The first time I shipped a tool-using agent, it kept calling the wrong tool. Not occasionally — often...
Designing tools so an LLM actually calls them correctly: 5 patterns from the CCA-F blueprint
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My Anthropic bill dropped from $312 to $156 after I added two bash hooks to Claude Code
Claude Code의 PostToolUse·PreToolUse hook을 PostBash·PreCommit으로 연결해 production 안전망을 직접 설계한 1인 SaaS 운영기. 실제 비용·에러·모니터링 디테일 포함.
Google just shipped an official "agent-ready" toolkit. Here's the one thing it can't measure.
Chrome's new Agent-Ready Toolkit checks whether your site EXPOSES WebMCP tools. It can't tell you whether an agent actually CALLED one. Here's why that gap matters and how to close...
Give Your Agent a Type Signature: Contract-First Output Beats a Smarter Judge
Every agent you put in production is a function with no type signature. You prompt it, it returns...