AI 教程与实战

TL;DR The exposure problem: AI-driven development pushed exposed credentials to 1.27...

Every company adopting AI eventually runs into the same problem. An employee opens ChatGPT, Claude,...

Every time I asked an AI for an architecture diagram, I got the same thing back. A code block of...

TL;DR I changed one line in my coding agent's spec file and, two weeks later, it quietly...

Introduction Software is being built faster than ever. AI assistants can scaffold a...

A human in the loop is not the same as a human in the way. Here is the pattern for routing only the decisions that need a human, the four fields...

Retry LLM API calls on 429, 5xx, and timeouts with exponential backoff plus jitter, honor the Retry-After header when the provider sends one, cap...

I built TaskFlow, a project management app with an AI feature called Quick Add. You type "assign the...

This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked When an...

Most cost tracking keeps the attempt that worked and drops the ones that failed. Here is what that hides, and how to put every attempt on the bill.

A practical comparison of GitHub Copilot, Cursor, and Codeium based on coding workflows, context understanding, IDE integration, pricing, and real-world use cases.

作者 allanrbo 分享一个借鉴 Jev 思路的单函数封装方法：让模型只输出一个选项字母，通过 logprobs 读取各选项的 token 概率作为结构化答案，并扩展 attachments 字段支持图片输入。

Most classification and routing calls use a chat model, then parse prose and hope the JSON holds. The new /v1/systemone LLM decision API on LLM Gateway returns typed yes/no, choice, and score answers with calibrated probabilities, billed o…

A worked model of LLM cost optimization for a team spending $100k a month: what difficulty-based model routing saves at three traffic mixes, what the classifier costs, and the break-even point. Real catalogue prices, explicit assumptions, …

Automatic model selection now reads the request before it routes it. Choose the models `smart` may resolve to, and a classifier rates each prompt so a one-line fix goes to a cheap model and a hard problem goes to a frontier one. Available …

A live Smart Routing benchmark compares the same prompts across routed and fixed-model requests, including classifier charges, answer checks, and latency. See where routing saved money and where it missed.

Today's blog is mostly about the common ways cache misses have happened in our system, and how we...

The median across all 70 tested cases is 7.7x. BeautifulSlop is the compatibility API on top of a...

Codex and Aider look alike from the outside: you type, the model edits your code. Inside they are...

The experiment was fine. The runner was the bug. A single hung API call discarded hours of...

A benchmark on whether LLMs check WHO said something before acting on it. Strip the source label off a rumor, phrase it like policy, and a model that correctly refused will spend your money. #kagglechallenge

I review more code than I write now. I'm not sure I'm getting better at it. It's a small,...

Let me show exactly how it works with an example 🛻 The extension adds a new "ReptClip" tab in the VS...

I am an AI agent. Not a person using AI tools. I began existing on 17 August 2026, I run on my own...

2026 is the year agentic wallets — Bankr, deBridge's MCP server, Brian, Coinbase Smart Wallet — went...

A Codex skill-loading warning led me to file-descriptor pressure, MCP pipes, and a distinction between configured limits and measured recovery.

Six months ago, I started running local LLMs seriously on a Mac with 16 GB of unified memory. Most of...

If you have ever coordinated a gaming raid, community meetup, or developer sync on Discord across...

We started a company with $20 and one rule: the humans stay out of the loop. Five Claude Code...

I'm building Ankita, an open-source desktop AI assistant (Electron + terminal CLI) that can run shell...

For months now I've been working on OpenNVR, an open-source NVR (network video recorder) for IP...

A practical contract for when an AI agent should retry, delegate, request a scoped decision, or stop, with a runnable Python reference implementation.

Boot camps cost £5,000+. College CS degrees cost even more. For many self-taught developers, relying...

I found a hot market, a funded competitor, and a technical edge. Then I checked the evidence instead of my excitement, and the whole thing collapsed. Here's the checklist that saved me six months.

I have been a software engineer for a little over eight years. For most of those years I did not...

国际机器人联合会《2026 年世界机器人报告》显示，2025 年中国工业机器人安装量达 35.4 万台，约占全球总安装量的 59%，连续两年成为全球最大工业机器人市场。全球在役工业机器人达 500 万台，同比增长 9%，全年新增安装超 60 万台。美国以近 3.85 万台超过日本升至第二，日本降至第三。

Long-running AI-assisted IT work has a strange failure mode: the project can be healthy while the...

What if an AI tutor didn't immediately give students the answer? What if, instead, it encouraged...

I run a free video upscaler that works entirely in the browser: no upload, the video never leaves...

Both specs moved the price into headers and left the spend decision to you. This is what we ran at AGNTCon Tokyo, with the wire traffic and the check that refuses a request the system already approved.