Anthropic's Fix: 2 Agents + 3 Files for Cross-Session Memory

sujingshen · x · 2026-07-03

Anthropic's solution to the Agent memory problem is surprisingly simple: an initialization Agent breaks down tasks (like cloning claude.ai) into a 200+ item feature list, each marked "failed". Every time the coding Agent starts, it reads three things—the feature list (what to do), a progress file (where it left off), and the git log (correctness). It then executes exactly one task, commits, updates progress, and passes the state to the next Agent. The entire flow relies on files, not memory, to transfer context.

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