Engram

Triggers when the executing agent receives a markdown brief matching the 5-part format (Objective / Context / Steps / Expected outputs / Report back), or when the user says "follow the brief," "use the runbook contract," "report back per contract," or when a cross-machine handoff is in progress ("push branch," "fetch first," "consumer brief"). Applies to all work in the engram repo. Does NOT trigger on conversational requests that do not include a brief block.

Engram (formerly sglang-mamba) — persistent stateful inference for Mamba/SSM hybrid models on SGLang. Snapshot save/restore, 3-tier memory hierarchy, conversation_id tracking, tested across Granite, Nemotron, and Qwen architectures on H200. Use when working on the Engram repo (formerly sglang-mamba), debugging snapshot pipeline, deploying Mamba models, or running test phases.