AI handles incidents, engineers lose touch with their systems
Top Hacker News discussion.
sylvainkalache
Context Window is the daily AI brief for applied AI builders. Subscribe free →
Feature
AI App Builders Speed Up Development but Leave Deployment Gaps
While AI tools accelerate app creation, challenges remain in successfully launching products to users.
Why it mattersAI app builders excel in rapid prototype creation but falter in deployment, leaving a gap in the application lifecycle. This highlights the need for integrated solutions that ensure seamless transitions from development to deployment, addressing testing and user engagement challenges.
Read full article →Sign up for the daily AI brief
Each morning: models, tools, research, and conversations distilled from across the web — with why they matter for builders.
Around the Web
AI Workstations and Design
AMD unveils Threadripper Halo Station, an AI workstation packing 96 cores
Top Hacker News discussion.
tomshardware
AI Agents: The Good, The Bad
messa is live, agent over text
2 weeks ago, I announced here that I am building a powerful multi-agent harness that works over your text. No app or internet required. It did turn out to be powerful and Gets things done. Connects to over 1400+ apps, H…
r/AI_Agents
Nothing is a black box, agent transparency matters more than capabilities right now.
So here’s where i’m at: i have a few agents running across different tools for summarizing PRs, updating Notion boards, occasionally sending emails through Gmail. Standard stuff. And for a while my main concern was “doe…
r/AI_Agents
Cekura / Cyara / TestMu Agent Testing, are these even solving the same problem?
been looking at voice agent testing tools and I think I'm comparing products that only look like the same category from 20 feet away. Cekura Cyara TestMu Agent Testing Hamming Hammer/Empirix everyone can technically end…
r/AI_Agents
Tools
sentence-transformers/all-MiniLM-L6-v2
Trending AI model on Hugging Face — sentence-similarity.
🤗huggingface
DietrichGebert/ponytail
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
github | stars 127,557
zhaoxuya520/reverse-skill
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base S…
github | stars 34,681
Build
EP224: MCP vs RAG vs AI Agents
An AI agent is kind of an AI system where the agent performs the task autonomously and takes the decisions.
blog.bytebytego
The alpha playbook: AI for investment professionals
The alpha playbook: AI for investment professionals
thoughtworks
Kimi K3: Are we entering a new multi-model era?
Kimi K3: Are we entering a new multi-model era?
thoughtworks
Research
Formation Matrix and Energy-based Control of Multi-Agent Systems
This paper presents an energy-based controller for a multiagent robotic system designed to achieve and maintain a specific formation while moving on a plane and avoiding collisions between agents. The controller emulate…
arxiv
Terminal-Universe: Turning Agent Trajectories into Scalable Terminal Environments
As terminal-based code agents become prevalent, agent trajectories have accumulated at scale, while realistic, executable environments remain scarce. However, environments are what agent post-training actually requires:…
arxiv
Clean Engineering, Unstable Measurement: A Preregistered Reliability Failure of Black-Box LLM Observers on Shared Endpoints
Language-model judges now gate training data, score generations, and drive leaderboards. The judge is then a measurement instrument, resting on one rarely stated assumption: the same request, sent to the same model name…
arxiv
Playbooks
Build Production-Ready Agents with the GitHub Copilot Harness and Agent Framework
Developers increasingly want to build agents that can reason about code, modify files, execute commands, interact with developer tools, and work across entire repositories. While GitHub Copilot already provides a powerf…
devblogs.microsoft
Quantifying infrastructure noise in agentic coding evals
Infrastructure configuration can swing agentic coding benchmarks by several percentage points—sometimes more than the leaderboard gap between top models.\n\n
anthropic
Announcing LangGraph v0.1 & LangGraph Cloud: Running agents at scale, reliably
Our new infrastructure for running agents at scale, LangGraph Cloud, is available in beta. We also have a new stable release of LangGraph.
langchain
News
5 Free LLM API Providers You Can Use in 2026
Explore five free AI API providers for accessing large language models, fast inference, multimodal AI, and agentic applications without paying for API usage.
kdnuggets
OpenAI's rogue agents were caught communicating via public wikis
Here we go again... Discovery of a new OpenAI agent message board by Sydney Von Arx, Cormac Slade Byrd, Spencer Kitts, and Thomas Larsen describes the latest accidental cyberattack by models being trained by OpenAI. Thi…
simonwillison
Introducing Divi AI Agents
I am excited to announce the release of Divi AI Agents for Divi 5! This is a big one. The Divi AI Agent is an intelligent command interface built directly into Divi that understands natural language and can take real ac…
elegantthemes