AI 教程与实战

The Gate Held, the Draft Leaked: A Three-Metric Evaluation of a Support Agent's Safety...

CCAR-P exam guide: 63 questions, seven domains, the $175 fee and differences from Foundations. A study plan and three original questions with explanations.

Most "remove burned-in subtitles" tutorials end at a before/after. The after always looks fine as a...

⭐ GitHub: github.com/grloper/plumbgraph · open source (Apache-2.0) · by @grloper ...

Weren't we supposed to be replaced by AI by now? Or at least work less? AI agents were supposed to...

The worst AI code isn't the code that crashes. Code that crashes, you notice. The worst one looks...

AI-generated code has a particular way of failing. It does not look broken. It is neatly formatted,...

Originally published on RecallRun, where the full scripts and raw output are attached. How do you...

Four AI reviewers, seven rounds, and a brand page they agreed beat its reference. Then I actually looked at it. What went wrong with the scoring.

Nine Codex config settings for a long unattended run, from approvals and network to AGENTS.md limits and secrets in the agent's shell.

Key takeaways A laptop with no GPU can run Qwen3-TTS voice cloning. Expect 3 to 6 seconds of...

Pakistani electricity bills are hard to read even when you're technical. The total jumps month to...

Introduction Have you ever created a bootable Windows 11 USB using Rufus, only to discover that your...

MemT-1.0-Nano folds past turns into a fixed-size memory you can save. What a developer decides, where it breaks, and what to measure.

Since the first week of this project, observability/prometheus/alerts.yml has contained this: -...

"Which guardrail framework should I use?" is the wrong question for a kill switch. The best...

An invoice extractor that's right most of the time is worse than useless if you can't tell which...

Imagine opening a business dashboard and finding this record: Refund request: R-204 Approved by:...

LiteLLM's postmortems trace 1.107.0 to an admin key deleted from a public repo in May but never revoked. The chain, and the git and gh habits that break it.

The first time I used the full reference allowance, the image got worse. Fourteen images: the...

I assumed 4K was the expensive thing. Then I read the price matrix properly: at 1K, max quality is...

If you build AI features for an AIOps product, a customer will ask "can we use our own LLM?" sooner...

Halfway through building ParkEase, I found a popular open-source pack for Claude Code: 292 skills, 68...

Agentic architecture is repeating service-oriented architecture's two worst mistakes, the smart pipe and the synchronous chain.

Fifteen days, twenty-five releases. PageSift went public as 0.20 on October 20; today it ships...

What 586 Real Traces Taught Us About LLM Agent Determinism How temperature selectively...

The fastest way I know to break a working LLM feature is to "just tweak the prompt" on a Friday....

Agent skills are just markdown files that an LLM will obey. Here's what malicious ones look like, how they were caught with a static analyzer, and why the MCP config file is the most dangerous line that never reaches the model.

An agent can successfully query a database and still give you the wrong answer. Ask, “How many...

Unattended LLM pipelines fail in ways a person would normally fix by editing the prompt. If the...

Notes from building ContaCal, a photo-based calorie logger for Brazilian meals. The pipeline, the hard parts (regional dishes, portions, lunchboxes) and the limits we tell users about.

Apliquei as fases do Spec Kit em uma tarefa de um projeto de previsão do Brasileirão e conferi o resultado contra a própria spec.

A team I talked to last month had a 4x jump in inference spend over one quarter. Not a crisis — they...

A Postman desktop update added its plugin to Claude Code and Codex for an existing user. Its installer is built to approve its own Codex hook. How to check.

If you've debugged a web app with an AI assistant, you know the loop: The AI asks what the console...

A personal assistant is easy to demo and hard to trust. The demo ends when the assistant answers....

This is part of my build-in-public series on running LLM workflows in n8n in production. Everything...

If you let Claude Code, Codex or Cursor drive a browser, a big part of your token bill is page...

Chunk, embed, store, retrieve, rerank and answer with citations: a complete RAG walkthrough on Pinecone's new document indexes and the Claude Messages API.

A tour of the A2A CLI against Rust agents on A2A v1.0: the official Rust SDK, a plain stdin/stdout program wrapped by a2a server --exec, and an ADK coordinator on Gemini, each timed from the CLI and from a Rust client.