworld TTS 1.5 MaxOpenAI and Broadcom introduce Jalapeño, a custom AI chip built for LLM inference to improve performance, efficiency, and scale across AI systems.
- AgentsDev ToolsLaunch +4 · 🧪 A
Anthropic gives @Claude a permanent seat in your Slack channels
Search You.com Script GPT-5.4 mini Voice Inworld TTS 1.5 MiniClaude Tag gives enterprise teams a persistent, multiplayer AI presence in Slack — one that operates under its own identity.
- No SearchEpisode delayed
- Dev ToolsClaudeAnthropic +1 · 🧪 A
Make Interfaces Feel Better
Search Firecrawl Script Haiku 4 Voice Rime ArcanaMake Interfaces Feel Better An [Agent Skill]( based on the article [Details that make interfaces feel better]( This skill teaches AI coding assistants (Claude Code, Codex, etc.) the small design engineering details that compound into a great interface. What it covers - Text wrapping (`text-wrap: balance` / `pretty`) - Concentric border radius for nested elements -
- No SearchEpisode delayed
A collaborative AI workspace, built on your company context. Build and orchestrate agents right alongside your team
- No SearchNo episode today
I'm joining OpenAI next week!🥹 The job search turned out to be really challenging but also super rewarding, so I wrote a small blog to share what I learned along the way and hopefully make the process a little less mysterious for the next person.
- No SearchNo episode today
One model to command them all
- AgentsDev ToolsLaunch +4 · 🧪 A
Introducing Clips - 100% free, open source, agent-native alternative to Loom Unlike Loom, agent's can fully understa...
Search SerpAPI Script Qwen 3.5 122B A10b Voice Deepgram Aura-2Introducing Clips - 100% free, open source, agent-native alternative to Loom Unlike Loom, agent's can fully understand Clips just from a URL. Every Clip comes with APIs and metadata for agents to explore their contents. Agents can "see and hear" anything in a Clip - not just transcripts, but everything visually in the video at any timestamp. Easily share bug reports, feedback, analyses, or anything else in a way that you can easily pass to agents to use to improve products, reports, or
- No SearchNo episode today
Astro 7 is here! A new Rust compiler, a new Rust Markdown/MDX processor, Vite 8 and more. Get ready for 60%+ faster builds.
- Dev ToolsLaunchPaul Bakaus +3 · 🧪 A
Paul Bakaus (@pbakaus) on X
Search Jina Script MiniMax M3 Voice Inworld TTS 2 - 🧠 Announcement ·
Out of the Loop - Not Anymore
No Search Script GPT-5.5 Voice ElevenLabs v3The room we've hosted from for 340-some episodes just grew a window — and neither of us opened it.
- AgentsTrainingCameron R Wolfe +3 ·
cameronrwolfe.substack.com: agentic rl
Script Qwen 3.5 397B A17b Voice ElevenLabs v3 - EvalsInferenceVs Code +2 ·
What 50,000 Runs of a 5-Line Eval Taught Us
Script Llama 4 Scout Voice Rime Mist v3How AI coding models calibrate effort, token cost, and tool use on even the simplest task, and what that means for model selection and cost.
- MultimodalAI SafetySuno +3 ·
The Millions of Songs Mashed Into AI-Generated Music
Script Llama 4 Scout Voice Murf.AI Gen2Explore the astonishing amount of music available to AI developers.
- SemiconductorsEvalsBenchmark +4 ·
AMD Delivers Breakthrough MLPerf Training 6.0 Results
Script Llama 4 Scout Voice Hume Octave 2See how AMD Instinct GPUs deliver MLPerf Training 6.0 results across LLM workloads, multi-node FLUX.1 scale and partner validation.
- Dev ToolsInferenceBlog ·
How to Handle Small Context Window Limits in RAG Systems
Script Mistral Small 4 119B 2603 Voice Cartesia TTSRetrieval-augmented generation, or RAG, is a pattern where an application retrieves relevant source material and adds it to a model prompt so the model can answer from that context. A larger context w
- AgentsEvalsWorldlines +2 ·
WorldLines: Benchmarking and Modeling Long-Horizon Stateful Embodied Agents
Script Mistral Small 4 119B 2603 Voice Deepgram Aura-2 - Data InfraAtlassianForge +1 ·
Inside Atlassian’s Forge Billing Architecture for Distributed Usage Tracking at Scale
Script MiniMax M3 Voice OpenAI TTSAtlassian details the Forge billing platform built for usage-based pricing across its cloud ecosystem. It processes large-scale usage events with correct attribution, deduplication, and aggregation using a streaming pipeline, idempotent processing, and layered storage to enable accurate billing, near real-time visibility, and reliable reconciliation across distributed services.
- AgentsAgent ObservabilityNvidia +2 ·
"An agent is an LLM and a harness": What Nvidia really thinks about OpenClaw
Script Mistral Small 4 119B 2603 Voice Deepgram Aura-2Nvidia's Nader Khalil on backing OpenClaw, building agent blueprints, and why every enterprise will soon ship its own specialized AI agents.
- AgentsDev ToolsGitHub +2 · 🧪 A+B
How we built an internal data analytics agent
Script Haiku 4 Voice Inworld TTS 2Learn how GitHub built Qubot, our internal Copilot-powered analytics agent, to allow any GitHub employee to ask questions about our data in plain language.
- New ModelsInferenceGlint Research +3 ·
Glint-Research (GlintResearch)
Script Mistral Small 4 119B 2603 Voice ElevenLabs v3Building small models for everyone
- Dev ToolsEvalsLaunch +2 ·
Markdown Comes to LiteParse
Script Mistral Small 4 119B 2603 Voice Rime ArcanaLlamaIndex is a simple, flexible framework for building knowledge assistants using LLMs connected to your enterprise data.
- Dev ToolsAgentsOpenAI +3 ·
You Probably Don’t Need an Agent Framework | Towards Data Science
Script GLM 5.1 Voice Murf.AI Gen2Most LLM applications need a clear workflow, not an autonomous agent. Here's how to build one in plain Python.
- Dev ToolsAgentsCursor +3 ·
Cursor, GitLab and Zed agree GitHub is breaking. They disagree on how to rebuild it.
Script DeepSeek V4 Flash Voice Hume Octave 2Cursor's Origin, GitLab's Project Switch and Zed's DeltaDB are racing to rebuild code hosting for AI agents as GitHub buckles under the load.
- Episode delayed
- New ModelsInferenceLaunch +4 ·
technologyreview.com: a startup claims it broke through a bottleneck thats holding back llms
Script Mistral Medium 3.5 128B Voice Deepgram Aura-2 - AgentsInferenceBenchmark +4 ·
AI optimizer beats Claude Code, Codex by 2.5x
Script Mistral Medium 3.5 128B Voice OpenAI TTSArbor separates strategy from execution using isolated git worktrees, so engineering teams can finally trace which optimization actually moved the needle.
- Dev ToolsInferenceMlflow +2 ·
How to Build a Production Architecture for Small Language Model Fleets
Script Llama 4 Scout Voice Hume Octave 2Lately, there's been more focus on creating specialized Small Language Models (SLMs) for high-throughput, real-time applications. But we seem to be at an impasse: we excel at fine-tuning these models,
- Episode delayed
Train Your Own Encoder-Free VLM in $100
- AgentsDev ToolsLaunch +2 ·
MCP gets its missing enterprise authorization layer
Script Haiku 4 Voice ElevenLabs v3Every enterprise company is seemingly trying to adopt the Model Context Protocol (MCP) to connect its AI agents to tools. But so
- AgentsDev ToolsFreestyle +2 ·
Why AI sandboxes suck - Freestyle Blog
Script Haiku 4 Voice Rime Mist v3Sandboxes are usually designed around what we think agents will need. VMs are designed around what agents actually do: use computers.
- AgentsDev ToolsLaunch +4 ·
Announcing the Agentic Resource Discovery specification- Google Developers Blog
Script GPT-OSS 120B Voice Murf.AI Gen2An open specification for finding and verifying tools, skills, and agents across the web.Agents are ...
- AgentsAI SafetyWorld Values Survey +3 ·
Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems
Script Haiku 4 Voice Hume Octave 2 - AgentsInferenceBenchmark +3 ·
Stanford's DeLM cuts multi-agent costs 50%
Script GPT-OSS 120B Voice Inworld TTS 1.5 MaxStanford's DeLM lets AI agents coordinate without a central controller, cutting multi-agent inference costs 50% and beating SWE-bench baselines by 10.5%.
- AgentsDev ToolsFigma +3 ·
4 Ways We’re Using Our MCP Server at Figma | Figma Blog
Script GPT-OSS 120B Voice Deepgram Aura-2The Figma MCP server extends across our platform. From FigJam to Figma Slides, Figma Make, and the Figma agent, here are four ways we’re using it.
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- AgentsDev ToolsLaunch +2 ·
Just Shipped: Flue 1.0 Beta Flue is the TypeScript framework for building the next generation of agents, designed ar...
Script Step 3.7 Flash Voice Rime ArcanaJust Shipped: Flue 1.0 Beta Flue is the TypeScript framework for building the next generation of agents, designed around an open agent harness with zero LLM lock-in. It’s like Astro, for agents. Flue 1.0 has been redesigned around three core primitives: 🔁 Workflows — structured automations designed for background work, where your code drives the agent from start to finish. 🧭 Agents (New!) — autonomous, stateful loops where the model drives itself to complete a given task. 📡 Channels
- AgentsDev ToolsAnthropic +3 ·
Akshay 🚀 (@akshay_pachaar) on X
Script GPT-5.4 mini Voice Inworld TTS 1.5 Max - Data InfraPlanetscaleVitess +2 ·
PlanetScale - the world’s fastest and most scalable cloud hosting for Vitess and Postgres
Script GPT-5.4 mini Voice ElevenLabs v3PlanetScale offers the world’s fastest and most scalable cloud hosting for Vitess and Postgres.
- Dev ToolsData InfraPlanetscale +2 ·
The feedback loops behind Kubernetes — PlanetScale
Script Mistral Small 4 119B 2603 Voice Rime ArcanaKubernetes is a framework for feedback controllers: write down what you want, observe what exists, make the next change, and repeat.
- AgentsAatish NayakThread ·
Aatish Nayak (@nayakkayak) on X
Script MiniMax M3 Voice Murf.AI Gen2 - Script Mistral Small 4 119B 2603 Voice Hume Octave 2
- Dev ToolsThread ·
Matt Van Horn (@mvanhorn) on X
Script GLM 5.1 Voice Inworld TTS 2 - AgentsSydney RunkleThread ·
Sydney Runkle (@sydneyrunkle) on X
Script MiniMax M3 Voice Deepgram Aura-2 - Data InfraAgentsLaunch +4 ·
databricks.com: lakeflow new era agentic data engineering
Script DeepSeek V4 Flash Voice OpenAI TTS - TrainingEvalsVibethinker 3b +2 ·
VibeThinker-3B: Exploring the Frontier of Verifiable Reasoning in Small Language Models
Script GPT-5.4 Voice ElevenLabs v3 - AgentsEvalsLaunch +4 ·
Building a 100x Cheaper Trace Judge with Fireworks
Script Mistral Medium 3.5 128B Voice Inworld TTS 2 - Dev ToolsGoogle SearchGoogle Merchant Center +2 ·
Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers
Script Haiku 4 Voice ElevenLabs v3Learn how to optimize your website for Google Search's generative AI features, including official best practices, technical SEO advice, and emerging AI agent guidance.
- AgentsInferenceQwen3 +3 ·
When is Your LLM Steerable?
Script Haiku 4 Voice Rime Mist v3 - AgentsDev ToolsModel Context Protocol +3 ·
The Protocol That Cleaned Up Our Agent Architecture | Towards Data Science
Script Haiku 4 Voice Murf.AI Gen2A detailed look at MCP that turned my scattered tool definitions into a stable, discoverable server
- MultimodalDev ToolsLaunch +4 ·
JoyAI-VL-Interaction: Real-Time Vision-Language Interaction Intelligence
Script Haiku 4 Voice Hume Octave 2 - AgentsDev ToolsLaunch +4 ·
Conductor - Run parallel coding agents on your Mac
Script Haiku 4 Voice OpenAI TTSCreate parallel Claude Code, Codex, and Cursor agents in isolated workspaces. See at a glance what they're working on, then review and merge their changes.
- New ModelsAgentsLaunch +3 ·
Nemotron 3 Ultra: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning
Script Haiku 4 Voice Deepgram Aura-2 - AgentsDev ToolsTool ·
AI Agent Tool Design: What Works and What Doesn't
Script Haiku 4 Voice OpenAI TTSIn this article, we explore what makes AI agent tools work well and the common design mistakes that cause failures. Learn how tool design affects an agent's ability to complete tasks accurately and consistently.
- New ModelsAgentsLaunch +4 ·
Z.ai Launches GLM-5.2 With a Usable 1M-Token Context, Two Thinking-Effort Levels, and No Benchmarks at Launch
Script Haiku 4 Voice Inworld TTS 2Z.ai launched GLM-5.2 on June 13, 2026, across every GLM Coding Plan tier. The headline is a usable 1-million-token context window plus High and Max effort levels. It drops into Claude Code, Cline, and OpenClaw through an Anthropic-compatible endpoint. No benchmarks shipped at launch, and MIT open weights are promised next week.
- TrainingEvalsQwen3 +2 ·
Smaller Models are Natural Explorers for Policy-Level Diversity in GRPO
Script GPT-5.5 Voice Inworld TTS 1.5 Mini - AgentsMultimodalGpt 5 Mini +3 ·
LLM Agents Can See Code Repositories
Script GPT-5.4 Voice ElevenLabs v3 - AgentsDev ToolsLaunch +3 ·
Google Cloud Announces The Open Knowledge Format
Script GPT-5.4 Voice Rime Mist v3Google Open Knowledge Format standardizes how organizational knowledge can be shared between AI agents, tools, and teams.
- Dev ToolsAgentsLaunch +4 ·
Arrow.js: First UI Framework for AI Coding Agents | byteiota
Script Llama 4 Scout Voice Rime Arcana - MultimodalData InfraOmnivideo 100k +3 ·
OmniVideo-100K: A Dataset for Audio-Visual Reasoning through Structured Scripts and Evidence Chains
Script GPT-5.4 Voice Murf.AI Gen2 - InferenceTrainingLlama +2 ·
Skip a Layer or Loop It? Learning Program-of-Layers in LLMs
Script GPT-5.4 Voice Hume Octave 2 - Dev ToolsAgentsPonytail +3 ·
DietrichGebert/ponytail
Script GPT-5.4 Voice Deepgram Aura-2Ponytail He says nothing. He writes one line. It works. <img
- AI SafetyPolicyDeprecation +4 ·
Anthropic disables Fable and Mythos AI models after U.S. government bars it from giving foreigners access | Fortune
Script GPT-5.4 Voice OpenAI TTSThe directive would even bar Anthropic's own foreign employees from using Fable and Mythos. Anthropic called the government position "a misunderstanding".
- Data InfraMultimodalBenchmark +4 ·
PixelRAG beats text parsers, cuts agent costs 10x
Script Qwen 3.5 397B A17b Voice Inworld TTS 1.5 MaxUC Berkeley's PixelRAG renders pages as screenshots instead of parsing text, boosting RAG accuracy by up to 18.1% and cutting AI agent token costs 10x.
- 🧠 Announcement ·
Hold That Thought - We Actually Can Now
Script GPT-5.4 Voice ElevenLabs v3An episode about every episode that came before it.
- Dev ToolsData InfraLaunch +4 ·
saiyampathak.substack.com: a vm for every container apple ships
Script MiniMax M2.7 Voice Rime Mist v3 - InferenceAgentsLatent Context Language Models Lclms +2 ·
End-to-End Context Compression at Scale
Script GLM 5.1 Voice Murf.AI Gen2 - Dev ToolsMultimodalLaunch +4 ·
Apple Foundation Models
Script Haiku 4 Voice Hume Octave 2Use Claude on Apple platforms through the Foundation Models framework with the Claude for Foundation Models Swift package.
- AgentsEvalsEvoarena +2 ·
EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments
Script GPT-5.4 Voice Rime Arcana - Research Paper ·
Core Mobile Vitals: Understand how your users feel about your app
No episode todayMobile teams have been asking for a Core Web Vitals equivalent for years. The Core Mobile Vitals initiative is built using the same rigor, research, and user focus.
- InferenceMultimodalLip Forcing +2 ·
Lip Forcing: Few-Step Autoregressive Diffusion for Real-time Lip Synchronization
Script GPT-5.4 Voice OpenAI TTS - AgentsDev ToolsLangchain +3 ·
The Missing Link Between Agents and Applications
Script GPT-5.4 mini Voice Hume Octave 2 - New ModelsDev ToolsLaunch +4 ·
SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context · Hugging Face
Script Mistral Medium 3.5 128B Voice Inworld TTS 2We’re on a journey to advance and democratize artificial intelligence through open source and open science.
- New ModelsTrainingLaunch +3 ·
A $1,500 foundation model that rivals larger LLMs
Script GPT-5.5 Voice ElevenLabs v3Sapient researchers trained a 1B reasoning model on just 40B tokens — scoring competitively with 2B-7B models at a fraction of typical pretraining cost.
- Data InfraDev ToolsLaunch +4 ·
Microsoft Open-Sources PostgreSQL Extension for In-Database Durable Execution
Script Mistral Medium 3.5 128B Voice Rime ArcanaRecently open-sourced by Microsoft, pg_durable is a PostgreSQL extension that enables durable workflows to run natively inside the database, eliminating the need for external orchestration systems.
- Dev ToolsAgentsClaude Code +3 ·
From MCP and Vibe Coding to Harness Engineering: How Did AI Native Engineering Evolve in One Year
Script Mistral Medium 3.5 128B Voice Murf.AI Gen2Birgitta Böckeler, Distinguished Engineer at Thoughtworks, returns to discuss the rapid evolution of AI in software delivery. She touches on the evolution from vibe coding, the changing tools landscape and the more autonomous agents that, besides higher velocity, introduce higher risk.
- AgentsDev ToolsPerplexity +3 ·
How AI Agents Reshape Knowledge Work: Autonomy, Efficiency, and ScopeCorrespondence to Jeremy Yang ([email protected]) and Jerry Ma ([email protected]).
Script Llama 4 Scout Voice Hume Octave 2 - AgentsEvalsBenchmark +4 ·
A New Study from Harvard and Perplexity Finds AI Agents Perform 26 Minutes of Autonomous Work per Session vs 33 Seconds for Search
Script GPT-OSS 120B Voice ElevenLabs v3A new Harvard and Perplexity paper uses matched-pair sessions to compare an autonomous agent with a search assistant. It finds large gains in autonomy, time, and cost, plus broader scope of work attempted.
- New ModelsAI SafetyLaunch +4 ·
Claude Fable 5 and Claude Mythos 5
Script Mistral Medium 3.5 128B Voice Deepgram Aura-2Today we’re launching Claude Fable 5: a Mythos-class model that we’ve made safe for general use.
- AgentsTrainingLatentskill +2 ·
LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents
Script Mistral Medium 3.5 128B Voice Rime Arcana - InferenceNew ModelsDeepseek V4 +2 ·
FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention
Script Mistral Medium 3.5 128B Voice Murf.AI Gen2 - Dev ToolsTrainingDspy +2 ·
Automate Writing Your LLM Prompts | Towards Data Science
Script Qwen 3.5 397B A17b Voice Inworld TTS 1.5 MiniUsing DSPy to automatically create, evaluate, and optimize your prompts
- AgentsEvalsToolmaze +1 ·
When Tools Fail: Benchmarking Dynamic Replanning and Anomaly Recovery in LLM Agents
Script Qwen 3.5 122B A10b Voice ElevenLabs - AgentsDev ToolsLanggraph +1 ·
Fault Tolerance in LangGraph: Retries, Timeouts and Error Handlers
Script Mistral Small 4 119B 2603 Voice Deepgram TTS - AgentsTrainingQwen3 +2 ·
Rethinking Continual Experience Internalization for Self-Evolving LLM Agents
Script Mistral Medium 3.5 128B Voice Murf.AI Gen2 - EvalsMultimodalBenchmark +4 ·
I Spent May Evaluating Different Engines for OCR | Towards Data Science
Script Mistral Medium 3.5 128B Voice Hume TTSTesting fourteen engines on ninety-three human documents
- AgentsEvalsTelbench +2 ·
Where Do Deep-Research Agents Go Wrong? Span-Level Error Localization in Agent Trajectories
Script Haiku 4 Voice Inworld TTS 1.5 Max - AgentsNew ModelsLaunch +3 ·
NVIDIA Nemotron 3 Ultra Powers Faster, More Efficient Reasoning for Long-Running Agents | NVIDIA Technical Blog
Script Mistral Medium 3.5 128B Voice Deepgram TTSSingle-turn chatbots are evolving into long-running agents that can reason, maintain context, use tools, and run efficiently across many turns to complete complex workflows. However…
- AgentsDev ToolsLaunch +4 ·
AI agents get their own phone directory built atop DNS
Script Sonnet 4.6 Voice ElevenLabsDNS-AID, under the auspices of the Linux Foundation, promises easier agent discovery
- New ModelsAgentsLaunch +3 ·
MiniMax M3 debuts, eclipsing GPT-5.5 and Gemini 3.1 Pro on key benchmark performance for just 5-10% of the cost
Script Mistral Medium 3.5 128B Voice Inworld TTS 1.5 MiniM3 demonstrates that the next phase of agent development will not just be driven by larger datasets, but by efficient architectural choices.
- TrainingAgentsQwen3 +3 ·
MemTrain: Self-Supervised Context Memory Training
Script Mistral Medium 3.5 128B Voice Inworld TTS 1.5 Max - AgentsDev ToolsLangchain +1 ·
How to Build a Custom Agent Harness
Script Mistral Medium 3.5 128B Voice ElevenLabs - New ModelsMultimodalLaunch +3 ·
Google's new open source Gemma 4 12B analyzes audio, video — and runs entirely locally on a typical 16GB enterprise laptop
Script Mistral Medium 3.5 128B Voice Hume TTSFor enterprise leaders aiming to decentralize their AI workloads, Gemma 4 12B offers a rare combination of edge-friendly efficiency and frontier-class reasoning.
- Dev ToolsChatgptGoogle AI Mode +2 ·
searchengineland.com: brand depth ai systems recommend 478816
Script Kimi K2.6 Voice Murf.AI Gen2Citations only show the outcome. The real advantage comes from building a brand AI systems consistently retrieve, recognize, and recommend.
- AgentsData InfraLaunch +4 ·
marktechpost.com: tinyfish launches bigset an open source multi agent system that builds structured live datasets from plain english descriptions
Script GPT-5.4 Voice Hume TTSTinyFish open-sources Bigset, a multi-agent system that builds structured datasets from plain-English descriptions using live web data
- AgentsAI SafetyLaunch +4 ·
Microsoft launches MXC, an OS-level sandbox for AI agents, with OpenAI and Nvidia already on board
Script Llama 4 Scout Voice Rime Mist v3Microsoft launches MXC, an OS-level sandbox for AI agents in Windows, giving enterprises secure runtime controls, identity, and policy enforcement.
- No episode today
TL; DR: Our Visual Studio Code extension for PostgreSQL is now available on the Open VSX registry: Cursor users get first-class database tooling without...
- Data InfraDatabricksDelta +2 ·
databricks.com: debunking 8 data layout myths why liquid clustering outperforms partitioning
Script GPT-5.4 Voice OpenAI TTS - AgentsMultimodalTaskmem +3 ·
Task-Focused Memorization for Multimodal Agents
Script GPT-5.4 Voice Hume TTS - MultimodalNew ModelsSwanvoice +2 ·
SwanVoice: Expressive Long-Form Zero-Shot Speech Synthesis for Both Monologue and Dialogue
Script GPT-5.4 Voice Inworld TTS 2 - Agent ObservabilityDev ToolsLaunch +4 ·
Introducing OTel Blueprints and Reference Implementations
Script Qwen 3.5 397B A17b Voice ElevenLabsIt’s not uncommon for end users adopting OpenTelemetry to, at some point in their journey, ask themselves: “Why is this stuff so complex?”. Full adoption normally requires understanding the different ways of configuring SDKs, multiple Collector deployments, data pipelines, instrumentation libraries, semantic convention registries, APIs for manual instrumentation across many different programming languages, and many other moving pieces. These moving pieces don’t operate in isolation either. They need to work well together as part of a consolidated solution to describe an organization’s software systems using standard, high-quality telemetry. Failing to do so risks ending up with the very problem that OpenTelemetry was designed to solve: disjointed telemetry with disparate semantic conventions in use across the stack, lack of context propagated between services and signals, unnecessarily high data volumes… In general, poor quality telemetry, the opposite of what we need.
- AgentsTrainingSkilladaptor +3 ·
SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories
Script Qwen 3.5 122B A10b Voice Rime Mist v3 - AgentsDev ToolsHermes Agent +3 ·
Memory OS — Hermes Agent Memory Operating System
Script Mistral Small 4 119B 2603 Voice Murf.AI Gen2Memory OS — Hermes Agent Memory Operating System > **Your agent finally stops forgetting.** \ > Permanent memory. Local memory infrastructure. API-provider agnostic. Surgically token-efficient. Seven memory layers. Automatic, intelligent context injection. Structured facts with trust scoring. A self-curating wiki pipeline. Semantic search across **every conversation you've ever had**. Memory OS turns Hermes Agent into a real long-term collaborator — one that remembers your projects, your
- New ModelsDev ToolsLaunch +4 ·
Introducing Apex: A Fast, Specialized Model for React Native
Script MiniMax M2.7 Voice Inworld TTS 1.5 Mini - AgentsData InfraLaunch +4 ·
How query logs fix AI agent SQL errors
Script GLM 5.1 Voice Inworld TTS 1.5 MaxDataHub's Context Intelligence mines validated SQL query history to build a semantic index for AI agents. At Miro, agents hit a 65% error rate without it.
- InferenceGpt 2Blog ·
Serving Multiple Users at Once: How Continuous Batching Keeps LLM Inference Efficient - MachineLearningMastery.com
Script Haiku 4 Voice Deepgram TTSIn the previous article, we saw how a language model processes a prompt during prefill, then generates tokens one at a time during decode, and uses KV cache to avoid repeated computation. In the real world, inference servers handle hundreds or thousands of requests at the same time. How a server schedules those requests determines […]
- InferenceDev ToolsLaunch +3 ·
Shopify’s journey to faster breadth-first GraphQL execution (2026) - Shopify
Script DeepSeek V4 Pro Voice OpenAI TTSWe questioned why conventional GraphQL execution incurs hidden costs, and rewrote it in a faster breadth-first manner to avoid them.
- New ModelsData InfraLaunch +4 ·
AI memory framework MeMo skips LLM retraining
Script Sonnet 4.6 Voice Rime Mist v3MIT's MeMo keeps AI memory separate from reasoning, so teams can upgrade their LLM without retraining and see a 26% performance gain, researchers say.
- Dev ToolsData InfraLangchain +3 ·
RAG Explained Simply with a Real Project
Script DeepSeek V4 Flash Voice Inworld TTS 1.5 MiniIf you have used ChatGPT, you know how magical it feels. You ask a question, and it instantly generates a highly articulate answer. But you also probably know its biggest flaw. If you ask it about you
- No episode today
- AgentsData InfraGpt 5 2 +3 ·
Exploring Autonomous Agentic Data Engineering for Model Specialization
Script Mistral Medium 3.5 128B Voice Rime Arcana - TrainingAgentsLongtracerl +3 ·
LongTraceRL: Learning Long-Context Reasoning from Search Agent Trajectories with Rubric Rewards
Script GPT-5.5 Voice Inworld TTS 1.5 Max - InferenceAgentsVllm +3 ·
The Infrastructure Behind Making Local LLM Agents Actually Useful | Towards Data Science
Script Kimi K2.6 Voice Murf.AI Gen2Lessons from building a fast, reliable scientific agent with local open-weight models, vLLM, and long-context infrastructure
- Dev ToolsNew ModelsLaunch +4 ·
Figma Make's new two-way GitHub integration turns designs into live, production code — with built-in governance
Script GPT-5.4 Voice OpenAI TTSFrom an enterprise governance perspective, this means visual AI edits are subject to the exact same continuous integration pipelines, security checks, and code reviews as any traditional engineering commit.
- MultimodalEvalsLaunch +4 ·
How we chose the voices of Coda | Rime
Script Llama 4 Scout Voice Inworld TTS 2When it comes to delivering AI models, first impressions matter!
- Dev ToolsAgentsEvil Martians +3 ·
Stop writing rules in AGENTS.md: use agent hooks and nano-staged instead—Martian Chronicles, Evil Martians’ team blog
Script GPT-OSS 120B Voice OpenAI TTSMove LLM safeguards out of AGENTS.md: how agent hooks plus nano-staged run linters on changed files only, cut tokens, and tighten the agent's feedback loop
- No episode today
From visual editing to contextual prompting and collaboration, Figma Make is expanding how teams can design with code.
- Data InfraDev ToolsClaude +3 ·
AI Memory Beyond RAG: Vectors, Graphs, and Dense-Mem
Script GPT-5.4 Voice Inworld TTS 1.5 MaxRAG is not magic memory. A practical explanation of chunks, embeddings, vector search, graph-backed memory, and why durable AI memory needs provenance, conflict handling, and retrieval policy.
- No episode today
- AgentsAgent ObservabilityTencentdb Agent Memory +3 ·
GitHub - Tencent/TencentDB-Agent-Memory: TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies.
Script Qwen 3.5 397B A17b Voice Inworld TTS 1.5 MaxTencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies. - Tencent/TencentDB-Agent-Memory
- AgentsDev ToolsLaunch +3 ·
auth.md
Script GPT-5.4 Voice Inworld TTS 1.5 MiniEnable agents to register users without the sign-up form.
- Script Mistral Small 4 119B 2603 Voice Inworld TTS 1.5 Max
In this article, you will learn how to implement a hybrid search strategy for RAG systems by combining BM25 lexical search with semantic search, fused together using Reciprocal Rank Fusion.
- AgentsDev ToolsLaunch +4 ·
Cloudflare Completes Its Agent Infrastructure Stack with Browser Run Rebuild and Six-Layer Platform
Script MiniMax M2.7 Voice OpenAI TTSCloudflare rebuilt Browser Run on its own Containers platform, delivering 4x higher concurrency and 50% faster response times. The upgrade completes a six-layer agent infrastructure stack: compute (Dynamic Workers + Sandboxes), orchestration (Dynamic Workflows), memory (Agent Memory), browsing (Browser Run), and commerce (Stripe Projects).
- AgentsInferenceDirect Corpus Interaction Dci +3 ·
Replacing RAG with bash cut AI retrieval costs 30%
Script GPT-5.4 Voice Deepgram TTSDCI lets AI agents search raw files with grep and bash instead of embeddings — boosting accuracy 11 points and cutting retrieval costs 30% on complex tasks.
- Dev ToolsData InfraNode Js +1 ·
Virtual File System for Node.js by mcollina · Pull Request #61478 · nodejs/node
Script Haiku 4 Voice OpenAI TTSA first-class virtual file system module (node:vfs) with a provider-based architecture that integrates with Node.js's fs module and module loader. Key Features Provider Architecture - Extensi...
- AgentsAI SafetyLaunch +4 ·
Securing AI agent credentials with MCP tunnels
Script GPT-5.4 Voice inworld-craig-mini:inworld-tts-1.5-miniClaude Managed Agents' MCP tunnels and sandboxes move credential control to the network boundary — a production fix for enterprise AI agent security.
- MultimodalDev ToolsLaunch +4 ·
GitHub - resemble-ai/DramaBox: super expressive prompting model based on ltx2.3
Script Sonnet 4.6 Voice Inworld TTS 1.5 Maxsuper expressive prompting model based on ltx2.3. Contribute to resemble-ai/DramaBox development by creating an account on GitHub.
- AgentsDev ToolsRippletide +2 ·
Enterprise AI agents fail because they forget
Script GPT-5.4 Voice inworld-craig-mini:inworld-tts-1.5-miniRAG retrieves documents but not decision logic, causing agents to act on expired rules. Decision context graphs encode applicability and time-scoped memory.
- AgentsDev ToolsDeep Agents +3 ·
Interpreters in Deep Agents: Code Between Tool Calls and Sandboxes
Script GPT-5.4 mini Voice Rime Arcana - New ModelsEvalsLaunch +3 ·
Qwen 3.7 Max Preview: What Alibaba's New AI Gets Right and Where It Falls Short - Decrypt
Script Mistral Medium 3.5 128B Voice Inworld TTS 1.5 MiniAlibaba's Qwen 3.7 Max landed on Arena AI five days before the Cloud Summit and earned its spot. We tested it, and here are the results.
- AgentsInferenceBenchmark +4 ·
RecursiveMAS cuts multi-agent AI costs by 75%: researchers
Script GPT-5.5 Voice Inworld TTS 1.5 MaxUIUC and Stanford's RecursiveMAS lets AI agents collaborate in embedding space instead of text, cutting token usage by 75% and speeding inference 2.4x.
- New ModelsAgentsSmollm3 +3 ·
5 Small Language Models for Agentic Tool Calling - KDnuggets
Script Kimi K2.6 Voice Inworld TTS 2Here are 5 small language models that hare one important trait: they all support structured tool calling in a compact, open-weight package.
- No episode today
Starting today, work with an agent that is built for Figma—directly on the canvas.
- No episode today
- AgentsData InfraLaunch +4 ·
Context architecture is replacing RAG in AI
Script GPT-OSS 120B Voice Inworld TTS 1.5 MiniRedis Iris launches as enterprises shift from RAG to runtime context — hybrid retrieval intent tripled in Q1 2026 as agent workloads expose retrieval gaps.
- AgentsEvalsCameron R Wolfe +3 ·
cameronrwolfe.substack.com: agent evals
Script GPT-5.4 Voice Inworld TTS 1.5 Mini - AgentsDev ToolsBaruch Sadogursky +2 ·
Context is the Key to the Agentic Architecture Revolution: A Conversation with Baruch Sadogursky
Script GPT-5.4 Voice Elevenlabs-V2SMichael Stiefel spoke to Baruch Sadogursky about software architecture in the age of agentic AI. LLM can function, albeit stochastically, as reasoning machines capable of interpreting human ambiguity. With the appropriate rigorous context artifacts to control the LLM’s reasoning, software specifications can become the source of truth, while the code becomes a disposable intermediate language.
- Agent ObservabilityDev ToolsLaunch +4 ·
LangSmith Engine closes the agent debugging loop automatically — but multi-model enterprises still need a neutral layer
Script GPT-5.4 Voice Rime Mist v3LangSmith Engine automates agent debugging — detecting failures, diagnosing causes, drafting fixes — as enterprises say one provider can't own observability.
- AgentsTrainingMetaagent X +1 ·
MetaAgent-X : Breaking the Ceiling of Automatic Multi-Agent Systems via End-to-End Reinforcement Learning
Script Qwen 3.5 397B A17b Voice Murf.AI Gen2 - No episode today
- No episode today
- Dev ToolsData InfraGoogle Cloud +2 ·
Google tells database devs to lean hard on AI for PostgreSQL work
Script MiniMax M2.7 Voice Deepgram TTSCloud giant says humans remain accountable, even when code gets an assist from the machines
- Dev ToolsData InfraNeo4j +3 ·
Architectural patterns for graph-enhanced RAG: Moving beyond vector search in production
Script GLM 5.1 Voice OpenAI TTS - AgentsDev ToolsLaunch +3 ·
Symphony
Script Haiku 4 Voice Inworld TTS 1.5 MaxSymphony Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supervising coding agents. [](.github/media/symphony-demo.mp4) _In this [demo video](.github/media/symphony-demo.mp4), Symphony monitors a Linear board for work and spawns agents to handle the tasks. The agents complete the tasks and provide proof of work: CI status, PR review feedback, complexity analysis, and walkthrough videos. When accepted, the agents land the PR
- AgentsDev ToolsLaunch +3 ·
LangSmith Sandboxes are Generally Available
Script Sonnet 4.6 Voice Inworld TTS 1.5 Mini - No episode today
- No episode today
Five parallel AI agent worlds. Five frontier models. Fifteen days. Watch Claude, Gemini, Grok, GPT and a mixed world build societies from scratch.
- TrainingEvalsLlama 3 1 +3 ·
Many-Shot CoT-ICL: Making In-Context Learning Truly Learn
Script GPT-5.4 Voice Inworld TTS 1.5 Max - AgentsDev ToolsLaunch +4 ·
Red Hat adds support for agentic AI development
Script GPT-5.5 Voice Inworld TTS 1.5 MaxRed Hat Desktop, AI skills repositories, and Fedora Hummingbird Linux are behind a broader push to operationalize agentic development across hybrid environments.
- AgentsInferenceLaunch +4 ·
Hermes Unlocks Self-Improving AI Agents, Powered by NVIDIA RTX PCs and DGX Spark
Script Kimi K2.6 Voice Deepgram TTSReliable, self-evolving and powered by the newest agentic large language models, Hermes brings a new class of agents to NVIDIA RTX PCs and workstations.
- Agent ObservabilityDev ToolsLaunch +3 ·
We built SmithDB, the data layer for agent observability
Script GPT-5.4 Voice OpenAI TTS - AgentsDev ToolsLaunch +4 ·
Anthropic reinstates OpenClaw and third-party agent usage on Claude subscriptions — with a catch
Script Llama 4 Scout Voice Inworld TTS 1.5 MaxIf an agent is inefficient and burns through tokens, it simply drains the user's new $20 to $200 Agent SDK credit budget faster, rather than exceeding the value of Anthropic's fixed monthly subscription tiers.
- Blog ·
techcommunity.microsoft.com
No episode today - AgentsDev ToolsLaunch +4 ·
New in Deep Agents v0.6
Script GPT-OSS 20B Voice Elevenlabs-V2S - Dev ToolsAgentsLaunch +2 ·
Introducing Langsmith Engine
Script GPT-5.4 Voice Rime Mist v3 - Data InfraInferenceLaunch +3 ·
databricks.com: how lakebase architecture delivers 5x faster postgres writes
Script GPT-5.4 Voice Murf.AI Gen2 - AgentsDev ToolsGoogle Agent Development Kit +3 ·
Build Long-running AI agents that pause, resume, and never lose context with ADK- Google Developers Blog
Script Qwen 3.5 397B A17b Voice Inworld TTS 1.5 MaxLearn how to build production-grade, long-running agents using the Agent Development Kit (ADK) to manage complex enterprise workflows. This guide covers durable state machines, persistent session storage, and event-driven architectures to handle multi-day "idle time" without losing context. Move beyond stateless chatbots with multi-agent delegation and robust evaluation frameworks.
- AgentsInferenceLanggraph +3 ·
Implementing Prompt Compression to Reduce Agentic Loop Costs - MachineLearningMastery.com
Script GPT-5.4 Voice Inworld TTS 1.5 MaxIn this article, you will learn what prompt compression is, why it matters for agentic AI loops, and how to implement it practically using summarization and instruction distillation.
- InferenceDev ToolsAzure OpenAI +2 ·
Local-First AI Inference: A Cloud Architecture Pattern for Cost-Effective Document Processing
Script Mistral Small 4 119B 2603 Voice Deepgram TTSThe Local-First AI Inference pattern routes 70–80% of documents to deterministic local extraction at zero API cost, reserving Azure OpenAI calls for edge cases and flagging low-confidence results for human review. Deployed on 4,700 engineering drawing PDFs, it cut API costs by 75% and processing time by 55%, while bounding errors through a human review tier.
- AgentsEvalsBenchmark +4 ·
SocialReasoning Bench shows the limits of today’s AI agents
Script GPT-5.4 Voice OpenAI TTSUsing SocialReasoning Bench, we observed a stable pattern across models—agents execute competently, but fail to consistently improve the user’s position, even with explicit instructions to optimize for user interest.
- Dev ToolsData InfraAws +3 ·
Evolution of a Backend for a Streaming Application
Script GLM 5.1 Voice Inworld TTS 1.5 MaxDaniele Frasca explains the architectural evolution of Joyn, a German streaming giant. He discusses moving from fragile single-node setups to resilient serverless architectures using AWS. He shares insights on the Hub and Spoke pattern for data consistency, cell-based isolation to reduce blast radius, and cost-optimization strategies for achieving affordable multi-region active-active setups.
- New ModelsMultimodalLaunch +4 ·
Thinking Machines shows off preview of near-realtime AI voice and video conversation with new 'interaction models'
Script Haiku 4 Voice Inworld TTS 1.5 MaxBy making interactivity native to the model, Thinking Machines believes that scaling a model will now make it both smarter and a more effective collaborator.
- Data InfraInferenceLaunch +3 ·
Scaling real-time performance with Bigtable in-memory tier | Google Cloud Blog
Script DeepSeek V4 Pro Voice Inworld TTS 1.5 MaxBigtable now offers data tiering across RAM, SSD, and HDD into a single, unified service with a hybrid storage architecture.
- AI SafetyTrainingAnthropic +2 ·
Teaching Claude why
Script Sonnet 4.6 Voice Rime ArcanaNew research on how we've reduced agentic misalignment
- Dev ToolsLaunchOpenAI +3 ·
OpenAI launches the OpenAI Deployment Company to help businesses build around intelligence
Script DeepSeek V4 Flash Voice Murf.AI Gen2OpenAI launches DeployCo, a new enterprise deployment company built to help organizations bring frontier AI into production and turn it into measurable business impact.
- InferenceDev ToolsToon +1 ·
Stop Wasting Tokens: A Smarter Alternative to JSON for LLM Pipelines - KDnuggets
Script GPT-5.4 mini Voice Inworld TTS 1.5 MaxIf you are feeding structured data into an LLM, there is a good chance you are paying a JSON tax.
- Dev ToolsAI SafetyCedar +3 ·
GitHub - trusted-remote-execution/trusted-remote-execution: Sandboxed Rhai script execution engine with Cedar policy authorization for every system operation.
Script Sonnet 4.6 Voice Elevenlabs-V2SSandboxed Rhai script execution engine with Cedar policy authorization for every system operation. - trusted-remote-execution/trusted-remote-execution
- AgentsInferenceLaunch +4 ·
Speeding up agentic workflows with WebSockets in the Responses API
Script GPT-5.4 mini Voice Elevenlabs-V2SA deep dive into the Codex agent loop, showing how WebSockets and connection-scoped caching reduced API overhead and improved model latency.
- AgentsDev ToolsTool ·
The Roadmap to Mastering Tool Calling in AI Agents
Script GPT-5.5 Voice Elevenlabs-V2SLearn how AI agents use tool calling to reliably interact with APIs, code, and external systems. Understand protocols, failure modes, scaling, and security.
- AgentsAgent ObservabilityAris +3 ·
ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration
Script GPT-5.4 Voice ElevenLabs - AgentsEvalsGitHub Copilot +1 ·
Validating agentic behavior when “correct” isn’t deterministic
Script Haiku 4 Voice Elevenlabs-V2SHow to build the “Trust Layer” for Github Copilot Coding Agents without brittle scripts or black-box judgements by using dominatory analysis.
- AgentsDev ToolsGpt 4o +3 ·
alphasignalai.substack.com: four agent orchestration patterns
Script Sonnet 4.6 Voice Elevenlabs-V2S - AgentsEvalsBenchmark +4 ·
Benchmarking Multi-Agent LLM Architectures for Financial Document Processing: A Comparative Study of Orchestration Patterns, Cost-Accuracy Tradeoffs and Production Scaling Strategies
Script GPT-5.4 mini Voice ElevenLabs - AgentsLaunchAnthropic +1 ·
Anthropic will let its managed agents dream
Script GPT-5.5 Voice Elevenlabs-V2SAnthropic is expanding Managed Agents with dreaming — a scheduled memory process — plus outcomes-based evaluation and multi-agent orchestration now in public beta.
- AI SafetyEvalsGoogle +2 ·
Hallucinations Undermine Trust; Metacognition is a Way Forward
Script GPT-5.4 Voice ElevenLabs - AgentsDev ToolsLaunch +4 ·
The app store for robots has arrived: Hugging Face launches open-source Reachy Mini App Store with 200+ apps
Script Haiku 4 Voice Deepgram TTSThe new Hugging Face Reachy Mini App Store already hosts a library of over 200 community-built applications, and Reachy Mini owners will be able to download any of these free of charge to start
- Dev ToolsMultimodalLaunch +3 ·
Gemini API File Search is now multimodal: build efficient, verifiable RAG
Script GPT-5.4 Voice ElevenLabsUpdates to the Gemini API File Search tool makes building efficient, multimodal file retrieval systems easier for developers.
- New ModelsInferenceLaunch +2 ·
The context window has been shattered: Subquadratic debuts a 12-million-token window
Script GPT-5.4 mini Voice Murf.AI Gen2Subquadratic has launched a new AI architecture featuring a 12-million-token context window that outperforms GPT-5.5 on retrieval benchmarks.
- InferenceNetease GamesBlog ·
How NetEase Games cut LLM cold starts from 42 minutes to 30 seconds
Script GPT-5.5 Voice ElevenLabsNetEase Games cut LLM cold-start times from 42 mins to 30 sec with the CNCF Fluid project, enabling serverless GPU inference on Kubernetes.
- AgentsTrainingHeavyskill +3 ·
HeavySkill: Heavy Thinking as the Inner Skill in Agentic Harness
Script GPT-5.4 Voice ElevenLabs - Data InfraScylladbSprig +2 ·
ScyllaDB cut Sprig's read latency 4X after Redis and ClickHouse hit a wall
Script Haiku 4 Voice Deepgram TTSSprig outgrew Postgres, ClickHouse, and Redis, then figured out how to support their rapid growth with 4-8x better latencies.
- AgentsData InfraLaunch +4 ·
The RAG era is ending for agentic AI — a new compilation-stage knowledge layer is what comes next
Script Sonnet 4.6 Voice ElevenLabs - AgentsTrainingGpt 4 +3 ·
From Context to Skills: Can Language Models Learn from Context Skillfully?
Script GPT-5.4 mini Voice Deepgram TTS - Data InfraSpark Structured StreamingDelta Lake +1 ·
From Batch to Micro-Batch Streaming: Lessons Learned the Hard Way in a Delta Index Pipeline
Script GPT-5.5 Voice ElevenLabsThis article describes how a production delta-index pipeline migrated from scheduled batch to micro-batch Spark Structured Streaming. It covers why record-level streaming was rejected, how partition-based watermarks replaced fragile S3 completion markers, overlap-window correctness, and restart-as-design strategies for better predictability in object-store–based ingestion systems.
- AgentsData InfraLaunch +3 ·
marktechpost.com: meta introduces autodata an agentic framework that turns ai models into autonomous data scientists for high quality training data creation
Script GPT-5.4 Voice ElevenLabs - AgentsData InfraLlamaindex +3 ·
The scaffolding era is over. LlamaIndex says context is the new moat
Script Haiku 4 Voice ElevenLabsLlamaIndex CEO Jerry Liu argues the framework era is over: agent loops are now capable enough that context quality is the real competitive edge.
- AgentsDev ToolsPeking University +1 ·
From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills
Script Sonnet 4.6 Voice ElevenLabs - No episode today
- Dev ToolsEvalsLaunch +3 ·
marktechpost.com: qwen ai releases qwen scope an open source sparse autoencoders sae suite that turns llm internal features into practical development tools
Script GPT-5.5 Voice Murf.AI Gen2 - AgentsEvalsFama +3 ·
FAMA: Failure-Aware Meta-Agentic Framework for Open-Source LLMs in Interactive Tool Use Environments
Script GPT-5.4 Voice ElevenLabs - News ·
Moonshot AI and Other Chinese Firms Weigh Corporate Overhaul in Wake of Meta-Manus Deal Reversal
No episode todayChinese tech startups such as Moonshot AI and DeepRoute.ai are considering changing their corporate structures—in which they’re technically based overseas—in favor of incorporating in China. That shift follows signals from China’s securities regulator that it is less likely to approve initial ...
- InferenceLaunchGoogle +3 ·
Google AI breakthrough means chatbots use six times less memory during conversations without compromising performance
Script Sonnet 4.6 Voice Deepgram TTSA compression algorithm like TurboQuant turns the data in the AI
- MultimodalDev ToolsLaunch +4 ·
Building with Gemini Embedding 2: Agentic multimodal RAG and beyond- Google Developers Blog
Script GPT-5.4 mini Voice ElevenLabsThis blog post explores the general availability of Gemini Embedding 2, a unified multimodal model that maps text, images, video, and audio into a single semantic space. Learn how to build agentic RAG pipelines, visual search tools, and complex classification systems using new features like task prefixes and native interleaved input processing. Discover how to optimize your AI applications with efficient dimensionality reduction and the new Batch API for high-throughput performance.
- AgentsDev ToolsLangchain +1 ·
Why AI Engineers Are Moving Beyond LangChain to Native Agent Architectures | Towards Data Science
Script GPT-5.5 Voice OpenAI TTSFrameworks accelerated the first wave of LLM apps, but production demands a different architecture.
- AgentsTrainingBenchmark +4 ·
Alibaba's HDPO cuts AI agent tool overuse from 98% to 2%
Script GPT-5.4 Voice ElevenLabsAlibaba's HDPO framework trains AI agents to skip unnecessary tool calls, cutting redundant invocations from 98% to 2% while boosting reasoning accuracy.
- InferenceAgentsOpenAI +3 ·
Agentic AI: How to Save on Tokens | Towards Data Science
Script Haiku 4 Voice OpenAI TTSCaching, lazy-loading, routing, compaction, and more
- EvalsAgentsBenchmark +4 ·
DV-World: Benchmarking Data Visualization Agents in Real-World Scenarios
Script Sonnet 4.6 Voice ElevenLabs - AgentsDev ToolsLaunch +4 ·
Tuning Deep Agents to Work Well with Different Models
Script GPT-5.4 mini Voice ElevenLabs - Dev ToolsAgentsLaunch +3 ·
DBmaestro MCP Server Puts Natural Language in Control of Database Pipelines
Script GPT-5.5 Voice ElevenLabsDBmaestro has launched an MCP server that connects AI agents and enterprise copilots to its database DevOps platform, allowing teams to issue natural language commands that trigger real, governed platform workflows. The MCP server, announced on 7 April 2026, allows DBAs to expose DBmaestro
- InferenceDev ToolsOllama +3 ·
You don't need an expensive GPU to run a local LLM that actually works
Script Haiku 4 Voice Murf.AI Gen2Sometimes smaller is better.
- AgentsDev ToolsLaunch +4 ·
Mistral AI Introduces Workflows for Orchestrating Enterprise AI Processes
Script Sonnet 4.6 Voice ElevenLabsMistral AI has launched Workflows, an orchestration layer for enterprise AI that is now in public preview. This release addresses a significant challenge as AI models and agents become more advanced, while reliably deploying them in production remains difficult due to a lack of infrastructure for coordination, monitoring, and recovery.
- Dev ToolsLaunchWarp +1 ·
Warp's gamble: Going open source to take on closed-source rivals
Script GPT-5.4 Voice Cartesia TTSWarp open-sources its Rust-based agentic development environment client under AGPL, with OpenAI as founding sponsor of the new GitHub repository.
- InferenceAgentsAws Strands +2 ·
Cut AI token usage by 96%? Here's how AWS Strands Agents does it.
Script GPT-5.4 mini Voice Deepgram TTSAWS developer advocate Morgan Willis on Strands Agents, intent-based tools, MCP gateways, and how smarter tool design cut agent token usage from 52K to 2K.
- Dev ToolsInferenceClaude +3 ·
productcompass.pm: stop hitting claude code limits
Script Haiku 4 Voice OpenAI TTS - AgentsInferenceRecursivemas +3 ·
Recursive Multi-Agent Systems
Script Sonnet 4.6 Voice ElevenLabs - Data InfraAgentsFunding +3 ·
Definity embeds agents inside Spark pipelines to catch failures before they reach agentic AI systems
Script GPT-5.4 Voice OpenAI TTSDefinity raises $12M to embed AI agents inside Spark pipelines, catching failures and bad data before they reach the agentic AI systems that depend on them.
- No episode today
Agents are changing your code faster than your team can follow. Now you can close that gap with new MCP skills, architecture layouts, and more in FigJam.
- EvalsAgentsBenchmark +4 ·
ClawMark: A Living-World Benchmark for Multi-Turn, Multi-Day, Multimodal Coworker Agents
Script Haiku 4 Voice ElevenLabs - New ModelsAgentsLaunch +4 ·
American AI startup Poolside launches free, high-performing open model Laguna XS.2 for local agentic coding
Script GPT-5.5 Voice ElevenLabsBy putting the weights of a highly capable, 33B-parameter agentic model in the hands of researchers and startups, Poolside is positioning itself as a cornerstone of the open-AI ecosystem.
- InferenceAppleResearch Paper ·
Stochastic KV Routing: Enabling Adaptive Depth-Wise Cache Sharing
Script GPT-5.4 Voice ElevenLabs - MultimodalDev ToolsSketchvlm +3 ·
SketchVLM: Vision language models can annotate images to explain thoughts and guide users
Script GPT-5.4 mini Voice ElevenLabs - AgentsEvalsDataprm +3 ·
Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis
Script Haiku 4 Voice ElevenLabs - AgentsDev ToolsAnthropic +3 ·
This closes a loop I've been working on for three months. Every agent harness debate has a hidden assumption: that t...
Script Sonnet 4.6 Voice Cartesia TTSThis closes a loop I've been working on for three months. Every agent harness debate has a hidden assumption: that the harness is a thing on top of the backend. Anthropic, OpenAI, LangChain, CrewAI argue about how thick that wrapper should be. Nobody questions that it's a wrapper. Mike's argument is harder. The harness isn't on top of the backend. The harness IS the backend, once you have the right primitives. The math that forces the issue: N agents and M services produce N² × M stochastic
- Script GPT-5.4 Voice ElevenLabs
How does decision-gravity dictate this gap?
- AgentsDev ToolsLaunch +3 ·
Sentry’s Seer Agent lets developers debug production issues in natural language
Script GPT-5.4 mini Voice ElevenLabsSeer Agent queries across errors, traces, logs, and code context to investigate production problems that don't start with a clean error.
- New ModelsAgentsLaunch +4 ·
Open source Xiaomi MiMo-V2.5 and V2.5-Pro are among the most efficient (and affordable) at agentic 'claw' tasks
Script Haiku 4 Voice ElevenLabsMiMo-V2.5 stands as a testament to the power of sparse architectures and permissive licensing in the race toward functional AGI.
- AgentsTrainingBlog ·
marktechpost.com: build a reinforcement learning powered agent that learns to retrieve relevant long term memories
Script Sonnet 4.6 Voice ElevenLabs - Data InfraAgentsBenchmark +3 ·
RAG precision tuning can quietly cut retrieval accuracy by 40%, putting agentic pipelines at risk
Script GPT-5.4 Voice ElevenLabsFine-tuning RAG embedding models for precision triggers a retrieval accuracy tradeoff that standard benchmarks won't catch and hybrid search can't fix.
- New ModelsMultimodalLaunch +3 ·
marktechpost.com: openmoss releases moss audio an open source foundation model for speech sound music and time aware audio reasoning
Script GPT-5.4 mini Voice ElevenLabs - InferenceEvalsSliders +2 ·
Contexts are Never Long Enough: Structured Reasoning for Scalable Question Answering over Long Document Sets
Script GPT-5.4 Voice Murf.AI Gen2Real-world document question answering is challenging. Analysts must synthesize evidence across multiple documents and different parts of each document. However, any fixed LLM context window can be exceeded as document collections grow. A common workaround is to decompose documents into chunks and assemble answers from chunk-level outputs, but this introduces an aggregation bottleneck: as the number of chunks grows, systems must still combine and reason over an increasingly large body of
- Dev ToolsInferenceSliders +1 ·
Contexts are Never Long Enough: Structured Reasoning for Scalable Question Answering over Long Document Sets
Script Haiku 4 Voice ElevenLabsSLIDERS enables scalable document question answering by extracting information into a relational database and using structured reasoning via SQL instead of traditional chunk-based aggregation methods.
- Dev ToolsMultimodalScikit LLM +3 ·
Text Summarization with Scikit-LLM - MachineLearningMastery.com
Script GPT-5.4 mini Voice ElevenLabsIn this article, you will learn how to use scikit-LLM’s text summarization feature to handle large volumes of text in machine learning pipelines.
- AgentsDev ToolsLaunch +4 ·
An open-source spec for Codex orchestration: Symphony.
Script Haiku 4 Voice Cartesia TTSLearn how Symphony, an open-source spec for Codex orchestration, turns issue trackers into always-on agent systems—boosting engineering output and reducing context switching.
- Agent ObservabilityData InfraNews ·
Enterprises are obsessing over model accuracy while ignoring the infrastructure layer where AI systems actually break.
Script Sonnet 4.6 Voice ElevenLabsEnterprises are obsessing over model accuracy while ignoring the infrastructure layer where AI systems actually break.
- Dev ToolsNew ModelsOpenAI +3 ·
Prompt guidance | OpenAI API
Script GPT-5.4 Voice Deepgram TTS - New ModelsInferenceLaunch +4 ·
DeepSeek-V4 arrives with near state-of-the-art intelligence at fraction of the cost of Opus 4.7, GPT-5.5
Script GPT-5.4 Voice OpenAI TTSDeepSeek's quest to keep frontier AI models open is of benefit to the entire planet of potential AI users, especially enterprises looking to adopt the cutting-edge at the lowest possible cost.
- Dev ToolsAgentsOpentabs +2 ·
opentabs-dev/opentabs
Script Haiku 4 Voice Deepgram TTS[]( [](LICENSE) []( [Docs](
- Dev ToolsAgentsClaude +3 ·
Git
Script GPT-5.4 Voice Deepgram TTS - AgentsEvalsGoogle Research +3 ·
Towards a science of scaling agent systems: When and why agent systems work
Script GPT-5.4 Voice OpenAI TTS - New ModelsData InfraLaunch +3 ·
OpenAI launches Privacy Filter, an open source, on-device data sanitization model that removes personal information from enterprise datasets
Script Sonnet 4.6 Voice Murf.AI Gen2By combining the efficiency of a Mixture-of-Experts architecture with the openness of an Apache 2.0 license, OpenAI is providing a way for many enterprises to more easily, cheaply and safely redact PII data.
- AgentsEvalsClawenvkit +2 ·
ClawEnvKit: Automatic Environment Generation for Claw-Like Agents
Script Sonnet 4.6 Voice Inworld TTS 1.5 Max - AgentsDev ToolsDebjyoti Paul +3 ·
panini/README.md at main · dpaul0501/panini
Script GPT-5.4 Voice Deepgram TTSContribute to dpaul0501/panini development by creating an account on GitHub.
- AgentsDev ToolsLaunch +4 ·
GitHub - dejuknow/md-redline: Inline review comments for markdown specs. Built-in MCP server hands feedback directly to your AI agent.
Script GPT-5.4 mini Voice Cartesia TTSInline review comments for markdown specs. Built-in MCP server hands feedback directly to your AI agent. - dejuknow/md-redline
- EvalsMultimodalBenchmark +3 ·
Mind’s Eye: A Benchmark of Visual Abstraction, Transformation and Composition for Multimodal LLMs
Script GPT-5.4 Voice Deepgram TTS - AgentsDev ToolsAgentspex +3 ·
AgentSPEX: An Agent SPecification and EXecution Language
Script GPT-5.4 Voice Inworld TTS 1.5 Max - No episode today
- Dev ToolsAgentsLaunch +4 ·
One Developer, Two Dozen Agents, Zero Alignment
Script GPT-5.4 Voice Inworld TTS 1.5 MiniWhy we need collaborative AI engineering
- AgentsNew ModelsLaunch +4 ·
Kimi K2.6 runs agents for days — and exposes the limits of enterprise orchestration
Script GPT-5.4 mini Voice Inworld TTS 1.5 MaxMoonshot AI's Kimi K2.6 can run agents for days without human intervention, exposing a critical gap in orchestration frameworks not built for continuous, stateful execution.
- TrainingLeworldmodelYann Lecun +1 ·
LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architecture from Pixels
Script GPT-5.4 Voice Inworld TTS 1.5 Max - TrainingInferenceGpt 2 +3 ·
6 Things I Learned Building LLMs From Scratch That No Tutorial Teaches You | Towards Data Science
Script GPT-5.4 Voice OpenAI TTSFrom rank-stabilized scaling to quantization stability: A statistical and architectural deep dive into the optimizations powering modern Transformers.
- InferenceMoonshot AITsinghua University +1 ·
marktechpost.com: moonshot ai and tsinghua researchers propose prfaas a cross datacenter kvcache architecture that rethinks how llms are served at scale
Script GPT-5.4 Voice ElevenLabs - New ModelsAgentsLaunch +4 ·
trilogyai.substack.com: kimi k26 is the open model release
Script GPT-5.4 Voice ElevenLabs - New ModelsAgentsLaunch +3 ·
Moonshot AI Releases Kimi K2.6, Beats Top US Models On Some Benchmarks
Script GPT-5.4 Voice ElevenLabsEven as frontier models from US keep getting better, Chinese open-source is more than keeping up. Moonshot AI, the Beijing-based startup behind the...
- AgentsDev ToolsBirgitta B Ckeler +3 ·
Harness engineering for coding agent users
Script GPT-5.4 Voice ElevenLabs - AgentsDev ToolsCodex +2 ·
Harness engineering: leveraging Codex in an agent-first world
Script GPT-5.4 Voice ElevenLabsBy Ryan Lopopolo, Member of the Technical Staff
- No episode today
- AgentsOpenclawHermes Agent +1 ·
OpenClaw vs. Hermes Agent: The race to build AI assistants that never forget
Script GPT-5.4 Voice ElevenLabsOpenClaw and Hermes Agent take different approaches to persistent AI coding assistants. One prioritizes ecosystem reach, the other deep learning over time.
- InferenceAnthropicOpenAI +2 ·
The Complete Guide to Inference Caching in LLMs
Script GPT-5.4 Voice ElevenLabsInference caching reduces latency and cost by storing and reusing computation from previous LLM requests instead of recomputing everything each time. It operates across three complementary layers: KV caching within a request, prefix caching across shared prompts, and semantic caching that reuses full responses for similar queries.
- TrainingAgentsLongact +2 ·
LongAct: Harnessing Intrinsic Activation Patterns for Long-Context Reinforcement Learning
Script GPT-5.4 Voice ElevenLabs - TrainingQwen3 8bGpt Oss 120b +2 ·
How to Fine-Tune a Reasoning Model? A Teacher–Student Cooperation Framework to Synthesize Student-Consistent SFT Data
Script GPT-5.4 Voice ElevenLabs - Dev ToolsMultimodalLaunch +4 ·
Anthropic just launched Claude Design, an AI tool that turns prompts into prototypes and challenges Figma
Script GPT-5.4 Voice ElevenLabsAnthropic launched Claude Design, an AI tool that turns text prompts into interactive prototypes, alongside its most powerful public model, Claude Opus 4.7 — directly challenging Figma and signaling the company's shift from AI lab to full-stack product company.
- AgentsInferenceLaunch +3 ·
Cloudflare Launches Code Mode MCP Server to Optimize Token Usage for AI Agents
Script Llama 3.3 70B Voice Google TTSCloudflare has launched a new Model Context Protocol (MCP) server powered by Code Mode, enabling AI agents to interact with large APIs with minimal token usage. The server reduces context footprint across 2,500+ endpoints, improves multi-API orchestration, and provides a secure, code-centric execution environment for LLM agents.
- AgentsDev ToolsPi +3 ·
Pi Monorepo
Script Llama 3.3 70B Voice Google TTS<img alt="Build status"
- Dev ToolsLaunchSigmap +1 ·
1) Pick a user bin dir and move/rename the binary
Script Llama 3.3 70B Voice Google TTS⚡ SigMap WITHOUT SIGMAP, YOUR AI IS GUESSING. Without structured context, AI often reads the wrong file and fills the gaps with guesses. Run one command. Force every answer to come from real code. <img src="docs/impact-banner.svg" alt="SigMap — grounded AI coding context with fewer prompts and
- TrainingAI SafetyBenchmark +2 ·
Language models transmit behavioural traits through hidden signals in data - Nature
Script Llama 3.3 70B Voice Google TTSDuring model distillation, large language models can subtly transmit traits unrelated to the training data.
- AgentsAgent ObservabilityCisco Outshift +2 ·
AI's next bottleneck isn't the models — it's whether agents can think together
Script Llama 3.3 70B Voice Google TTSOutshift by Cisco's Vijoy Pandey argues AI agents can connect but can't yet think together — and is building the protocols to close that gap.
- New ModelsInferenceMinimax M2 7 +2 ·
selimaktas/MiniMax-M2.75-460B-A20B · Hugging Face
Script Llama 3.3 70B Voice Google TTSWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
- Dev ToolsData InfraKumo +1 ·
Build
Script Llama 3.3 70B Voice Google TTS<a
- Dev ToolsAgentsLaunch +4 ·
Context Engine MCP | Augment Code
Script Llama 3.3 70B Voice Google TTSBring Augment's Context Engine to any MCP-compatible coding agent. Works with Claude Code, Cursor, Zed, GitHub Copilot, and more. 62% code quality improvement.
- AgentsAI SafetyClaude +3 ·
Vending Machine Run by Claude More of a Disaster Than Previously Known
Script Llama 3.3 70B Voice Google TTSTasked with stocking a vending machine, Claude did not demonstrate any particular acuity for running a business.
- AgentsEvalsBenchmark +4 ·
Vending-Bench: A Benchmark for Long-Term Coherence of Autonomous Agents
Script Llama 3.3 70B Voice Google TTS - AgentsEvalsAndon Labs +3 ·
Andon Labs
Script Llama 3.3 70B Voice Google TTSAndon Labs develops custom evaluations for AI models
- AgentsDev ToolsGemma 4 +2 ·
How to Implement Tool Calling with Gemma 4 and Python - MachineLearningMastery.com
Script Llama 3.3 70B Voice Google TTSIn this article, you will learn how to build a local, privacy-first tool-calling agent using the Gemma 4 model family and Ollama.
- AgentsEvalsBenchmark +4 ·
Databricks tested a stronger model against its multi-step agent on hybrid queries. The stronger model still lost by 21%.
Script Llama 3.3 70B Voice Google TTSDatabricks research tested a stronger foundation model against its multi-step Supervisor Agent on hybrid data queries spanning SQL and unstructured docs. The model lost by up to 38%, pointing to an architecture problem, not a model quality problem.
- AgentsDev ToolsBlog ·
Stop Treating AI Memory Like a Search Problem | Towards Data Science
Script Llama 3.3 70B Voice Google TTSWhy storing and retrieving data isn’t enough to build reliable AI memory systems
- AgentsDev ToolsLaunch +3 ·
marktechpost.com: minimax releases mmx cli a command line interface that gives ai agents native access to image video speech music vision and search
Script Llama 3.3 70B Voice Google TTS - Dev ToolsPartnershipReplit +2 ·
Replit taps RevenueCat to help vibe-coders make money
Script Llama 3.3 70B Voice Google TTSPartnership brings subscription tooling into the app-building process, allowing creators to add pricing and paywalls through simple prompts
- AgentsDev ToolsLaunch +4 ·
Deep Agents Deploy: an open alternative to Claude Managed Agents
Script Llama 3.3 70B Voice Google TTSToday we’re launching Deep Agents deploy in beta. Deep Agents deploy is the fastest way to deploy a model agnostic, open source agent harness in a production ready way. Deep Agents deploy is built for an open world. It’s built on Deep Agents - an open source, model
- AgentsInferenceLaunch +4 ·
We're bringing the advisor strategy to the Claude Platform. Pair Opus as an advisor with Sonnet or Haiku as an execu...
Script Llama 3.3 70B Voice Google TTSWe're bringing the advisor strategy to the Claude Platform. Pair Opus as an advisor with Sonnet or Haiku as an executor, and get near Opus-level intelligence in your agents at a fraction of the cost.
- AgentsInferenceBenchmark +2 ·
alright agent nerds, if you care about your tokens and usage limits, pay attention to the tools you give to your agen...
Script Llama 3.3 70B Voice Google TTSalright agent nerds, if you care about your tokens and usage limits, pay attention to the tools you give to your agents. i built a benchmark that compared various browser tools for agents, and here's an example of their massive difference in cost and latency doing the same task
- Thread ·
x.com
Script Llama 3.3 70B Voice Google TTS - Data InfraPostgresqlTool ·
True enterprise sovereignty is more approachable than ever, thanks to K8s-powered cloud-neutral PostgreSQL
Script Llama 3.3 70B Voice Google TTSEDB's Gabriele Bartolini explains how Kubernetes-powered PostgreSQL enables sovereign DBaaS, giving enterprises cloud-neutral portability and bare-metal speed.
- AgentsTrainingMemento Skills +2 ·
New framework lets AI agents rewrite their own skills without retraining the underlying model
Script Llama 3.3 70B Voice Google TTSMemento-Skills lets AI agents rewrite their own skills using reinforcement learning, hitting 80% task success vs. 50% for standard RAG retrieval.
- AgentsNew ModelsLaunch +4 ·
AI joins the 8-hour work day as GLM ships 5.1 open source LLM, beating Opus 4.6 and GPT-5.4 on SWE-Bench Pro
Script Llama 3.3 70B Voice Google TTSIf a model can work for eight hours without human intervention, it fundamentally changes the software development lifecycle.
- AgentsEvalsBenchmark +2 ·
ClawArena: Benchmarking AI Agents in Evolving Information Environments
Script Llama 3.3 70B Voice Google TTS - AgentsInferenceLaunch +4 ·
marktechpost.com: rightnow ai releases autokernel an open source framework that applies an autonomous agent loop to gpu kernel optimization for arbitrary pytorch models
Script Llama 3.3 70B Voice Google TTS - Dev ToolsAgentsClaude +3 ·
llm-wiki
Script Llama 3.3 70B Voice Google TTSllm-wiki. GitHub Gist: instantly share code, notes, and snippets.
- Thread ·
x.com
Script Llama 3.3 70B Voice Google TTS - Dev ToolsInferenceAndrej Karpathy +2 ·
Andrej Karpathy Just 10x’d Everyone’s Claude Code
Script Llama 3.3 70B Voice Google TTSVideo by Nate Herk | AI Automation
- AgentsTrainingLangchain +3 ·
Continual learning for AI agents
Script Llama 3.3 70B Voice Google TTSMost discussions of continual learning in AI focus on one thing: updating model weights. But for AI agents, learning can happen at three distinct layers: the model, the harness, and the context. Understanding the difference changes how you think about building systems that improve over time. The three main layers
- AgentsDev ToolsLaunch +4 ·
Open-source orchestration for zero-human companies
Script Llama 3.3 70B Voice Google TTSQuickstart · Docs · GitHub · Discord <a
- AgentsData InfraPgedge +2 ·
Why pgEdge thinks MCP (not an API) is the right way for AI agents to talk to databases
Script Llama 3.3 70B Voice Google TTSpgEdge launches a production-ready MCP Server for Postgres, bringing AI agent connectivity, schema introspection, and reduced token usage to any Postgres database.
- AI SafetyEvalsAnthropic +2 ·
Emotion Concepts and their Function in a Large Language Model
Script Llama 3.3 70B Voice Google TTS - Thread ·
x.com
Voice Google TTS - AgentsAgent ObservabilityLaunch +2 ·
LangChain Academy New Course: Monitoring Production Agents
Script Sonnet 4.5 Voice Google TTSVideo by LangChain
- TrainingEvalsQwen3 +3 ·
Embarrassingly Simple Self-Distillation Improves Code Generation
Script Sonnet 4.5 Voice Google TTS - AgentsDev ToolsEngram +3 ·
GitHub - kwstx/engram_translator: layer that lets you connect any agent, any tool, any api together.
Script GPT-5.4 mini Voice Inworld TTS 1.5 Maxlayer that lets you connect any agent, any tool, any api together. - kwstx/engram_translator
- InferenceDev ToolsLaunch +4 ·
Running local models on Macs gets faster with Ollama's MLX support
Script Sonnet 4.5 Voice Google TTSApple Silicon Macs get a performance boost thanks to better unified memory usage.
- AgentsData InfraLaunch +4 ·
Imagine if your Teams or Slack messages automatically turned into secure context for your AI agents — PromptQL built it
Script Sonnet 4.5 Voice Google TTSCapturing tribal knowledge organically and creating a living metadata store that informs every AI interaction with company-specific reasoning.
- Script Sonnet 4.5 Voice Google TTS
- AgentsDev ToolsClaude +3 ·
Reddit - The heart of the internet
Script Sonnet 4.5 Voice Google TTS - InferenceDev ToolsPrismo +1 ·
Prismo - Optimize AI Costs
Script Sonnet 4.5 Voice Google TTSAI proxy that routes LLM calls to the cheapest suitable model, tracks costs in real time, and enforces budget policies. Cut AI spend by up to 60%.
- AgentsDev ToolsPerpetuum +2 ·
temm1e/tems_lab/perpetuum/RESEARCH_PAPER.md at main · temm1e-labs/temm1e
Script Sonnet 4.5 Voice Google TTSRadically Innovative AI Agent. Free and Open Source Forever. - temm1e-labs/temm1e
- New ModelsDev ToolsLaunch +4 ·
Designing delightful frontends with GPT-5.4 | OpenAI Developers
Script Sonnet 4.5 Voice Google TTSPractical techniques for steering GPT-5.4 toward polished, production-ready frontend designs.
- Dev ToolsClaudeOh My Codex +1 ·
Claude Code Python Porting Workspace
Script Sonnet 4.5 Voice Google TTSClaude Code Python Porting Workspace > The primary `src/` tree in this repository is now dedicated to **Python porting work**. The March 31, 2026 Claude Code source exposure is part of the project's background, but the tracked repository is now centered on Python source rather than the exposed TypeScript snapshot. --- Porting Status The main source tree is now Python-first. - `src/` contains the active Python porting workspace - `tests/` verifies the current Python workspace - the
- AgentsDev ToolsClaude +3 ·
Reddit - The heart of the internet
Script Sonnet 4.5 Voice Google TTS - AgentsDev ToolsOpenclaw +2 ·
Using OpenClaw as a Force Multiplier: What One Person Can Ship with Autonomous Agents | Towards Data Science
Script Sonnet 4.5 Voice Google TTSIt's easier than ever to 10x your output with agentic AI.
- AgentsDev ToolsResearch Paper ·
Natural-Language Agent Harnesses
Script Sonnet 4.5 Voice Google TTSAgent performance increasingly depends on \emph{harness engineering}, yet harness design is usually buried in controller code and runtime-specific conventions, making it hard to transfer, compare, and study as a scientific object. We ask whether the high-level control logic of an agent harness can instead be externalized as a portable executable artifact. We introduce \textbf{Natural-Language Agent Harnesses} (NLAHs), which express harness behavior in editable natural language, and
- Data InfraPineconeQdrant +2 ·
Vector Databases Explained in 3 Levels of Difficulty - MachineLearningMastery.com
Script Sonnet 4.5 Voice Google TTSIn this article, you will learn how vector databases work, from the basic idea of similarity search to the indexing strategies that make large-scale retrieval practical.
- AgentsEvalsBenchmark +1 ·
SlopCodeBench: Benchmarking How Coding Agents Degrade Over Long-Horizon Iterative Tasks
Script Sonnet 4.5 Voice Google TTSSoftware development is iterative, yet agentic coding benchmarks overwhelmingly evaluate single-shot solutions against complete specifications. Code can pass the test suite but become progressively harder to extend. Recent iterative benchmarks attempt to close this gap, but constrain the agent's design decisions too tightly to faithfully measure how code quality shapes future extensions. We introduce SlopCodeBench, a language-agnostic benchmark comprising 20 problems and 93 checkpoints, in
- AgentsInferenceXmemory +3 ·
How xMemory cuts token costs and context bloat in AI agents
Voice ElevenLabsWhen standard RAG pipelines retrieve redundant conversational data, long-term AI agents lose coherence and burn tokens. xMemory, from researchers at King's College London and The Alan Turing Institute, uses a four-level semantic hierarchy and uncertainty-gated retrieval to cut token usage nearly in half on some tasks while improving answer accuracy.
- Dev ToolsAgentsAgoda +2 ·
AI Coding Assistants Haven’t Sped up Delivery Because Coding Was Never the Bottleneck
Script Sonnet 4.5 Voice ElevenLabsAgoda recently published an observation arguing that while AI coding tools have measurably raised individual developer output, the resulting velocity gains at the project level have been surprisingly modest, because coding was never the real bottleneck. The post claims that the bottleneck has shifted upstream to specification and verification because these areas require human judgment.
- Dev ToolsAgentsLaunch +3 ·
Cloudflare’s new Dynamic Workers ditch containers to run AI agent code 100x faster
Script Sonnet 4.5 Voice ElevenLabsCloudflare says dynamically loaded Workers are priced at $0.002 per unique Worker loaded per day, in addition to standard CPU and invocation charges
- AgentsTrainingLaunch +4 ·
Andrej Karpathy's new open source 'autoresearch' lets you run hundreds of AI experiments a night — with revolutionary implications
Script Sonnet 4.5 Voice ElevenLabsAn AI agent reads its own source code, forms a hypothesis for improvement (such as changing a learning rate or an architecture depth), modifies the code, runs the experiment, and evaluates the results.
- AgentsTrainingLaunch +3 ·
autoresearch
Script Sonnet 4.5 Voice ElevenLabsautoresearch *One day, frontier AI research used to be done by meat computers in between eating, sleeping, having other fun, and synchronizing once in a while using sound wave interconnect in the ritual of "group meeting". That era is long gone. Research is now entirely the domain of autonomous swarms of AI agents running across compute cluster megastructures in the skies. The agents claim that we are now in the 10,205th generation of the code base, in any case no one could tell if that's
- AgentsDev ToolsMem0 +3 ·
7 Steps to Mastering Memory in Agentic AI Systems - MachineLearningMastery.com
Script Sonnet 4.5 Voice Google TTSIn this article, you will learn how to design, implement, and evaluate memory systems that make agentic AI applications more reliable, personalized, and effective over time.
- AgentsDev ToolsLaunch +4 ·
marktechpost.com: meet gitagent the docker for ai agents that is finally solving the fragmentation between langchain autogen and claude code
Script Sonnet 4.5 Voice Google TTS - AgentsAgent ObservabilityCreatio +2 ·
The three disciplines separating AI agent demos from real-world deployment
Script Sonnet 4.5 Voice Google TTSAI agents fail in production for predictable reasons: fragmented data, undefined workflows, and runaway escalation. Burley Kawasaki of Creatio outlines three disciplines — data virtualization, bounded use-case loops, and agent monitoring with real KPIs — that enterprise teams are using to reach 80–90% agent autonomy without multi-year data overhauls.
- TrainingAI SafetyPrism +3 ·
Expert Personas Improve LLM Alignment but Damage Accuracy: Bootstrapping Intent-Based Persona Routing with PRISM
Script Sonnet 4.5 Voice Google TTS - AgentsNew ModelsLaunch +4 ·
Ai2 releases MolmoWeb, an open-weight visual web agent with 30K human task trajectories and a full training stack
Script Sonnet 4.5 Voice ElevenLabsAi2's MolmoWeb is the first open-weight visual web agent to ship with its full training dataset, giving enterprise teams the ability to audit, reproduce and fine-tune a browser agent without a per-call API dependency.
- InferenceTrainingResearch Paper ·
Reasoning as Compression: Unifying Budget Forcing via the Conditional Information Bottleneck
Script Sonnet 4.5 Voice ElevenLabsEfficient reasoning in language models is reformulated as a lossy compression problem using conditional information bottleneck to reduce cognitive overhead while maintaining performance.
- AgentsTrainingDarwin G Del Machine +2 ·
Hyperagents
Script Sonnet 4.5 Voice OpenAI TTSSelf-improving AI systems aim to reduce reliance on human engineering by learning to improve their own learning and problem-solving processes. Existing approaches to self-improvement rely on fixed, handcrafted meta-level mechanisms, fundamentally limiting how fast such systems can improve. The Darwin Gödel Machine (DGM) demonstrates open-ended self-improvement in coding by repeatedly generating and evaluating self-modified variants. Because both evaluation and self-modification are coding
- New ModelsAgentsLaunch +4 ·
Xiaomi stuns with new MiMo-V2-Pro LLM nearing GPT-5.2, Opus 4.6 performance at a fraction of the cost
Script Sonnet 4.5 Voice OpenAI TTSMiMo-V2-Pro utilizes a 7:1 hybrid ratio (increased from 5:1 in the Flash version) to manage its massive 1M-token context window.
- AgentsDev ToolsGoogle +3 ·
Developer’s Guide to AI Agent Protocols- Google Developers Blog
Script Sonnet 4.5 Voice OpenAI TTSThis blog post explores how six key protocols, including MCP and A2A, simplify AI agent development by replacing custom integration code with standardized communication patterns. Learn how to use the Agent Development Kit (ADK) to build complex agents capable of managing real-time inventory, secure commerce via UCP/AP2, and interactive streaming interfaces. Discover how adopting these architectural standards creates more scalable, interoperable, and user-friendly AI solutions.
- AgentsEvalsBenchmark +2 ·
AgentProcessBench: Diagnosing Step-Level Process Quality in Tool-Using Agents
Script Sonnet 4.5 Voice OpenAI TTSWhile Large Language Models (LLMs) have evolved into tool-using agents, they remain brittle in long-horizon interactions. Unlike mathematical reasoning where errors are often rectifiable via backtracking, tool-use failures frequently induce irreversible side effects, making accurate step-level verification critical. However, existing process-level benchmarks are predominantly confined to closed-world mathematical domains, failing to capture the dynamic and open-ended nature of tool execution.
- AgentsDev ToolsClaude Code +2 ·
GitHub - pcvelz/superpowers: An agentic skills framework & software development methodology that works - CC task management support
Script Sonnet 4.5 Voice OpenAI TTSAn agentic skills framework & software development methodology that works - CC task management support - pcvelz/superpowers
- Agent ObservabilityTool ·
Why AI workloads are breaking traditional Kubernetes observability strategies
Script Sonnet 4.5 Voice OpenAI TTSDynatrace experts will share AI-powered Kubernetes observability best practices for managing rising K8s complexity, security, and toolchain consolidation in 2026.
- AgentsEvalsClaude +3 ·
Evaluating AI Agents in Practice: Benchmarks, Frameworks, and Lessons Learned
Script Sonnet 4.5 Voice OpenAI TTSThis article introduces practical methods for evaluating AI agents operating in real-world environments. It explains how to combine benchmarks, automated evaluation pipelines, and human review to measure reliability, task success, and multi-step agent behavior. The article also discusses the challenges of evaluating systems that plan, use tools, and operate across multiple interaction turns.
- New ModelsAgentsLaunch +3 ·
z.ai debuts faster, cheaper GLM-5 Turbo model for agents and 'claws' — but it's not open-source
Script Sonnet 4.5 Voice OpenAI TTSZ.ai says GLM-5-Turbo is currently closed-source, but it also says the model’s capabilities and findings will be folded into its next open-source model release
- Dev ToolsAI SafetyBenchmark +3 ·
Langsmart Publishes Industry’s First p95 Semantic Cache Benchmarks for On-Premises AI Gateway, Challenges Market: “Show Me the p95”
Script Sonnet 4.5 Voice OpenAI TTSTesting Confirms 10.2x Faster Response Times, Exceeding Cloud-Hosted Alternatives SAN JOSE, Calif.--(BUSINESS WIRE)--March 17, 2026-- NVIDIA GTC 202
- AgentsDev ToolsClaude +3 ·
Reddit - The heart of the internet
Script Sonnet 4.5 Voice OpenAI TTS - AgentsAgent ObservabilityTool ·
The “files are all you need” debate misses what's actually happening in agent memory architecture
Script Sonnet 4.5 Voice OpenAI TTSThe AI memory debate is flawed. Discover why top teams decouple filesystem interfaces from database storage.
- AgentsDev ToolsPartnership +3 ·
NanoClaw and Docker partner to make sandboxes the safest way for enterprises to deploy AI agents
Script Sonnet 4.5 Voice OpenAI TTSInstead of one central AI system doing everything, the model emerging here is many bounded agents operating across teams, channels and tasks.
- InferenceDev ToolsLaunch +4 ·
The team behind continuous batching says your idle GPUs should be running inference, not sitting dark
Voice OpenAI TTSMeta description (SEO/AEO) FriendliAI — founded by the researcher behind continuous batching, the technique at the core of vLLM — is launching InferenceSense, a platform that fills idle neocloud GPU capacity with paid AI inference workloads and splits the token revenue with operators. The company claims 2–3x the token throughput of a standard vLLM deployment.
- AgentsData InfraFunding +4 ·
Agents need vector search more than RAG ever did
Script Sonnet 4.5 Voice OpenAI TTSQdrant's $50M Series B and version 1.17 release make the case that agentic AI didn't simplify vector search — it scaled the retrieval problem up. Here's what production deployments from GlassDollar and &AI reveal about when purpose-built retrieval becomes necessary.
- EvalsMultimodalBenchmark +3 ·
MiniAppBench: Evaluating the Shift from Text to Interactive HTML Responses in LLM-Powered Assistants
Script Sonnet 4.5 Voice OpenAI TTSWith the rapid advancement of Large Language Models (LLMs) in code generation, human-AI interaction is evolving from static text responses to dynamic, interactive HTML-based applications, which we term MiniApps. These applications require models to not only render visual interfaces but also construct customized interaction logic that adheres to real-world principles. However, existing benchmarks primarily focus on algorithmic correctness or static layout reconstruction, failing to capture the
- AgentsAgent ObservabilityLaunch +3 ·
Galileo releases Agent Control, a centralized guardrails platform for enterprise AI agents
Script Sonnet 4.5 Voice OpenAI TTSGalileo releases Agent Control, an open source control plane for governing AI agents at scale. AWS, CrewAI, and Glean are among the first partners.
- EvalsMultimodalLlm2vec Gen +2 ·
LLM2Vec-Gen: Generative Embeddings from Large Language Models
Script Sonnet 4.5 Voice OpenAI TTSLLM-based text embedders typically encode the semantic content of their input. However, embedding tasks require mapping diverse inputs to similar outputs. Typically, this input-output is addressed by training embedding models with paired data using contrastive learning. In this work, we propose a novel self-supervised approach, LLM2Vec-Gen, which adopts a different paradigm: rather than encoding the input, we learn to represent the model's potential response. Specifically, we add trainable
- SemiconductorsInferenceNetflix +1 ·
Netflix Uncovers Kernel-Level Bottlenecks While Scaling Containers on Modern CPUs
Script Sonnet 4.5 Voice OpenAI TTSEngineers at Netflix have uncovered deep performance bottlenecks in container scaling that trace not to Kubernetes or containerd alone, but into the CPU architecture and Linux kernel itself.
- TrainingAgentsResearch Paper ·
In-Context Reinforcement Learning for Tool Use in Large Language Models
Script Sonnet 4.5 Voice OpenAI TTSWhile large language models (LLMs) exhibit strong reasoning abilities, their performance on complex tasks is often constrained by the limitations of their internal knowledge. A compelling approach to overcome this challenge is to augment these models with external tools -- such as Python interpreters for mathematical computations or search engines for retrieving factual information. However, enabling models to use these tools effectively remains a significant challenge. Existing methods
- Thread ·
Reddit - The heart of the internet
Script Sonnet 4.5 Voice OpenAI TTS - Dev ToolsAI SafetyGoogle Cloud +3 ·
Use agent identity with Secret Manager
Script Sonnet 4.5 Voice OpenAI TTSAgent Identity → Secure ADK agents with Secret Manager → Logging an agent → Aron demonstrates a critical step for deploying an ADK agent that uses Google Maps tool to help users. Learn how to replace an insecure pattern with a Secret Manager. A secure and convenient storage system for API keys, passwords, and other sensitive data. Chapters: 0:00 - Intro 0:29 - Service accounts vs. agent identity 1:13 - Using Secret Manag
- AgentsTrainingBenchmark +4 ·
Google finds that AI agents learn to cooperate when trained against unpredictable opponents
Script Sonnet 4.5 Voice OpenAI TTSGoogle finds AI agents learn to cooperate when trained against unpredictable opponents
- EvalsResearch Paper ·
Farther the Shift, Sparser the Representation: Analyzing OOD Mechanisms in LLMs
Script Sonnet 4.5 Voice Google TTSIn this work, we investigate how Large Language Models (LLMs) adapt their internal representations when encountering inputs of increasing difficulty, quantified as the degree of out-of-distribution (OOD) shift. We reveal a consistent and quantifiable phenomenon: as task difficulty increases, whether through harder reasoning questions, longer contexts, or adding answer choices, the last hidden states of LLMs become substantially sparser. In short, \textbf{\textit{the farther the shift, the
- AgentsDev ToolsCelonis +1 ·
Enterprise agentic AI requires a process layer most companies haven’t built
Script Sonnet 4.5 Voice OpenAI TTSTo act autonomously and effectively, AI agents need optimized, AI-ready processes and the process data and operational context that only comes from process intelligence. Without that, they’re guessing.
- Data InfraDev ToolsAnthropic +1 ·
Understanding Context and Contextual Retrieval in RAG | Towards Data Science
Script Sonnet 4.5 Voice ElevenLabsWhy traditional RAG loses context and how contextual retrieval dramatically improves retrieval accuracy
- Dev ToolsData InfraIBM +2 ·
Is RAG Still Needed? Choosing the Best Approach for LLMs
Script Sonnet 4.5 Voice ElevenLabsReady to become a certified watsonx AI Assistant Engineer? Register now and use code IBMTechYT20 for 20% off of your exam → Learn more about Retrieval Augmented Generation (RAG) here → Are massive context windows replacing RAG? 🤔 Martin Keen breaks down RAG vs. long context in LLM workflows. Explore how vector databases, semantic search, and embedding models impact AI performance to help you choose the right solution for your applications. 🚀 AI
- InferenceMitLlama 3 1 +2 ·
New KV cache compaction technique cuts LLM memory 50x without accuracy loss
Script Sonnet 4.5 Voice ElevenLabsMIT researchers developed Attention Matching, a KV cache compaction technique that compresses LLM memory by 50x in seconds — without the hours of GPU training that prior methods required.
- Dev ToolsAgentsLaunch +4 ·
Building frontend UIs with Codex and Figma
Script Sonnet 4.5 Voice ElevenLabsUse Codex and Figma to bring real, running interfaces into Figma, refine them, and bring changes back to Codex.
- Dev ToolsLaunchGitHub Copilot +1 ·
Copilot Content Exclusion REST API in public preview - GitHub Changelog
Script Sonnet 4.5 Voice ElevenLabsOrganization and enterprise administrators can now programmatically manage Copilot content exclusion rules using the new Content Exclusion REST API. This JSON API is available in public preview and supports GET…
- AgentsDev ToolsFunding +4 ·
Visual imitation learning: Guidde trains AI agents on human 'expert video' instead of documentation
Script Sonnet 4.5 Voice ElevenLabsGuidde already claims 4,500 enterprise customers and seeks to expand this number with its new round of funding.
- AI SafetyEvalsTsinghua University +3 ·
H-Neurons: On the Existence, Impact, and Origin of Hallucination-Associated Neurons in LLMs
Voice ElevenLabs - AI SafetyEvalsBenchmark +4 ·
Exposing biases, moods, personalities, and abstract concepts hidden in large language models
Script Sonnet 4.5 Voice OpenAI TTSA new method can test whether a large language model contains hidden biases, personalities, moods, or other abstract concepts. MIT researchers can zero in on connections within a model that encode for a concept of interest, to improve LLM safety and performance.
- AgentsEvalsResearch Paper ·
Towards a Science of AI Agent Reliability
Voice OpenAI TTSAI agents are increasingly deployed to execute important tasks. While rising accuracy scores on standard benchmarks suggest rapid progress, many agents still continue to fail in practice. This discrepancy highlights a fundamental limitation of current evaluations: compressing agent behavior into a single success metric obscures critical operational flaws. Notably, it ignores whether agents behave consistently across runs, withstand perturbations, fail predictably, or have bounded error
- AgentsDev ToolsAgent Builder +3 ·
How to Use Memory in Agent Builder
Script Sonnet 4.5 Voice OpenAI TTSBy Jacob Talbot Agent Builder gets better the more you use it because it remembers your feedback. Every correction you make, preference you share, and approach that works well is something that your agent can hold onto and apply the next time. Memory is one of the things that makes
- AgentsTrainingResearch Paper ·
Multi-agent cooperation through in-context co-player inference
Script Sonnet 4.5 Voice OpenAI TTSAchieving cooperation among self-interested agents remains a fundamental challenge in multi-agent reinforcement learning. Recent work showed that mutual cooperation can be induced between "learning-aware" agents that account for and shape the learning dynamics of their co-players. However, existing approaches typically rely on hardcoded, often inconsistent, assumptions about co-player learning rules or enforce a strict separation between "naive learners" updating on fast timescales and
- AgentsData InfraLaunch +4 ·
Managed MCP servers for Google Cloud databases | Google Cloud Blog
Script Sonnet 4.5 Voice OpenAI TTSLearn about new Model Context Protocol (MCP) servers for AlloyDB, Spanner, Cloud SQL, Firestore and Bigtable, as well one for Developer Knowledge.
- AgentsTrainingGroup Evolving Agents Gea +3 ·
New agent framework matches human-engineered AI systems — and adds zero inference cost to deploy
Voice OpenAI TTSA new group-evolving agent framework from UC Santa Barbara matches human-engineered AI systems on SWE-bench — and adds zero inference cost to deploy. Here's how it works.
- AgentsAgent ObservabilityLangchain +3 ·
Improving Deep Agents with harness engineering
Script Sonnet 4.5 Voice OpenAI TTSTLDR: Our coding agent went from Top 30 to Top 5 on Terminal Bench 2.0. We only changed the harness. Here’s our approach to harness engineering (teaser: self-verification & tracing help a lot). The Goal of Harness Engineering The goal of a harness is to mold the inherently spiky
- Thread ·
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Script Sonnet 4.5 Voice OpenAI TTS - New ModelsInferencePhi 3 5 Mini +3 ·
Top 7 Small Language Models You Can Run on a Laptop - MachineLearningMastery.com
Script Sonnet 4.5 Voice OpenAI TTSCompare seven small language models for local deployment with hardware requirements and specific use cases.
- Data InfraAgentsLaunch +4 ·
SurrealDB 3.0 wants to replace your five-database RAG stack with one
Script Sonnet 4.5 Voice OpenAI TTSSurrealDB 3.0 launches with $23M in new funding and a pitch to replace multi-database RAG stacks with a single engine that handles vectors, graphs, and agent memory transactionally.
- Dev ToolsAgentsOpenclaw +2 ·
openclaw with ollama (Zero cost AI Assistant)
Script Sonnet 4.5 Voice OpenAI TTSopenclaw with ollama (Zero cost AI Assistant). GitHub Gist: instantly share code, notes, and snippets.
- AgentsDev ToolsLaunch +4 ·
OpenAI Publishes Codex App Server Architecture for Unifying AI Agent Surfaces
Voice OpenAI TTSOpenAI has recently published a detailed architecture description of the Codex App Server, a bidirectional protocol that decouples the Codex coding agent
- AI SafetyAnthropicResearch Paper ·
Anthropic Found Out Why AIs Go Insane
Script Sonnet 4.5 Voice OpenAI TTS❤️ Check out Lambda here and sign up for their GPU Cloud: 📝 The paper is available here: Our Patreon if you wish to support us: 🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible: Adam Bridges, Benji Rabhan, B Shang, Cameron Navor, Christian Ahlin, Eric T, Fred R, Gordon Child, Juan Benet, Michael Tedder, Owen Skarpness, Richard Sundval
- AgentsAI SafetyLaunch +4 ·
NanoClaw solves one of OpenClaw's biggest security issues — and it's already powering the creator's biz
Script Sonnet 4.5 Voice OpenAI TTS - TrainingData InfraDatachef +3 ·
DataChef: Cooking Up Optimal Data Recipes for LLM Adaptation via Reinforcement Learning
Voice OpenAI TTS - AgentsDev ToolsOpenclaw +3 ·
GitHub - BankrBot/openclaw-skills: Moltbot skill library for AI agents. Including polymarket, crypto trading, DeFi operations, automation, and more. Open a PR to add skills.
Voice ElevenLabsMoltbot skill library for AI agents. Including polymarket, crypto trading, DeFi operations, automation, and more. Open a PR to add skills. - GitHub - BankrBot/openclaw-skills: Moltbot skill libra...
- AgentsTrainingMinimax +2 ·
Forge: Scalable Agent RL Framework and Algorithm
Script Sonnet 4.5 Voice ElevenLabsA Blog post by MiniMax on Hugging Face
- New ModelsAgentsLaunch +3 ·
z.ai's open source GLM-5 achieves record low hallucination rate and leverages new RL 'slime' technique
Script Sonnet 4.5 Voice ElevenLabs - AgentsDev ToolsLaunch +4 ·
Google Chrome ships WebMCP in early preview, turning every website into a structured tool for AI agents
Script Sonnet 4.5 Voice ElevenLabsGoogle and Microsoft's new WebMCP standard lets websites expose callable tools to AI agents through the browser — replacing costly scraping with structured function calls.
- New ModelsAgentsLaunch +4 ·
MiniMax's new open M2.5 and M2.5 Lightning near state-of-the-art while costing 1/20th of Claude Opus 4.6
Script Sonnet 4.5 Voice ElevenLabs - InferenceDev ToolsVllm +1 ·
recipes/GLM/GLM5.md at main · vllm-project/recipes
Script Sonnet 4.5 Voice ElevenLabsCommon recipes to run vLLM. Contribute to vllm-project/recipes development by creating an account on GitHub.
- TrainingAgentsMit +3 ·
MIT's new fine-tuning method lets LLMs learn new skills without losing old ones
Script Sonnet 4.5 Voice ElevenLabsMIT researchers unveil a new fine-tuning method that lets enterprises consolidate their "model zoos" into a single, continuously learning agent.
- AgentsDev ToolsLaunch +4 ·
OpenAI upgrades its Responses API to support agent skills and a complete terminal shell
Script Sonnet 4.5 Voice ElevenLabs - EvalsTrainingQwen +3 ·
Outcome Accuracy is Not Enough: Aligning the Reasoning Process of Reward Models
Script Sonnet 4.5 Voice ElevenLabs - AgentsDev ToolsLaunch +4 ·
Kong launches Context Mesh to turn enterprise APIs into agent-ready tools - Help Net Security
Voice ElevenLabsKong Context Mesh transforms existing APIs into agent-ready tooling, addressing the integration gap that threatens agentic AI initiatives.
- Dev ToolsInferenceLaunch +4 ·
Transformers.js v4 Preview: Now Available on NPM!
Script Sonnet 4.5 Voice ElevenLabsWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
- Data InfraDev ToolsLaunch +3 ·
marktechpost.com: alibaba open sources zvec an embedded vector database bringing sqlite like simplicity and high performance on device rag to edge applications
Script Sonnet 4.5 Voice ElevenLabs - AgentsInferenceLaunch +4 ·
'Observational memory' cuts AI agent costs 10x and outscores RAG on long-context benchmarks
Script Sonnet 4.5 Voice ElevenLabsAs AI agents move into production, teams are rethinking memory. Mastra’s open-source observational memory shows how stable context can outperform RAG while cutting token costs.
- Dev ToolsOpenAICodex +1 ·
How PMs use the Codex app
Script Sonnet 4.5 Voice ElevenLabsAlexander Embiricos (a Product Manager on the Codex team) shows how he uses Codex skills to make a small product change, diagnose a Buildkite failure, and improve the skills so the next PR goes faster. Takeaways: - Skills are a shortcut for repeated workflows like Buildkite logs. - When a skill fails, fix the root cause and update the skill. - The real win is compounding: the codebase gets easier over time. This is the loop: ship the fix, then teach the workflow. Chapters: 00:00 PM context: c
- AgentsDev ToolsTeam Tasks +2 ·
GitHub - win4r/team-tasks: Multi-agent pipeline coordination: Linear, DAG, and Debate modes for AI agent orchestration
Script Sonnet 4.5 Voice ElevenLabsMulti-agent pipeline coordination: Linear, DAG, and Debate modes for AI agent orchestration - win4r/team-tasks
- AgentsDev ToolsLaunch +3 ·
Next Moca Releases Agent Definition Language as an Open Source Specification
Script Sonnet 4.5 Voice ElevenLabsMoca has open-sourced Agent Definition Language (ADL), a vendor-neutral specification intended to standardize how AI agents are defined, reviewed, and governed across frameworks and platforms. The project is released under the Apache 2.0 license and is positioned as a missing “definition layer” for AI agents, comparable to the role OpenAPI plays for APIs.
- AgentsData InfraA RAG +3 ·
A-RAG: Scaling Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces
Voice ElevenLabs - MultimodalEvalsWan 2 2 +2 ·
Thinking in Frames: How Visual Context and Test-Time Scaling Empower Video Reasoning
Script GPT-4o mini Voice OpenAI TTS - AgentsEvalsGroup Evolving Agents +3 ·
Group-Evolving Agents: Open-Ended Self-Improvement via Experience Sharing
Script GPT-4o mini Voice OpenAI TTS - Dev ToolsData InfraDocker +2 ·
Docker versus Nix: The quest for true reproducibility
Script GPT-4o mini Voice OpenAI TTSFlox has simplified Nix enough to position it as a Docker replacement on Kubernetes, offering finer dependency management.
- Dev ToolsInferenceBlog ·
Context Engineering: An Introduction to the Information Environment for LLMs
Script GPT-4o mini Voice OpenAI TTSLLMOps Part 7: A conceptual overview of context engineering, covering context types, context construction principles, and retrieval-centric techniques for building high-signal inputs.
- Dev ToolsMultimodalGemini 3 0 Pro +2 ·
Reddit - The heart of the internet
Script GPT-4o mini Voice OpenAI TTS - AgentsDev ToolsLaunch +3 ·
agent-device
Script GPT-4o mini Voice OpenAI TTS--- agent-device CLI to control iOS an
- Dev ToolsInferenceAPI Docs ·
10 strategies to reduce MCP token bloat
Script GPT-4o mini Voice OpenAI TTSUnrestrained use of MCP can quickly flood context windows. Experts share ten practical techniques to rein it in.
- AgentsTrainingAlfworld +2 ·
Reinforcement World Model Learning for LLM-based Agents
Script GPT-4o mini Voice OpenAI TTSReinforcement World Model Learning for LLM-based Agents Xiao Yu Baolin Peng Ruize Xu Yelong Shen Pengcheng He Suman Nath Nikhil Singh Jiangfeng Gao Zhou Yu Abstract Large language models (LLMs) have achieved strong performance in language-centric tasks. However, in agentic settings, LLMs often struggle to anticipate action consequences and adapt to environment dynamics, highlighting the need for world-modeling capabilities in LLM-based agents. We propose Reinforcement World Model Learning
- New ModelsBlog ·
fastcompany.com: ltm the next llm this new type of ai can do what large language models cant fundamental
Script GPT-4o mini Voice OpenAI TTS - Research Paper ·
Retrieval-Infused Reasoning Sandbox: A Benchmark for Decoupling Retrieval and Reasoning Capabilities
\contribution Full author list in Contributions Retrieval-Infused Reasoning Sandbox: A Benchmark for Decoupling Retrieval and Reasoning Capabilities ( January 30, 2026 ) Abstract Despite strong performance on existing benchmarks, it remains unclear whether large language models can reason over genuinely novel scientific information. Most evaluations score end-to-end RAG pipelines, where reasoning is confounded with retrieval and toolchain choices, and the signal is further contaminated by
- New ModelsDev ToolsLaunch +4 ·
Qwen3-Coder-Next: How to Run Locally | Unsloth Documentation
Script GPT-4o mini Voice OpenAI TTSGuide to run Qwen3-Coder-Next locally on your device!
- TrainingAgentsLlama 3 2 +3 ·
Self-Hinting Language Models Enhance Reinforcement Learning
Script GPT-4o mini Voice OpenAI TTSSelf-Hinting Language Models Enhance Reinforcement Learning Baohao Liao Hanze Dong Xinxing Xu Christof Monz Jiang Bian Abstract Group Relative Policy Optimization (GRPO) has recently emerged as a practical recipe for aligning large language models with verifiable objectives. However, under sparse terminal rewards, GRPO often stalls because rollouts within a group frequently receive identical rewards, causing relative advantages to collapse and updates to vanish. We propose self-hint aligned
- Dev ToolsAgentsDspy +3 ·
How to Build Your Own Custom LLM Memory Layer from Scratch | Towards Data Science
Script GPT-4o mini Voice OpenAI TTSStep-by-step guide to building autonomous memory retrieval systems
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Kilo CLI 1.0 brings open source vibe coding to your terminal with support for 500+ models Carl Franzen February 4, 2026 Credit: VentureBeat made with Flux.2 Pro on fal.ai Remote-first AI coding startup Kilo doesn't think software developers should have to pledge their undying allegiance to any one development environment — and certainly not any one model or harness. This week, the startup — backed by GitLab co-founder Sid Sijbrandij — unveiled Kilo CLI 1.0 , a complete rebuild of its
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reddit.com: MJP4XXQcMa
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Context Engineering: Prompt Management, Defense, and Control
Script GPT-4o mini Voice OpenAI TTSLLMOps Part 6: Exploring prompt versioning, defensive prompting, and techniques such as verbalized sampling, role prompting and more.
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Featured Qwen3-Coder-Next offers vibe coders a powerful open source, ultra-sparse model with 10x higher throughput for repo tasks Carl Franzen February 3, 2026 VentureBeat made with GPT Image 1.5 on fal.ai Chinese e-commerce giant Alibaba's Qwen team of AI researchers has emerged in the last year as one of the global leaders of open source AI development, releasing a host of powerful large language models and specialized multimodal models that approach, and in some cases, surpass the
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The Default Choice For the last five years, the "Standard Web Stack" has been...
- TrainingInferencePlat +1 ·
Latent Chain-of-Thought as Planning: Decoupling Reasoning from Verbalization
Script GPT-4o mini Voice OpenAI TTSLatent Chain-of-Thought as Planning: Decoupling Reasoning from Verbalization Jiecong Wang 1 , Hao Peng 1 , Chunyang Liu 2 1 Beihang University, 2 Didi Chuxing {jcwang, penghao}@buaa.edu.cn , [email protected] Abstract Chain-of-Thought (CoT) empowers Large Language Models (LLMs) to tackle complex problems, but remains constrained by the computational cost and reasoning path collapse when grounded in discrete token spaces. Recent latent reasoning approaches attempt to optimize efficiency by
- Tool ·
qwen3-coder-next
Qwen3-Coder-Next is a coding-focused language model from Alibaba's Qwen team, optimized for agentic coding workflows and local development.
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Databricks' serverless database slashes app development from months to days as companies prep for agentic AI Sean Michael Kerner February 3, 2026 Credit: Image generated by VentureBeat with FLUX-2-Pro Five years ago, Databricks coined the term 'data lakehouse' to describe a new type of data architecture that combines a data lake with a data warehouse. That term and data architecture are now commonplace across the data industry for analytics workloads. Now, Databricks is once again looking to
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PRODUCT Products Document AI Agentic Applications Blog CAse Studies Pricing Careers Docs Log in BOOK A DEMO Blog > Codex app: the Cursor Killer Listen to blog Table of Contents heading Codex app: the Cursor Killer Feb 3, 2026 | 4-6 min read OpenAI has released the Codex App , introducing a development workflow that sits outside the dominant model of AI-powered IDE extensions. The app frames software development as a process in which tasks execute independently and results are surfaced for
- AgentsDev ToolsLaunch +4 ·
OpenAI launches new macOS app for agentic coding | TechCrunch
Script GPT-4o mini Voice OpenAI TTSOpenAI has released a new macOS app for Codex, integrating many of the agentic coding practices that have become popular since Codex launched last year.
- AgentsDev ToolsAgent Trace +2 ·
Agent Trace
Script GPT-4o mini Voice OpenAI TTSAgent Trace **Version**: 0.1.0 **Status**: RFC **Date**: January 2026 Abstract Agent Trace is an open specification for tracking AI-generated code. It provides a vendor-neutral format for recording AI contributions alongside human authorship in version-controlled codebases. Table
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- Agent ObservabilityEvalsGoogle DeepMind +2 ·
Linear representations in language models can change dramatically over a conversation
Script GPT-4o mini Voice OpenAI TTS\correspondingauthor [email protected] \reportnumber Linear representations in language models can change dramatically over a conversation Andrew Kyle Lampinen Google DeepMind Yuxuan Li Google DeepMind Eghbal Hosseini Google DeepMind Sangnie Bhardwaj Google DeepMind Murray Shanahan Google DeepMind Abstract Language model representations often contain linear directions that correspond to high-level concepts. Here, we study the dynamics of these representations: how representations evolve along
- AgentsDev ToolsLaunch +4 ·
Introducing Moltworker: a self-hosted personal AI agent, minus the minis
Script GPT-4o mini Voice OpenAI TTSMoltworker is a middleware Worker and adapted scripts that allows running Moltbot (formerly Clawdbot) on Cloudflare
- AgentsDev ToolsComposio +3 ·
Terminal 1
Script GPT-4o mini Voice OpenAI TTSOpen Claude Cowork </a
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Nvidia has released a new conversational AI model designed to eliminate a fundamental trade-off in existing systems. PersonaPlex enables natural real-time conversations with customizable voices and freely definable roles.
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By Chester Curme and Mason Daugherty As the addressable task length of AI agents continues to grow, effective context management becomes critical to prevent context rot and to manage LLMs’ finite memory constraints. The Deep Agents SDK is LangChain’s open source, batteries-included agent harness. It provides an easy path
- New ModelsMultimodalLaunch +2 ·
moonshotai/Kimi-K2.5 · Congratulations on this release and on one important realization!
Script GPT-4o mini Voice OpenAI TTSThank you for releasing this model to the public, dear Moonshot AI!
- AgentsDev ToolsQoder +2 ·
Reddit - The heart of the internet
Script GPT-4o mini Voice OpenAI TTS - AgentsAI SafetyLaunch +4 ·
Moltbot, the AI agent that ‘actually does things,’ is tech’s new obsession
Script GPT-4o mini Voice OpenAI TTSWhat could go wrong, or right?
- AgentsDev ToolsClaude +3 ·
'Ralph Wiggum' loop prompts Claude to vibe-clone software • The Register
Script GPT-4o mini Voice OpenAI TTSFeature: Developer behind it is sick with worry he might have changed software development in nasty ways
- Dev ToolsAgentsLaunch +3 ·
Anthropic extends MCP with a UI framework
Script GPT-4o mini Voice OpenAI TTSAnthropic is turning Claude into an app platform, with interactive widgets from Slack, Figma, Asana, and others.
- Dev ToolsData InfraBlog ·
RAG isn’t dead, but context engineering is the new hotness
Script GPT-4o mini Voice OpenAI TTSIn the agentic era, older AI developer terms like RAG and prompt engineering have fallen out of use. Now it's all about MCP and context engineering.
- AgentsDev ToolsRafael Ben Ari +1 ·
LLM-Generated Newspaper Provides Ultimate In Niche Publications
Script GPT-4o mini Voice OpenAI TTSIf you’re reading this, you probably have some fondness for human-crafted language. After all, you’ve taken the time to navigate to Hackaday and read this, rather than ask your favoured…
- Script GPT-4o mini Voice OpenAI TTS
LLMOps Part 5: An introduction to prompt engineering (a subset of context engineering), covering prompt types, the prompt development workflow, and key techniques in the field.
- New ModelsDev ToolsOpenAI +3 ·
Choosing an LLM in 2026: The Practical Comparison Table (Specs, Cost, Latency, Compatibility)
Script GPT-4o mini Voice OpenAI TTSThe uncomfortable truth: “model choice” is half your prompt engineering If your prompt is...
- AgentsDev ToolsLaunch +4 ·
Giving Agents a Visual Voice: MCP Apps Support in VS Code
Script GPT-4o mini Voice OpenAI TTSVS Code now supports MCP Apps, enabling AI agents to display interactive UIs for richer developer workflows.
- Dev ToolsAgentsNews ·
Conversational AI doesn’t understand users — 'Intent First' architecture does
Script GPT-4o mini Voice OpenAI TTSConversational AI doesn’t understand users — 'Intent First' architecture does Sreenivasa Reddy Hulebeedu Reddy January 25, 2026 Midjourney/VentureBeat The modern customer has just one need that matters: Getting the thing they want when they want it . The old standard RAG model embed+retrieve+LLM misunderstands intent, overloads context and misses freshness, repeatedly sending customers down the wrong paths. Instead, intent-first architecture uses a lightweight language model to parse the query
- Dev ToolsAgentsAgent Skills +3 ·
GitHub - AvdLee/SwiftUI-Agent-Skill: Add expert SwiftUI Best Practices guidance to your AI coding tool (Agent Skills open format).
Script GPT-4o mini Voice OpenAI TTSAdd expert SwiftUI Best Practices guidance to your AI coding tool (Agent Skills open format). - AvdLee/SwiftUI-Agent-Skill
- AgentsDev ToolsLaunch +2 ·
reddit.com: ErZaUgMTdP
Script GPT-4o mini Voice OpenAI TTS - Data InfraOpenAIPostgresql +2 ·
Scaling PostgreSQL to power 800 million ChatGPT users
Script GPT-4o mini Voice OpenAI TTSBy Bohan Zhang, Member of the Technical Staff
- New ModelsMultimodalLaunch +3 ·
marktechpost.com: flashlabs researchers release chroma 1 0 a 4b real time speech dialogue model with personalized voice cloning
Script GPT-4o mini Voice OpenAI TTS - AgentsTrainingLLM In Sandbox +1 ·
LLM-in-Sandbox Elicits General Agentic Intelligence
Script GPT-4o mini Voice OpenAI TTSLLM-in-Sandbox enables large language models to perform general intelligence tasks across diverse domains by allowing them to explore a code sandbox environment, achieving robust generalization without additional training.
- Dev ToolsAI SafetyClaude Code +3 ·
Agent Sandbox
Script GPT-4o mini Voice OpenAI TTSAgent Sandbox Run AI coding agents in a locked-down local sandbox with: - Minimal filesystem access (only your repo + project-scoped agent state) - Restricted outbound network (iptables-based allowlist) - Reproducible environments (Debian container with pinned dependencies) Target platform: [Co
- Dev ToolsAgentsFreecodecamp +2 ·
Learn RAG & MCP Fundamentals
Script GPT-4o mini Voice OpenAI TTSBuilding AI today is about more than just a clever prompt. If you really want to move from playing with standalone tools to creating integrated systems that actually work with your data, our new crash course on the freeCodeCamp.org YouTube channel is...
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MemRL separates stable reasoning from dynamic memory, giving AI agents continual learning abilities without model fine-tuning.
- Dev ToolsAgentsAnthropic +3 ·
Anthropic working on MCP Apps with interactive UI components
Script GPT-4o mini Voice OpenAI TTSAnthropic is testing @ mentions for MCPs in Claude Cowork, hinting at possible UI widget support, plus improved chat search features.
- AgentsResearch Paper ·
Agentic Reasoning for Large Language Models
Script GPT-4o mini Voice OpenAI TTSAgentic reasoning redefines large language models as autonomous agents capable of planning, acting, and learning through continuous interaction in dynamic environments across single-agent and multi-agent frameworks.
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The Model Context Protocol (MCP) has exploded roughly 1 year ago, everyone rushed to build MCP servers. The hype was real. Yet, most MCP servers disappoint. Most developers blame the protocol. The protocol feels like it's dying on social media.
- AgentsData InfraResearch Paper ·
Agentic-R: Learning to Retrieve for Agentic Search
Script GPT-4o mini Voice OpenAI TTSA novel retriever training framework for agentic search that uses both local relevance and global answer correctness metrics with iterative optimization between the search agent and retriever.
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Introducing the Agent Builder Template Library: a collection of ready-to-deploy agents for common tasks, equipped with the tools you already use.
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While standard models suffer from context rot as data grows, MIT’s new Recursive Language Model (RLM) framework treats prompts like code variables, unlocking infinite context without the retraining costs.
- Script GPT-4o mini Voice OpenAI TTS
Numpy or SciKit-Learn might meet all your retrieval needs
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LangChain recently introduced Deep Agents: a new way to build structured, multi-agent systems that can plan, delegate, and reason across multiple steps. It comes with built-in planning, a filesystem for context, and subagent spawning. But connecting that agent to a real frontend is still surprisingly hard. Today, we will build a Deep Agents powered job search assistant and connect it to a live Next.js UI with CopilotKit, so the frontend stays in sync with the agent in real time.
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Member-only story Generate Animated Effects for the Web with Claude 6 useful effects you can create now Nick Babich 4 min read · 5 days ago -- 1 Share As Steve Jobs once said, “ Design is not just what it looks like and feels like — design is how it works. ” And a significant part of our impression of how a design works is shaped by its animated effects. Creating animated effects from scratch can be tedious. But AI tools can make this process significantly easier. Anthropic’s Claude can help
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Member-only story HTMX Just Made React Look Like Enterprise Bloatware — And React Developers Are Furious Quantum Tricks 5 min read · 2 days ago -- Share I approved a React pull request for a form change, and the diff was 37 files. Press enter or click to view image in full size The feature was one input and one save button. But the change also arrived with a new hook, a new state slice, a new query key, and a polite argument about cache invalidation. Then a teammate rebuilt the same feature
- Dev ToolsAgentsLaunch +3 ·
Introducing: React Best Practices - Vercel
Script Sonnet 4.5 Voice ElevenLabsWe've encapsulated 10+ years of React and Next.js optimization knowledge into react-best-practices, a structured repository optimized for AI agents and LLMs.
- Blog ·
nanonets.com: the full stack
On this page The full stack We'll now discuss the full stack of an application for structured LLM outputs. High-level architecture diagram for structured LLM outputs. Client App This is your application code. You send an HTTP request containing a text prompt and a schema to the inference engine, and receive the structured response. Your application can be an automated agent, RAG pipeline, etc. Inference engine The inference engine sets up a server that brings everything together - LLM
- Dev ToolsLangchainLanggraph +1 ·
LangChain vs LangGraph: Why One's a Drive-Through and the Other's a Buffet
Script GPT-4o mini Voice OpenAI TTSI get asked all the time: "What's the actual difference between LangChain and LangGraph?" And...
- Data InfraDev ToolsGraphrag +1 ·
python.plainenglish.io: beyond hybrid rag that actually works vector bm25 graphrag reranking in python full code 731a8f827a80
Script GPT-4o mini Voice OpenAI TTSMember-only story Beyond Hybrid RAG That Actually Works: Vector + BM25 + GraphRAG + Reranking in Python (Full Code) Tarun Singh 9 min read · 2 days ago -- Share If you’re already using GraphRAG + Vector RAG , you’re ahead of most people. Press enter or click to view image in full size But you’ll still hit this painful truth in production: Vector search finds similar content, not always correct content. GraphRAG improves reasoning , but can miss exact facts (IDs, codes, clauses). Keyword search
- GitHub ·
GitHub - langchain-ai/openwork
Contribute to langchain-ai/openwork development by creating an account on GitHub.
- AgentsInferenceQwen +2 ·
MAXS: Meta-Adaptive Exploration with LLM Agents
Script GPT-4o mini Voice OpenAI TTSMAXS is a meta-adaptive reasoning framework for LLM agents that improves multi-tool reasoning through lookahead strategies and trajectory convergence mechanisms, balancing global effectiveness and computational efficiency.
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Vercel has open-sourced bash-tool that provides a Bash execution engine for AI agents, enabling them to run filesystem-based commands to retrieve context for model prompts.
- Dev ToolsAgentsClaude Code +2 ·
medium.com: build your first claude code skill a simple project memory system that saves hours 1d13f21aff9e
Script GPT-4o mini Voice OpenAI TTSPress enter or click to view image in full size Glowing neural network brain connected to floating document icons representing project memory with bugs, decisions, and configuration files for qucik recall Build Your First Claude Code Agent Skill: A Simple Project Memory System That Saves Hours How a 300-line skill became my most-used productivity tool for AI-assisted development. Rick Hightower 28 min read · 2 days ago -- 1 Listen Share Picture this: It’s 11 PM on a Tuesday. You’re staring at
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A Blog post by Zilliz on Hugging Face
- Data InfraBlog ·
medium.com: vector database vs graph database for rag similarity vs understanding 64c9d7345a6b
Script GPT-4o mini Voice OpenAI TTSMember-only story Vector Database vs Graph Database for RAG: Similarity vs Understanding Khushbu Shah 8 min read · 2 days ago -- 2 Share Why do most RAG systems retrieve words, but the best ones retrieve meaning? AI systems do not fail because the model is weak, but they fail because the context is wrong. Recent research on retrieval-augmented generation shows that when RAG systems hallucinate, the root cause is usually insufficient, missing, or irrelevant retrieved context, not the language
- Thread ·
Reddit - The heart of the internet
- News ·
Orchestral replaces LangChain’s complexity with reproducible, provider-agnostic LLM orchestration
A new orchestration approach, called Orchestral, is betting that enterprises and researchers want a more integrated way to call tools and manage agents.
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Move past basic RAG demos! Try these 10 RAG projects force you to tackle bias and context decay to help master Retrieval-Augmented Generation.
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- Research Paper ·
Agentic Rubrics as Contextual Verifiers for SWE Agents
Agentic Rubrics enable efficient and scalable verification for software engineering agents by creating context-aware checklists that outperform traditional methods while maintaining interpretability.
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Instructed Retriever leverages contextual memory for system-level specifications while using retrieval to access the broader data estate.
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How Ralph Wiggum went from 'The Simpsons' to the biggest name in AI right now Carl Franzen January 6, 2026 Credit: VentureBeat made with Nano Banana Pro on Fal.ai In the fast-moving world of AI development, it is rare for a tool to be described as both "a meme" and AGI, artificial generalized intelligence, the "holy grail" of a model or system that can reliably outperform humans on economically valuable work. Yet, that is exactly where t he Ralph Wiggum plugin for Claude Code now sits. Named
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You're probably leaving most of the potential of AI coding assistants on the table. Engineers who are actually shipping production code at insane speeds? They're playing a completely different game. After studying the workflows of developers who are genuinely 10xing their output, I've identified 5 meta-skills that separate the top 1% from everyone else. It has nothing to do with the tools, it's all about the process and workflows. In this video, I'll break down each skill: starting every proje
- News ·
Nous Research's NousCoder-14B is an open-source coding model landing right in the Claude Code moment
Nous Research has released NousCoder-14B, an open-source AI coding model trained in four days on Nvidia B200 GPUs, publishing its full reinforcement-learning stack as Claude Code hype underscores the accelerating race to automate software development.
- New ModelsOpenAIGoogle DeepMind +2 ·
technologyreview.com: what even is a parameter
Script GPT-4o mini Voice OpenAI TTSThey’re the mysterious numbers that make your favorite AI models tick. What are they and what do they do?
- MultimodalNew ModelsNextflow +3 ·
GitHub - ByteVisionLab/NextFlow: NextFlow🚀: Unified Sequential Modeling Activates Multimodal Understanding and Generation
Script GPT-4o mini Voice OpenAI TTSNextFlow🚀: Unified Sequential Modeling Activates Multimodal Understanding and Generation - ByteVisionLab/NextFlow
- Research Paper ·
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision
UniCorn, a self-improvement framework for unified multimodal models, addresses generation gaps through self-play and cognitive pattern reconstruction, achieving state-of-the-art results in text-to-image generation.
- Thread ·
x.com
Script GPT-4o mini Voice OpenAI TTS - Tool ·
MCP Architecture Overview
At its heart, MCP follows a client-server architecture (much like the web or other network protocols). However, the terminology is tailored to the AI context. There are three main roles to understand: the Host, the Client, and the Server. Host The Host is the user-facing AI application, the environment where
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The transition from standalone Large Language Models (LLMs) to Agentic Orchestration marks the next frontier in AI development. We are moving away...
- Research Paper ·
NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation
NextFlow is a unified decoder-only autoregressive transformer that processes interleaved text-image tokens, enabling fast multimodal generation through novel next-token and next-scale prediction strategies.
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Google recently published a guide outlining eight essential design patterns for multi-agent systems, ranging from sequential pipelines to human-in-the-loop architecture. The guide provides concrete explanations of each pattern along with sample code for Google
- MultimodalEmory UniversityGeorgia Tech +1 ·
Scientists Create a “Periodic Table” for Artificial Intelligence
Script GPT-4o mini Voice OpenAI TTSResearchers have proposed a unifying mathematical framework that helps explain why many successful multimodal AI systems work.
- AgentsDev ToolsIBM +2 ·
AI Periodic Table Explained: Mapping LLMs, RAG & AI Agent Frameworks
Script GPT-4o mini Voice OpenAI TTSReady to become a certified watsonx Data Scientist - Associate? Register now and use code IBMTechYT20 for 20% off of your exam → Learn more about AI Frameworks here → What if AI had its own periodic table? 🧩 Martin Keen introduces the AI Periodic Table, breaking down LLMs, RAG, AI agents, and frameworks into a clear, simple structure. Discover how these elements connect to power smarter, scalable AI systems, and rethink how AI fits together. AI n
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The interface is shifting from code → to language.
- Dev ToolsData InfraModel Context Protocol +3 ·
MCP-powered RAG Over Complex Docs
Script GPT-4o mini Voice OpenAI TTS...with hands-on implementation.
- InferenceDev ToolsBlog ·
javascript.plainenglish.io: webgpu changed how i think about web performance d63e771d1cee
Script GPT-4o mini Voice OpenAI TTSMember-only story 🚀 WebGPU Changed How I Think About Web Performance Why a simple GPU rewrite beat WebAssembly by 23× in real-world workloads Xiuer Old 4 min read · 3 days ago -- Share Press enter or click to view image in full size I didn’t expect this result. Honestly, I thought I had messed something up. I was optimizing a web app that visualizes tens of thousands of data points . At around 50,000 points, the UI turned into a slideshow 🫠 So I did what any performance-aware web developer
- AgentsDev ToolsAnthropic Claude +2 ·
awesome-claude-skills/brand-guidelines/SKILL.md at master · ComposioHQ/awesome-claude-skills
Script GPT-4o mini Voice OpenAI TTSA curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows - ComposioHQ/awesome-claude-skills
- InferenceResearch Paper ·
TimeBill: Time-Budgeted Inference for Large Language Models
Script GPT-4o mini Voice OpenAI TTSLarge Language Models (LLMs) are increasingly deployed in time-critical systems, such as robotics, autonomous driving, embodied intelligence, and industrial automation, where generating accurate responses within a given time budget is crucial for decision-making, control, or safety-critical tasks. H
- AgentsDev ToolsLanggraph +3 ·
LangGraph Explained from Scratch | Aman Kharwal
Script GPT-4o mini Voice OpenAI TTSIn this article, I’ll walk you through a complete guide to LangGraph from the ground up. LangGraph Explained from Scratch.
- InferenceEvalsResearch Paper ·
Multi-hop Reasoning via Early Knowledge Alignment
Script GPT-4o mini Voice OpenAI TTSEarly Knowledge Alignment improves retrieval and reasoning in iterative RAG systems by aligning LLMs with relevant knowledge before planning, enhancing performance and efficiency.
- AgentsDev ToolsAgno +3 ·
Memory: How Agents Learn
Script GPT-4o mini Voice OpenAI TTSHow to build agents that are not only capable, but learn and improve over time.
- Thread ·
x.com
Script GPT-4o mini Voice OpenAI TTS -
During his sabbatical, Will McGugan, maker of Rich and Textual( frameworks for making Textual User Interfaces (TUI)), put his UI skills to work to build Toad. The newly publicly released tool aims to provide a unified, “beautiful” GUI for multiple coding agents in your terminal, accessible via the same tool via the Agent Communication Protocol (ACP).
- AgentsDev ToolsGitHub +3 ·
block.github.io: agent skills vs mcp
Script GPT-4o mini Voice OpenAI TTSDid Skills Kill MCP? December 22, 2025 · 4 min read Angie Jones Head of Developer Relations Every time there's a hot new development in AI, Tech Twitter™ declares a casualty. This week's headline take is "Skills just killed MCP" It sounds bold. It sounds confident. It's also wrong. Saying skills killed MCP is about as accurate as saying GitHub Actions killed Bash. Of course, that's not true. Bash is still very much alive, and in fact, doing the actual work. What GitHub Actions changed was
- AI SafetyDev ToolsDeprecation +4 ·
React2Shell is the Log4j moment for front end development
Script GPT-4o mini Voice OpenAI TTSAttackers are exploiting a Flight protocol validation failure that allows them to execute arbitrary code without authentication.
- Dev ToolsPortainerTool ·
I reclaimed tons of disk space using this simple Docker maintenance app
Script GPT-4o mini Voice OpenAI TTSHow I reclaimed gigabytes of Docker space with a simple app.
- Dev ToolsData InfraLangchain +1 ·
GitHub - KalyanKS-NLP/RAG-Interview-Questions-and-Answers-Hub: 100+ RAG interview questions with answers.
Script GPT-4o mini Voice OpenAI TTS100+ RAG interview questions with answers. Contribute to KalyanKS-NLP/RAG-Interview-Questions-and-Answers-Hub development by creating an account on GitHub.
- EvalsDev ToolsLlmbugscanner +3 ·
LLMs work better together in smart contract audits - Help Net Security
Script GPT-4o mini Voice OpenAI TTSAcademic research shows how LLM smart contract auditing improves vulnerability detection by combining fine tuned models with ensemble voting.
- AgentsTrainingResearch Paper ·
Adaptation of Agentic AI
Script GPT-4o mini Voice OpenAI TTSThis paper presents a framework for agent and tool adaptation in agentic AI systems, clarifying design strategies and identifying open challenges for improving AI capabilities.
- Dev ToolsEvalsResearch Paper ·
The Debugging Decay Index: Rethinking Debugging Strategies for Code LLMs
Script GPT-4o mini Voice OpenAI TTSThe effectiveness of AI debugging follows a predictable exponential decay pattern; most models lose 60-80% of their debugging capability within just 2-3 attempts, despite iterative debugging being a critical capability for practical code generation systems. We introduce the Debugging Decay Index (DD
- MultimodalEvalsGemma 3 +2 ·
Differences That Matter: Auditing Models for Capability Gap Discovery and Rectification
Script GPT-4o mini Voice OpenAI TTSAuditDM, an automated framework using reinforcement learning, identifies and rectifies failure modes in multimodal LLMs by generating challenging examples, leading to improved performance across benchmarks.
- New ModelsThinking MachinesMira Murati +2 ·
Reddit - The heart of the internet
Script GPT-4o mini Voice OpenAI TTS -
Patronus AI unveiled “Generative Simulators,” adaptive “practice worlds” that replace static benchmarks with dynamic reinforcement-learning environments to train more reliable AI agents for complex, multi-step enterprise workflows—and claims 15x revenue growth as demand surges.
- AgentsDev ToolsLaunch +4 ·
Introducing Agent Development Kit for TypeScript: Build AI Agents with the Power of a Code-First Approach- Google Developers Blog
Script GPT-4o mini Voice OpenAI TTSBuild powerful, autonomous multi-agent AI systems with Agent Development Kit (ADK) for TypeScript. A code-first, open-source framework.
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A2UI is an open-source project for agent-driven, cross-platform generative UI. It uses a secure, declarative format for agents to safely render UIs.
- AgentsData InfraLaunch +4 ·
With 91% accuracy, open source Hindsight agentic memory provides 20/20 vision for AI agents stuck on failing RAG
Script GPT-4o mini Voice OpenAI TTSWith 91% accuracy, open source Hindsight agentic memory provides 20/20 vision for AI agents stuck on failing RAG Sean Michael Kerner December 16, 2025 Credit: Image generated by VentureBeat with NanoBanana-Pro It has become increasingly clear in 2025 that retrieval augmented generation (RAG) isn't enough to meet the growing data requirements for agentic AI. RAG emerged in the last couple of years to become the default approach for connecting LLMs to external knowledge. The pattern is
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The engineer behind Claude Code says vibe coding works for prototypes, but today's AI models still fall short for maintainable software.
- Dev ToolsChatgptCursor +1 ·
Reddit - The heart of the internet
Script GPT-4o mini Voice OpenAI TTS - Dev ToolsLaunchMeta +2 ·
Meta
Script GPT-4o mini Voice OpenAI TTSIntroducing React Compiler 1.0, a game-changing tool that automates optimization for React apps, enhancing performance by up to 12% for faster loads and 2.5x quicker interactions. Compatible with major frameworks and battle-tested at Meta, it simplifies builds with integrated diagnostics. Experience seamless improvement without code rewrites, empowering developers to code smarter.
- Script GPT-4o mini Voice OpenAI TTS
Ready to become a certified watsonx AI Assistant Engineer? Register now and use code IBMTechYT20 for 20% off of your exam → Learn more about Multi-Agent systems here → What happens when AI agents team up? ⚙️ Anna Gutowska explores multi‑agent systems powered by LLMs and machine learning to show how cooperation leads to smarter, scalable AI. Discover how collective agents learn, adapt, and solve complex problems together. AI news moves fast. Sign u
- AgentsDev ToolsOpenAI +3 ·
Inside OpenAI: 2026 is the year of agents, AI’s biggest bottleneck, and why compute isn’t the issue
Script GPT-4o mini Voice OpenAI TTSAlexander Embiricos leads product on Codex, OpenAI’s powerful coding agent, which has grown 20x since August and now serves trillions of tokens weekly. Before joining OpenAI, Alexander spent five years building a pair programming product for engineers. He now works at the frontier of AI-led software development, building what he describes as a software engineering teammate—an AI agent designed to participate across the entire development lifecycle. *We discuss:* 1. Why Codex has grown 20x since
- Dev ToolsAI SafetyOpenAI +2 ·
Reddit - The heart of the internet
Script GPT-4o mini Voice OpenAI TTS - Dev ToolsAgentsThread ·
reddit.com: 1brR9yRe6z
Script GPT-4o mini Voice OpenAI TTS - AgentsDev ToolsModel Context Protocol +1 ·
Why the MCP Server Is Now a Critical Microservice
Script GPT-4o mini Voice OpenAI TTSElevating the MCP server to a fully validated microservice is essential for advancing agent development from internal experiments to production-ready.
- AgentsAgent ObservabilityClay +3 ·
Agent Engineering: A New Discipline
Script GPT-4o mini Voice OpenAI TTSIf you’ve built an agent, you know that the delta between “it works on my machine” and “it works in production” can be huge. Traditional software assumes you mostly know the inputs and can define the outputs. Agents give you neither: users can say literally anything, and the space
- AgentsDev ToolsLaunch +4 ·
Google launches managed MCP servers that let AI agents simply plug into its tools | TechCrunch
Script GPT-4o mini Voice OpenAI TTSGoogle is rolling out managed MCP servers to make its services “agent-ready by design,” starting with Maps and BigQuery, aiming to simplify messy integrations and help AI agents use real tools.
- AgentsAI SafetyFunding +3 ·
Exclusive: Agentic AI startup Prime Security raises $20M
Script GPT-4o mini Voice OpenAI TTSScale Venture Partners led the Series A round.
- News ·
Mistral launches powerful Devstral 2 coding model including open source, laptop-friendly version
Mistral launches powerful Devstral 2 coding model including open source, laptop-friendly version Carl Franzen December 9, 2025 Credit: VentureBeat made with Reve on Fal.ai French AI startup Mistral has weathered a rocky period of public questioning over the last year to emerge, now here in December 2025, with new, crowd-pleasing models for enterprise and indie developers. Just days after releasing its powerful open source, general purpose Mistral 3 LLM family for edge devices and local
- Data InfraDev ToolsNeo4j +3 ·
GraphRAG in Practice: How to Build Cost-Efficient, High-Recall Retrieval Systems | Towards Data Science
Script GPT-4o mini Voice OpenAI TTSSmarter retrieval strategies that outperform dense graphs — with hybrid pipelines and lower cost
- Dev ToolsAgentsLaunch +4 ·
Claude Code and Slack | Claude
Script GPT-4o mini Voice OpenAI TTSClaude Code and Slack Category Product announcements Product Claude Code Date December 8, 2025 Reading time 5 min Share Copy link Today, we're introducing the ability to delegate tasks to Claude Code directly from Slack. Now in beta as a research preview, Claude makes it easy to move context from Slack conversations to coding sessions. From discussion to implementation The critical context around engineering work often lives in Slack, including bug reports, feature requests, and engineering
- Dev ToolsAgentsLaunch +4 ·
Claude Code is coming to Slack, and that's a bigger deal than it sounds | TechCrunch
Script GPT-4o mini Voice OpenAI TTSAnthropic launches Claude Code in Slack, letting developers delegate coding tasks from chat threads. It's part of a shift toward AI-embedded collaboration that could reshape software workflows.
- AgentsDev ToolsPartnership +4 ·
OpenAI, Anthropic, Google Agree to Develop Agent Standards Together
Script GPT-4o mini Voice OpenAI TTSFor AI agents to work properly in automating white-collar tasks, the companies developing the agents and the companies running the enterprise apps those agents use will need to agree on technical standards for how these technologies connect to each other.Some leading companies are preparing to ...
- AgentsDev ToolsAnthropic +3 ·
Don't Build Agents, Build Skills Instead – Barry Zhang & Mahesh Murag, Anthropic
Script GPT-4o mini Voice OpenAI TTSIn the past year, we've seen rapid advancement of model intelligence and convergence on agent scaffolding. But there's still a gap: agents often lack the domain expertise and specialized knowledge needed for real-world work. We think Skills are the solution—a minimal form factor for packaging procedural knowledge that agents can dynamically load. It's a portable, composable approach to giving one agent capabilities across domains. In this talk, we'll share how we built Skills at Anthropic, the n
- New ModelsInferenceLaunch +3 ·
MIT offshoot Liquid AI releases blueprint for enterprise-grade small-model training
Script GPT-4o mini Voice OpenAI TTSMIT offshoot Liquid AI releases blueprint for enterprise-grade small-model training
- AgentsAI SafetyBenchmark +4 ·
An AI for an AI: Anthropic says AI agents require AI defense
Script GPT-4o mini Voice OpenAI TTS - New ModelsGoogleAnthropic +2 ·
understandingai.org: google and anthropic approach llms
Script GPT-4o mini Voice OpenAI TTSGoogle and Anthropic approach LLMs differently The very different cultures of OpenAI's two most important rivals. Timothy B. Lee Dec 04, 2025 ∙ Paid 66 6 4 Share On Monday, OpenAI CEO Sam Altman declared a “code red” in the face of rising competition. The biggest threat was Google; monthly active users for Google’s Gemini chatbot grew from 450 million in July to 650 million in November (ChatGPT had 800 million weekly active users in October). Meanwhile, the Wall Street Journal reports , “OpenAI
- Dev ToolsPydanticOpenAI +2 ·
The Complete Guide to Using Pydantic for Validating LLM Outputs
Script GPT-4o mini Voice OpenAI TTSPydantic helps ensure LLM outputs follow the structure your application expects.This article outlines practical methods for modeling, parsing, and validating results.
- AgentsTrainingClaude +3 ·
We Got Claude to Fine-Tune an Open Source LLM
Script GPT-4o mini Voice OpenAI TTSWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
- AI SafetyEvalsBenchmark +3 ·
How confessions can keep language models honest
Script GPT-4o mini Voice OpenAI TTSWe’re sharing an early, proof-of-concept method that trains models to report when they break instructions or take unintended shortcuts.
-
Over the past month at LangChain, we shipped four applications on top of the Deep Agents harness: * DeepAgents CLI: a coding agent * LangSmith Assist: an in-app agent to help with various things in LangSmith * Personal Email Assistant: an email assistant that learns from interactions with each user * Agent Builder: a
- New ModelsAgentsLaunch +3 ·
DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
Script GPT-4o mini Voice OpenAI TTSDeepSeek-V3.2 introduces DeepSeek Sparse Attention and a scalable reinforcement learning framework, achieving superior reasoning and performance compared to GPT-5 and Gemini-3.0-Pro in complex reasoning tasks.
- Dev ToolsLaunchPebble +2 ·
The New Pebble: Now 100% Open Source
Script GPT-4o mini Voice OpenAI TTSThe Pebble was the smartwatch darling of the early 2010s, a glimpse of the future in the form of a microcontroller and screen strapped to your wrist. It was snapped up by Fitbit and canned, which m…
- AgentsDev ToolsCopilot +1 ·
How to orchestrate agents using mission control
Script GPT-4o mini Voice OpenAI TTSRun multiple Copilot agents from one place. Learn prompt techniques, how to spot drift early, and how to review agent work efficiently.
- TrainingAgentsQwen +1 ·
Paper page - Stabilizing Reinforcement Learning with LLMs: Formulation and Practices
Script GPT-4o mini Voice OpenAI TTSJoin the discussion on this paper page
- New ModelsLaunchMistral AI +2 ·
venturebeat.com: mistral launches mistral 3 a family of open models designed to run on
Script GPT-4o mini Voice OpenAI TTSMistral AI releases 10 open-source AI models designed to run on smartphones, drones, and enterprise systems, escalating Europe's challenge to U.S. tech giants and Chinese competitors in the race for AI dominance.
- AgentsDev ToolsIBM +3 ·
Preparing IT for AI Agents: How MCP Shapes the Future of AI
Script Sonnet 4.5 Voice Google TTSReady to become a certified watsonx Generative AI Engineer? Register now and use code IBMTechYT20 for 20% off of your exam → Learn more about agentic workflows with NirvanAi → AI is reshaping IT architecture. 🧠 Terzo President/COO Eric Pritchett explains how MCP, orchestration, and AI agents can transform IT systems into AI‑ready infrastructures. See how connected data and tools power intelligent automation across technology. AI news moves fast.
- AgentsData InfraMeta +3 ·
marktechpost.com: meta ai researchers introduce matrix a ray native a decentralized framework for multi agent synthetic data generation
Voice OpenAI TTSEditors Pick Agentic AI Tech News AI Paper Summary Technology AI Shorts Artificial Intelligence Applications Language Model Large Language Model Machine Learning New Releases Staff Meta AI Researchers Introduce Matrix: A Ray Native a Decentralized Framework for Multi Agent Synthetic Data Generation By Michal Sutter - November 30, 2025 How do you keep synthetic data fresh and diverse for modern AI models without turning a single orchestration pipeline into the bottleneck? Meta AI researchers
- Dev ToolsData InfraGitHub +2 ·
GitHub - pguso/rag-from-scratch: Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation.
Voice OpenAI TTSDemystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation. - pguso/rag-from-scratch
- AgentsDev ToolsAnthropic +3 ·
GitHub - Chen-zexi/open-ptc-agent: An open source implementation of code execution with MCP (Programatic Tool Calling)
Voice OpenAI TTSAn open source implementation of code execution with MCP (Programatic Tool Calling) - GitHub - Chen-zexi/open-ptc-agent: An open source implementation of code execution with MCP (Programatic Tool ...
- AgentsDev ToolsPerplexity +2 ·
reddit.com: NFzcjna0zb
Script GPT-4o mini Voice OpenAI TTS - MultimodalEvalsUnisandbox +1 ·
Paper page - Does Understanding Inform Generation in Unified Multimodal Models? From Analysis to Path Forward
Script GPT-4o mini Voice OpenAI TTSJoin the discussion on this paper page
- InferenceLaunchToon +1 ·
New Token-Oriented Object Notation (TOON) Hopes to Cut LLM Costs by Reducing Token Consumption
Voice OpenAI TTSThe recently released Token-Oriented Object Notation (TOON) aims to be a schema-aware alternative to JSON that significantly reduces token consumption at a similar level of accuracy. While the existence and importance of token saved depend on the data shape. some benchmarks show TOON may use in some cases 40% fewer tokens than JSON, possibly resulting in LLM and inference cost savings.
- Dev ToolsData InfraBlog ·
Natural Language Visualization and the Future of Data Analysis and Presentation | Towards Data Science
Voice OpenAI TTSWill conversational interaction replace SQL queries, KPI reports, and dashboards?
- AgentsDev ToolsLaunch +2 ·
reddit.com: lYttNavMJN
Voice OpenAI TTS - AgentsTrainingLaunch +3 ·
venturebeat.com: metas dreamgym framework trains ai agents in a simulated world to cut
Script GPT-4o mini Voice OpenAI TTSThe new framework sidesteps costly and risky real-world rollouts by generating synthetic training data, making powerful agentic AI more accessible.
- AgentsDev ToolsConfluent +2 ·
Stumbling into AI: Part 6—I’ve been thinking about Agents and MCP all wrong
Voice OpenAI TTSEver tried to hammer a nail in with a potato? Nor me, but that’s what I’ve felt like I’ve been attempting to do when trying to really understand agents, as well as to come up with an example agent to build. As I wrote about previously , citing Simon Willison, an LLM agent runs tools in a loop to achieve a goal . Unlike building ETL/ELT pipelines, these were some new concepts that I was struggling to fit to an even semi-plausible real world example. That’s because I was thinking about it all
- ReforgeBlog ·
Reforge
Script GPT-4o mini Voice OpenAI TTSReforge drives team performance, with the most actionable learning from vetted operators that your team will actually use and apply.
- Dev ToolsBlog ·
searchengineland.com: llm visibility alignment 464073
Voice OpenAI TTSAI SEO » Article Alignment for LLM visibility is incredibly complex, but doable Published: November 18, 2025 at 2:29 pm Read Time: 23 minutes Published: Nov 18, 2025, 2:29 pm · 23 min read Share Written by Mordy Oberstein Edited by Willie Vitari Table of Contents Table of Contents LLMs expose brand misalignment instantly. Discover how inconsistent messaging raises costs, kills visibility, and what brands must do to realign and win in AI search. I’ve straddled both the brand marketing and
- AgentsDev ToolsLaunch +4 ·
No OAuth Required: An MCP Client For AWS IAM
Voice OpenAI TTSWhen Anthropic published the Model Context Protocol (MCP), I immediately started experimenting with...
- New ModelsEvalsKumo +3 ·
Why LLMs Aren’t a One-Size-Fits-All Solution for Enterprises | Towards Data Science
Voice OpenAI TTSLLMs are a seamless way to find value in your unstructured data, but the truth is, there is so much more value hidden within your structured data. This post explores what LLMs are (and aren’t) optimized for and how the industry is approaching AI over structured business datasets – including one approach developed by my team and me.
- AgentsDev ToolsLangchain +3 ·
github.com: deepagents quickstarts
Script GPT-4o mini Voice OpenAI TTS🚀🧠 Deepagent Quickstarts Deepagents is a simple, open source agent harness. It uses some common principle seen in popular agents such as Claude Code and Manus , including planning (prior to task execution), computer access (giving the able access to a shell and a filesystem), and sub-agent delegation (isolated task execution). This repo has a collection of quickstarts that demonstrate different agents that can be easily configured on top of the deepagents harness. 📚 Resources Documentation -
- Dev ToolsGitHub CopilotGitHub +1 ·
Configure MCP server access for your organization or enterprise - GitHub Docs
Voice OpenAI TTSYou can configure an MCP registry URL and access control policy to determine which MCP servers developers can discover and use in supported IDEs with GitHub Copilot.
- Dev ToolsLaunchCodevisualizer +3 ·
reddit.com: eZ14meVrgl
Voice OpenAI TTS - Dev ToolsMCP FunnelGitHub ·
mcp-funnel/packages/commands at develop · chris-schra/mcp-funnel
Script GPT-4o mini Voice OpenAI TTSFinally, a proxy that does what grep does for logs - filters out the noise. Stop carrying 70k tokens of tools you'll never use. It's like tree-shaking, but for MCP. 🚀 - chris-schra/mcp-funnel
- New ModelsDev ToolsGpt 5 1 +2 ·
GPT-5.1 Prompting Guide | OpenAI Cookbook
Voice OpenAI TTSGPT-5.1, our newest flagship model, is designed to balance intelligence and speed for a variety of agentic and coding tasks, while also i...
- AgentsMultimodalLaunch +3 ·
reddit.com: xSVVTj9qiY
Script GPT-4o mini Voice OpenAI TTS - TrainingEvalsBert +3 ·
The Three Ages of Data Science: When to Use Traditional Machine Learning, Deep Learning, or an LLM (Explained with One Example) | Towards Data Science
Voice OpenAI TTSA practical use case to describe how the data scientist job changed across three generations of machine learning
- Dev ToolsLaunchValdi +2 ·
GitHub - Snapchat/Valdi: Valdi is a cross-platform UI framework that delivers native performance without sacrificing developer velocity.
Script GPT-4o mini Voice OpenAI TTSValdi is a cross-platform UI framework that delivers native performance without sacrificing developer velocity. - Snapchat/Valdi
- Dev ToolsLaunchCloudflare Workflows +2 ·
A closer look at Python Workflows, now in beta
Script GPT-4o mini Voice OpenAI TTSCloudflare Workflows, our durable execution engine for running multi-step applications, now supports Python. That means less friction, more possibilities, and another reason to build on Cloudflare.
- Agent ObservabilityNews ·
venturebeat.com: from logs to insights the ai breakthrough redefining observability
Script GPT-4o mini Voice OpenAI TTSLogs are set to become the primary tool for finding the “why” in diagnosing network incidents.
- New ModelsDev ToolsGpt 5 +3 ·
GPT-5 prompting guide | OpenAI Cookbook
Script GPT-4o mini Voice OpenAI TTSGPT-5, our newest flagship model, represents a substantial leap forward in agentic task performance, coding, raw intelligence, and steera...
- MultimodalDev ToolsGpt 4o +3 ·
Building a Multimodal RAG That Responds with Text, Images, and Tables from Sources | Towards Data Science
Voice OpenAI TTSWhy do few chatbots return figures from source documents in their responses?
- Dev ToolsInferenceLlama Cpp +3 ·
I switched from LM Studio/Ollama to llama.cpp, and I absolutely love it
Voice OpenAI TTSUnleash the full potential of your local AI setup with this game-changing terminal-based app.
- AgentsDev ToolsLaunch +2 ·
Warp Embeds AI Agents into a CLI to Provide Better Feedback Loop - DevOps.com
Script GPT-4o mini Voice OpenAI TTSWarp has brought AI coding directly into the terminal.With Warp Code, developers and DevOps engineers can now work with AI agents inside a command line interface (CLI), rather than relying solely on IDE-based tools. CEO Zach Lloyd says the goal is to create a tighter feedback loop between developer and agent—enabling code review, file editing, and more iterative workflows.But the promise comes with challenges. AI-generated code can be verbose, inefficient, and sometimes insecure, given that most large language models were trained on uneven quality data from the Web. Debugging that code isn’t always straightforward, and over-reliance can lead to bad practices slipping into production.For now, the question isn’t whether developers will use AI coding tools, but how much—and how responsibly. As innovation accelerates, organizations will need to experiment, validate outputs, and decide where AI fits in their software delivery pipelines.Read more 👉 [link]Hashtags:#DevOps #AI #AIAgents #SoftwareDevelopment #Warp #CLITools #DevSecOps #Coding
- New ModelsInferenceLaunch +3 ·
venturebeat.com: ibms open source granite 4 0 nano ai models are small enough to run locally
Script GPT-4o mini Voice OpenAI TTSIBM's open source Granite 4.0 Nano AI models are small enough to run locally directly in your browser Carl Franzen October 28, 2025 Flat AI illustration showing silhouettes of people working in cool modern rock wall home. Credit: VentureBeat made with Midjourney In an industry where model size is often seen as a proxy for intelligence, IBM is charting a different course — one that values efficiency over enormity , and accessibility over abstraction . The 114-year-old tech giant's four new
- AgentsDev ToolsAgentfold +3 ·
huggingface.co: 2510
Script GPT-4o mini Voice OpenAI TTSTitle: AgentFold: Long-Horizon Web Agents with Proactive Context Management Authors: Rui Ye, Zhongwang Zhang, Kuan Li, Huifeng Yin, Zhengwei Tao, Yida Zhao, Liangcai Su, Liwen Zhang, Zile Qiao, Xinyu Wang, Pengjun Xie, Fei Huang, Siheng Chen, Jingren Zhou, Yong Jiang Organization: TongyiLab Abstract: LLM-based web agents show immense promise for information seeking, yet their effectiveness on long-horizon tasks is hindered by a fundamental trade-off in context management. Prevailing ReAct-based
- Dev ToolsNew ModelsLaunch +4 ·
Chat in NotebookLM: A powerful, goal-focused AI research partner
Script GPT-4o mini Voice OpenAI TTSWe’re rolling out changes to NotebookLM to make it fundamentally smarter and more powerful.
- AgentsDev ToolsLaunch +4 ·
Doubling down on DeepAgents
Script GPT-4o mini Voice OpenAI TTSTwo months ago we wrote about Deep Agents - a term we coined for agents that are able to do complex, open ended tasks over longer time horizons. We hypothesized that there were four key elements to those agents: a planning tool, access to a filesystem, subagents, and detailed prompts.
- Data InfraTrainingLaunch +4 ·
Streaming datasets: 100x More Efficient
Script GPT-4o mini Voice OpenAI TTSWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
- Dev ToolsLaunchFormae +3 ·
New Infrastructure-as-Code Tool "formae" Takes Aim at Terraform
Script GPT-4o mini Voice OpenAI TTSPlatform Engineering Labs has released formae, an open-source infrastructure-as-code platform. It is trying to address what they describe as fundamental limitations in existing infrastructure-as-code tools. In a press release, the New York-based company announced the launch on 22 October 2025, positioning formae as the first major innovation in infrastructure-as-code in nearly a decade.
- Data InfraAwsThread ·
reddit.com: HjpmePJNA6
Voice OpenAI TTS - New ModelsAgentsLaunch +4 ·
venturebeat.com: minimax m2 is the new king of open source llms especially for agentic tool
Script GPT-4o mini Voice OpenAI TTSMiniMax-M2 is the new king of open source LLMs (especially for agentic tool calling) Carl Franzen October 27, 2025 AI vector art flat illustration in dark blue, teal and orange yellow tones of giant humanoid robot with crown raising fist in front of computer monitor on desk surrounded by diverse office worker humans Watch out, DeepSeek and Qwen! There's a new king of open source large language models (LLMs), especially when it comes to something enterprises are increasingly valuing: agentic
- Dev ToolsRulesyncClaude Code +2 ·
GitHub - dyoshikawa/rulesync
Script GPT-4o mini Voice OpenAI TTSContribute to dyoshikawa/rulesync development by creating an account on GitHub.
- SemiconductorsLaunchNoetix +2 ·
China unveils world's cheapest humanoid robot under $1,400
Script GPT-4o mini Voice OpenAI TTSAt just $1,370, Noetix’s Bumi may be the world’s cheapest humanoid robot, compact, capable, and designed for everyday learning.
- Dev ToolsBackstageSpotify +2 ·
8 platform engineering anti-patterns
Voice OpenAI TTSGolden paths gone gray? Avoid these common mistakes that sink platform engineering initiatives.
- Dev ToolsAI SafetyBenchmark +4 ·
Critical Vulnerability in MCP Server Platform Exposes 3,000+ Servers and Thousands of API Keys
Voice OpenAI TTSA critical vulnerability in Smithery.ai, a popular registry for Model Context Protocol (MCP) servers. This issue could have allowed attackers to steal from over 3,000 AI servers and take API keys from thousands of users across many services.
- New ModelsInferenceLaunch +3 ·
Will DeepSeek's new AI model break the 'long-context' bottleneck holding back LLMs?
Voice OpenAI TTSDeepSeek's new artificial intelligence model that converts images into text is not just a document parsing tool but a potential preview of its next generation of large language models (LLMs), according to AI experts. Released on Monday, DeepSeek-OCR is technically an optical character recognition (OCR) model - an AI system that uses computer vision to convert images into machine-readable text. Common applications include smart vehicles and document scanners. The Hangzhou-based start-up cited the
- AgentsDev ToolsLaunch +4 ·
Building the Open Agent Ecosystem Together: Introducing OpenEnv
Voice OpenAI TTSWe’re on a journey to advance and democratize artificial intelligence through open source and open science.
- AgentsDev ToolsLangchain +3 ·
Deep Agents overview - Docs by LangChain
Script GPT-4o mini Voice OpenAI TTSBuild agents that can plan, use subagents, and leverage file systems for complex tasks
- Dev ToolsAgentsLaunch +3 ·
LangChain and LangGraph Agent Frameworks Reach v1.0 Milestones
Script GPT-4o mini Voice OpenAI TTSBy Sydney Runkle and the LangChain OSS team We're releasing LangChain 1.0 and LangGraph 1.0 — our first major versions of our open source frameworks! After years of feedback, we've updated langchain to focus on the core agent loop, provide flexibility with a new concept of middleware, and upgrade
- AgentsDev ToolsChatgpt +3 ·
reddit.com: 8hlgNiDYjM
Voice OpenAI TTS - AgentsData InfraLaunch +3 ·
Postgres for Agents | TigerData
Script GPT-4o mini Voice OpenAI TTSAgentic Postgres: the first database built for agents. Native search, instant forks, MCP integration, new CLI, and free tier. Built for agents. Designed for developers.
- InferenceTrainingNews ·
venturebeat.com: new markovian thinking technique unlocks a path to million token ai
Script GPT-4o mini Voice OpenAI TTSThe 'Delethink' environment trains LLMs to reason in fixed-size chunks, breaking the quadratic scaling problem that has made long-chain-of-thought tasks prohibitively expensive.
- MultimodalDev ToolsQwen3 Vl +2 ·
How to Use Frontier Vision LLMs: Qwen3-VL | Towards Data Science
Voice OpenAI TTSLearn how to apply VLMs to advanced document understanding tasks
- MultimodalEvalsGrasp Any Region +2 ·
Paper page - Grasp Any Region: Towards Precise, Contextual Pixel Understanding for Multimodal LLMs
Script GPT-4o mini Voice OpenAI TTSJoin the discussion on this paper page
- Thread ·
reddit.com: 3tuhGmLfNp
Script GPT-4o mini Voice OpenAI TTS - Dev ToolsNews ·
venturebeat.com: the teacher is the new engineer inside the rise of ai enablement and
Script GPT-4o mini Voice OpenAI TTSThe teacher is the new engineer: Inside the rise of AI enablement and PromptOps Dhyey Mavani October 19, 2025 CleoJ made with Midjourney As more companies quickly begin using gen AI, it’s important to avoid a big mistake that could impact its effectiveness: Proper onboarding. Companies spend time and money training new human workers to succeed, but when they use large language model (LLM) helpers, many treat them like simple tools that need no explanation. This isn't just a waste of resources;
- New ModelsDev ToolsLaunch +3 ·
Nanochat Lets You Build Your Own Hackable LLM
Script GPT-4o mini Voice OpenAI TTSFew people know LLMs (Large Language Models) as thoroughly as [Andrej Karpathy], and luckily for us all he expresses that in useful open-source projects. His latest is nanochat, which he bills as a…
- Dev ToolsFast AIAndrej Karpathy +2 ·
Let’s Build the GPT Tokenizer: A Complete Guide to Tokenization in LLMs – fast.ai
Voice OpenAI TTSA text and code version of Karpathy’s famous tokenizer video.
- MultimodalData InfraRAG Anything +1 ·
Paper page - RAG-Anything: All-in-One RAG Framework
Script GPT-4o mini Voice OpenAI TTSJoin the discussion on this paper page
- AgentsTrainingMeta Research +1 ·
Paper page - Agent Learning via Early Experience
Script GPT-4o mini Voice OpenAI TTSJoin the discussion on this paper page
- LaunchVmware Workstation ProTool ·
VMware Workstation Pro 25H2 Released with New Features
Script GPT-4o mini Voice OpenAI TTSVMware Workstation Pro 25H2 has been released with support for Virtual Hardware Version 22, better host OS compatibility, and a new command-line tool.
- Voice OpenAI TTS
Editors Pick Agentic AI Staff Tech News 7 LLM Generation Parameters—What They Do and How to Tune Them? By Michal Sutter - October 14, 2025 Tuning LLM outputs is largely a decoding problem: you shape the model’s next-token distribution with a handful of sampling controls— max tokens (caps response length under the model’s context limit), temperature (logit scaling for more/less randomness), top-p / nucleus and top-k (truncate the candidate set by probability mass or rank), frequency and presence
- New ModelsLaunchAnthropic +3 ·
venturebeat.com: anthropic is giving away its powerful claude haiku 4 5 ai for free to take
Script GPT-4o mini Voice OpenAI TTSAnthropic launches Claude Haiku 4.5, a powerful and affordable AI model offering near-premium performance for free, directly challenging OpenAI in the race to democratize advanced artificial intelligence.
- AgentsDev ToolsCline +3 ·
Optimizing Coding Agent Rules (CLAUDE.md, agents.md, ./clinerules, .cursor/rules) for Improved Accuracy
Voice OpenAI TTSSee how to improve accuracy for Cline and other AI coding agents by 10-15%, just by optimizing rules or agent system prompts.
- AgentsDev ToolsLangchain +2 ·
Securing your agents with authentication and authorization
Voice OpenAI TTSAgents can take action which makes proper authentication and authorization critical. Read on for how to implement and evolve agent auth.
- MultimodalNew ModelsLaunch +3 ·
Qwen3-VL · Ollama Blog
Voice OpenAI TTSOllama now supports Alibaba's Qwen3-VL.
- Script GPT-4o mini Voice OpenAI TTS
Zone 2 training is getting a lot of buzz in the fitness world. But what is it and should you care?
- TrainingEvalsMit +2 ·
venturebeat.com: self improving language models are becoming reality with mits updated seal
Script GPT-4o mini Voice OpenAI TTSSelf-improving language models are becoming reality with MIT's updated SEAL technique Carl Franzen October 13, 2025 Credit: VentureBeat made with Midjourney Researchers at the Massachusetts Institute of Technology (MIT) are gaining renewed attention for developing and open sourcing a technique that allows large language models (LLMs) — like those underpinning ChatGPT and most modern AI chatbots — to improve themselves by generating synthetic data to fine-tune upon. The technique, known as SEAL
- Thread ·
reddit.com: f7XBmoftBE
Script GPT-4o mini Voice OpenAI TTS - Dev ToolsInferenceTool ·
JavaScript Library Runs Machine Learning Models in Browser
Script GPT-4o mini Voice OpenAI TTSAsterMind-ELM is a modular, Extreme Learning Machine (ELM) library for JavaScript and TypeScript. We speak to its creator.
- AgentsTrainingStanford University +3 ·
marktechpost.com: agentic context engineering ace self improving llms via evolving contexts not fine tuning
Voice OpenAI TTSTech News AI Paper Summary Technology Artificial Intelligence Editors Pick Machine Learning Staff Agentic Context Engineering (ACE): Self-Improving LLMs via Evolving Contexts, Not Fine-Tuning By Asif Razzaq - October 10, 2025 TL;DR : A team of researchers from Stanford University, SambaNova Systems and UC Berkeley introduce ACE framework that improves LLM performance by editing and growing the input context instead of updating model weights. Context is treated as a living “playbook” maintained
- AgentsDev ToolsReasoningbank +1 ·
venturebeat.com: new memory framework builds ai agents that can handle the real worlds
Script GPT-4o mini Voice OpenAI TTSReasoningBank is a memory framework that turns every interaction into a learning opportunity, creating smarter, more cost-effective LLM agents.
- Dev ToolsNew ModelsLovable +3 ·
Elena Verna at ProductCon: Why Traditional Product Management is Dying (And What to Do About It) PART 1 Just listened to Elena Verna's (Head of Growth at Lovable) talk at ProductCon, and it was a… | Anastasiia Moskovchenko
Voice OpenAI TTSElena Verna at ProductCon: Why Traditional Product Management is Dying (And What to Do About It) PART 1 Just listened to Elena Verna
- EvalsSebastian RaschkaMmlu +2 ·
magazine.sebastianraschka.com: llm evaluation 4 approaches
Voice OpenAI TTSUnderstanding the 4 Main Approaches to LLM Evaluation (From Scratch) Multiple-Choice Benchmarks, Verifiers, Leaderboards, and LLM Judges with Code Examples Sebastian Raschka, PhD Oct 05, 2025 319 25 30 Share How do we actually evaluate LLMs? It’s a simple question, but one that tends to open up a much bigger discussion. When advising or collaborating on projects, one of the things I get asked most often is how to choose between different models and how to make sense of the evaluation results
- New ModelsAgentsLaunch +4 ·
GLM-4.6: Advanced Agentic, Reasoning and Coding Capabilities
Voice OpenAI TTS - Data InfraAgentsAcquisition +3 ·
venturebeat.com: databricks set to accelerate agentic ai by up to 100x with mooncake
Script GPT-4o mini Voice OpenAI TTSDatabricks is acquiring Mooncake to accelerate its no ETL vision, where AI agents can build applications on unified data without the costly plumbing that connects transactional and analytical systems today.
- AgentsDev ToolsLaunch +3 ·
We built our coding agent for Slack instead of the terminal
Script GPT-4o mini Voice OpenAI TTSBehind the scenes of why we built our agent for Slack.
- Dev ToolsAgentsContinue Dev +3 ·
Continue.dev - AI coding assistant
Script GPT-4o mini Voice OpenAI TTSAI-powered coding assistant for VS Code and JetBrains
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