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Agent Research
Tier 6
L2MAC
Summary
The LLM Automatic Computer framework (ICLR 2024): treats the LLM as a CPU with an external memory unit, generating large, consistent codebases far beyond a single context window.
Key Takeaways
- External memory + control flow lets agents exceed the context window
- The stored-program computer is a productive metaphor for long tasks
Reliability Note
Official code for a peer-reviewed paper.
Flows informed by this source
1Memory & Context
Cross-Session Project State
Keep long-horizon work coherent across many sessions: externalized project state that any session can load, advance, and hand off.
01Design the project-state document
02Implement the session-start protocol
03Implement the session-end advance
+1 more steps to Done
Best forproduction-grade builds with strict verification
4 steps90-120 minutesAdvanced