Sources

July 20, 2026 · View on GitHub

Primary stack (this author)

  • Context engineering discussions (what the model sees this turn)
  • Agent memory systems (Mem0, Letta/MemGPT-style tiering) — we stay store-agnostic; markdown first
  • Maker/checker and harness engineering patterns from the broader agent coding community

How this repo relates

Turn “agents need memory” from a product claim into copyable patterns + init/audit CLIs, the same way loop-engineering did for loops.