Reading up on Engram
2 deep · digging since jan 14
- The Limit in the Loop
As AI agents scale, stateless interactions fail, making memory a systems problem requiring active maintenance—write control, deduplication, and purposeful forgetting—rather than simple storage.
- Engram: How DeepSeek Added a Second Brain to Their LLM | rewire.it
DeepSeek's Engram architecture adds conditional memory via N-gram lookup tables to LLMs, improving knowledge and reasoning benchmarks by offloading static pattern reconstruction from neural computation.