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My Local AI Coding Toolkit: How I Keep Agents Fast and Token-Efficient
Ammar Najjar · August 23, 2026 · 15 min readAI coding agents have become part of my daily workflow. I use OpenCode and Claude Code for everything from exploring unfamiliar codebases and investigating bugs to implementing changes, reviewing code, and working through architectural questions.
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