Tier 6 · Broader agent research Agent research · fetched 2026-07-02

L2MAC

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.

View source on GitHub

Key takeaways

01
External memory + control flow lets agents exceed the context window
02
The stored-program computer is a productive metaphor for long tasks

Flows built on this research

Memory & 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.

4 steps · 90-120 minutes