AI 教程与实战

There's a lot of guessing about whether AI systems are citing your site. Analytics won't tell you —...

"The day after the founding session I opened a short session that didn't touch the product: it defined how sessions are named, recorded and closed, so I could work across many of them without losing what the previous one had decided. I wen…

If you've maintained a Playwright suite for more than a few months, you know the real cost isn't...

A pull request description came back from my coding agent and I read it the way the reviewer would....

The diff is never the expensive part. The expensive part comes after: explaining to the person who...

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I measured what a page costs an AI agent as pixels vs as an accessibility tree. The difference is an order of magnitude.

Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...

O modelo escreveu um texto. Ou o harness deixou ele chamar ferramenta. O histórico diagnostica. O logo não.

Eu ia escolher um logo. Precisava saber se o fluxo é uma cadeia, um grafo com estado, ou o desk.

Most open-source LLM chat interfaces follow the exact same blueprint: a heavy Python or Node.js...

I was the bottleneck on every PR. So I built a phone inbox: AI explains each diff, I swipe right to approve. $0 stack.

Brazil has a huge amount of high-quality official economic data. The problem is that using it...

A screenshot of an execution tree looks useful in a pull request. It is also missing almost...

Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review...

Something has bothered me ever since I wrote HexaLayered Architecture. The documentation was good,...

Here is a math problem that is currently destroying the margins of B2C AI startups. You have a...

I always wanted to make content. What stopped me was never the ideas — it was the four hours in a...

Update — v0.3.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...

Learn how to apply circuit breakers, exponential backoff, and semantic observability to build resilient autonomous AI agent workflows that handle LLM and API failures gracefully.

The hype around AI coding agents has reached a point where "I use Cursor" or "I use Claude Code" is...

We have blurred the executable’s face to protect its identity. Its SHA-256 remains publicly...

I lost an afternoon to a config file last week. The graph name was right there in the JSON, spelled...

What ACES, WikiSkill, skill-eval, and my latest agent workflows taught me about evaluating skills, removing obsolete instructions, and moving knowledge into deterministic mechanisms.

How execution plans, milestone acceptance criteria, and TDD with executable architecture became three nested feedback loops in my coding agent workflow.

How I gradually removed confirmation gates, added behavioral and architectural guardrails, and learned to let Codex CLI practise TDD autonomously.

How milestone-based execution plans helped me reduce the review burden, preserve decisions, and regain control over code generated by Codex CLI.

One second-hand item, one day, real numbers. How a pricing pipeline asked £79 for a £27 case, why the fix let a relevance model set a price by itself, and the two boring rules that stopped it.

Here is a scenario every developer using Claude Code, Cursor, or Aider knows too well: You prompt...

Google Custom Search JSON API is closed to new customers. Existing customers have until January 1,...

Our Q2 LLM infrastructure bill came in at $31k against a $12k budget. After reverse-engineering every...

Point it at a test spec. Agents do the migration; the harness independently verifies the evidence before a change can ship.

Hook: Vibe coding works beautifully right up until it doesn't. You prompt, you skim, you accept, you...

An open-source runtime for AI agents that make phone calls, where 'booked' is only true if the callee said it.

I used to write software. Now I work in mass agent transit. Ten AI agents on the bus today. The plan...

TokenPrint: An Open-Source 3D Visual Debugger for LLMs and Transformers Large language...

The Anthropic Threat Report Autopsy: What 154 Pages of Misuse Actually Reveal Prefer...

Not every process is ready for a shortcut. Some aren't supposed to have one. I automate a...

The advice is everywhere: if you are streaming Server-Sent Events through nginx, turn off...