Building a coding agent from scratch: one diagram of the agentic loop

sharpeye_wnl · x · 2026-11-15

Developer sharpeyewnl is building a coding agent without AI assistance to learn context management, memory architectures and tool registries from the inside. The shared TAKUMI architecture diagram covers a local-first agent (extensible to cloud) with a context window manager compacting above 85%, a history manager (cap→strip→fit), an agentic loop with permission-gated tools (readfile/writefile/searchfile/bash), and JSONL session persistence.

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