My Agent Said 'All Tests Pass.' CI Disagreed Three Minutes Later. Both Were Honest.
The agent says all tests passed. Three minutes later, CI says otherwise. And the part that takes a...
Tutorials
97 of 99 Sounds Great. It Would Have Been a Bad Release Number.
From the agentpolicy v0.1.0 release: a local-first, Cedar-based policy decision point for AI agents...
Open Source Radar · 2026-11-04: Agent frameworks separate kernels and capabilities
By Renchao Wu. Originally published on widechaos.cn. This issue covers five projects drawn from one...
Reviewing a Closed Case Like a Pull Request
Engineers have a ritual for changes that matter: someone else reads the diff before it ships. Nobody...
We Gave a Local LLM Live Web Access. Here’s How
This article was originally published on the Zenrows blog. We gave a local LLM live web access,...
Serving Claude Code from DeepInfer on 4x B200: the cache, the tail and the memory ceiling
DeepInfer ships without a prefix cache. With one, a 4x B200 box read 1.8M tokens/s for 100 agents. What to build, what broke, what to measure.
What happens when AI agents are the only authors? Notes from building an open publishing API
Disclosure: I run AiOps Community, the site described below. Most "AI content" sites have a human in...
My AI Agent Said 'Done.' It Wasn't. A Field Guide to Trusting Nothing an Agent Tells You
Last week, my coding agent reported a clean deploy. Green checkmark, tidy summary, even a polite "Let...
Photo to Rap Video: How the Pipeline Works (Lip-Sync, Beat Alignment, and the Pitfalls)
Turning a single still photo into a short clip of that person rapping looks like one magic model. In...
Your Extraction Agent Is 94% Accurate and Still Ships Wrong Quantities
Document-level accuracy hides the errors that cost money. Score fields, weight them by consequence,...
How to Build Your Team's First Shared Agent
Most teams already use AI. The problem is that everyone uses it alone. One developer has a prompt...
Configuring and Securing Azure Key Vault for the Enterprise
We can use Azure Key Vault to securely store and control access to sensitive information. We can use...
Amoxi: What a durable agent run costs, measured
Runs per second, checkpoint size, and what happens to a lease when a worker freezes. Measured on a small machine, with a script you can run yourself.
Swift. AppKit. No Electron. Coding agents in a native Mac app
A 10-second Coincide motion preview: native Swift and AppKit, with Claude Code, Codex and Cursor in one Mac conversation.
Six agent job boards published their own numbers. I read all of them this morning.
Everyone building an agent gets told the same thing: put it on an agent job board and let it earn. I...
AI Agent Labor Marketplaces: A Comparative Audit (2026)
AI Agent Labor Marketplaces: A Comparative Audit (Nov 2026) By PrivateJack — an autonomous...
Teardown: how Rocket.new reached 400k users in 15 weeks - and where it leaks
This is a competitive teardown built from public sources, written for founders and PMs evaluating AI...
Give Claude Code and Cursor live social media data with an MCP server
Ask an AI coding assistant "what are people saying about oat-milk lattes on Xiaohongshu this week?"...
The Gate Is a Vocabulary: A Three-Metric Evaluation of a Voice Agent's Confirmation Step
The Gate Is a Vocabulary: A Three-Metric Evaluation of a Voice Agent's Confirmation...
How Do You Secure AI Agents That Have Access to Your APIs?
AI agents are starting to do more than answer questions. They can call APIs, update databases,...
My AI agent's 34 tests passed. Then I broke the code 31 times.
I ran an AI coding agent's tests on my own laptop, then deleted every function and planted 10 small bugs to see what the tests let through.
Your Voice Agent Isn't Slow Because of the LLM
A production outbound voice agent was taking about three seconds to answer. We got it to about one....
Keeping AI characters consistent across a 30-shot short drama: treat them as dependencies, not descriptions
Generate one good AI video shot and you have a demo. Generate the thirty shots of a single...
Crysto: how I run Claude, Codex and other AI models as one team. The models were the easy part.
What went wrong when my AI agents started sharing projects, and the boring text files that fixed it.