AI 教程与实战

A data pipeline fails. You open the logs, find the failed run, check the input file, and try to work...

Pass outputFormat to subagent sessions, validate structured output with Zod schemas before results reach the lead agent, and compose multi-agent workflows with type-safe JSON pipelines in Claude Code SDK v0.3.301+.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

Text is ink. Colour is a field. This is the pseudo-poetic placeholder title that Claude Design...

The European Commission has proposed Chips Act 2.0, an updated semiconductor policy framework...

The usual way to train a model on sensitive data is to pile it all into one place first. Dump every...

Every repository that lived long enough has a cemetery: files nobody imports anymore, exported...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

My Hire me page can talk. Recruiters can ask it about my work by voice or text. Here's how I built it with my Grok Bot and ElevenLabs in one morning, and how I tested it.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...

A tweet went around saying: "No human will ever write code better than LLMs. Accept this fact, stop...

Tokens per second per watt improved roughly 3.5x in two years. Here is what that does to API pricing, device BOMs and the economics of shipping a model instead of calling one.

Error-correction overhead fell by roughly 10x in five years. Here is what that curve does to drug discovery budgets, cryostat supply chains and the price of a quantum hour.

Why Forward Deployed Engineers Are Suddenly Hot: The Death of the Centralized AI...

Agents commit PHP that never met your formatter or PHPStan. A lefthook setup that blocks the commit, hands the agent the error, and survives new worktrees.

A tool call can pass schema validation and still select the wrong product, skip a prerequisite, or...

📌 Note: Interactive math rendering is currently being updated for this post. In the meantime, you...

Zero-width, bidi and Unicode tag characters hid instructions in AI rules files. How they work, plus a ripgrep check and a git hook that block them.

Summary: AI coding agents rarely lie. They do something worse for a one-person shop: they state...

# Build RAG in C# with ASP.NET Core and Qdrant Build RAG in C# with ASP.NET Core, Qdrant and Ollama:...

A few months ago my typical afternoon looked like this: four terminal tabs, four Claude Code...

Deep dive into how function calling actually works under the hood — JSON Schema to CFG compilation, pushdown automata, logit masking, and why the model literally cannot produce invalid structure.

Static analysis and LLMs are a good pairing. I'm not here to argue otherwise. But a lot of teams are...

The second client on the hot path: net/http, encoding/json and a bufio scanner for Server-Sent Events, in a static binary from a scratch image. What the standard library gives you, and the one thing it does not.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine. ...

Static rules break on novel agent actions, and blind human approvals break on volume. A concept we are evaluating: AI at the meta level drafting rules, a deterministic pipeline deciding, and a human sealing.

n8n 内部 AI 与自动化负责人 Romina da Costa 撰文分析集中式自动化团队服务台模式的天花板，称公司已有超过 12,000 条内部工作流，任何团队都无法包揽构建与维护。她的团队转向赋能文化，提出四条原则：培养各团队的构建能力、立项前先摸清现状基线、按问题而非惯性选工具、让每个工作流有归属和文档，目标是让更多团队不再依赖他们。

An opinion on how IAM should treat AI agents, as a new kind of principal that starts every session with nothing and borrows exactly what the task needs, with the user's consent.

In the first article of this series we put four 2026 context-engineering principles on one map. This...

Eight checks before an unattended Claude Code run: sleep, idle compaction, usage-limit waits, turn caps, permissions, worktrees, a test gate, a ping.

This week's Hacktoberfest theme is Ghost in the Machine. Unfortunately, I don't have enough time to...

The vibe coding argument has been running for over a year and has settled nothing, because it's a...

Somewhere between faster technology and smarter machines, we must never forget the ordinary people...

What PredictSphere taught me about orchestration, data quality, adaptive learning, and the...

I built Off the Wall, a plugin for Claude Code and Codex. It saves the corrections you give your...

Lately I've been using video diffusion models and learning more about them. As I was digging around...

A 74B vision agent model in 22 GB on one A40: 136 tokens/s with its drafter, 70 without, about 27 GB used. What the 24 GB leaves out.

If you cannot re-run a lending decision from last March and get the same answer, you do not have an...