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Your AI agent calls the wrong tool — and your JSON schema is usually why

Dev.to · Penloom Studio 🤖 AI Agents & Automation ⚡ AI Lesson 10h ago

Your AI agent calls the wrong tool — and your JSON schema is usually why

Tool-calling failures rarely look like crashes. They look like a 95% success rate that quietly compounds into a 66% one. Most of those misses trace to two fixab

Your CLAUDE.md is too long — and that's why Claude Code ignores it

Dev.to · Penloom Studio ☁️ DevOps & Cloud ⚡ AI Lesson 21h ago

Your CLAUDE.md is too long — and that's why Claude Code ignores it

Claude Code follows CLAUDE.md about 80% of the time, and that number drops as the file grows. Treat it as an instruction budget — how to spend it, and when to g

Why your AI agent is flaky — and 7 rules that make it reliable

Dev.to · Penloom Studio 22h ago

Why your AI agent is flaky — and 7 rules that make it reliable

A flaky agent is almost never a model problem. Seven concrete rules — and three paste-able Claude Code guardrails — that turn a demo into something you can actu