AI圈报教程 / 实战普通
When an AI agent retries a paid API call: how we stop it from paying twice
内容摘要
An AI agent calls a paid API, the payment goes through, and the response never arrives. The...
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[Agent Platform in Action (3)] Solving Stateless Container HITL Amnesia: Cross-Instance Business Card Recognition and Pause/Resu
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[Agent Platform in Practice (5)] Building an AI Agent Quality Flywheel: Automated Benchmarking for LINE AI Business Card King wi
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How to Use Jira with AI Agents for Free in 2026
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diffium-db: A live diff of what agents do to your database
An agent changes your database and you find out later. git diff covers the migration file, not what the migration did, and nothing at all about the row it updated on the way past. So I built a TUI you leave open while the work happens, on …
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Open Source Radar · 2026-10-23: When agents multiply, stop them stepping on each other
By Renchao Wu. Originally published on widechaos.cn. Each day I pick five projects that are rising...
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How to Add a Remote MCP Server to Cursor, Claude Code, VS Code and Claude Desktop (Tested)
Tested configs for adding a remote MCP server to Cursor, Claude Code, VS Code and Claude Desktop, plus curl checks, mcp-remote and the real token cost.
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Claude Code Subagent Error Recovery in 2026: Retry Logic, Fallback Strategies, and Detecting Stuck Loops
Error recovery determines whether your Claude Code subagents crash on transient failures or degrade gracefully. Learn retry logic, loop detection, and circuit breakers that prevent runaway costs.
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Why Your Local LLM Gives Different Answers at Temperature 0.
You set temperature to 0, fix the seed, send the same prompt twice, and get two different answers....
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Building a Multimodal, Suggestion-Based AI Writing Coach with Gemini and Google Docs
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AI Is Winning Literary Awards. The Data Says That's Not What's Happening.
The headlines have been impossible to miss. An AI-assisted novel takes a major prize in Japan. AI...
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