01
The Gauntlet
gamified execution that turns tasklists into a scored, play-by-play run
Built on the free 777 core
The harness that compounds.
777 gives you the memory layer. Ultra gives you the engine that turns memory into advantage — the Gauntlet, Graph RAG retrieval, and the promotion pipeline that scores every lesson and promotes the stable ones.
The problem
Memory alone doesn't compound. Storing sessions is table stakes; the value comes from the engine that reviews, scores, and promotes what you learned — so each week is measurably better than the last.
What it does
02
Graph RAG
retrieval across the knowledge graph for context and hidden connections
03
Promotion pipeline
scores lessons weekly and promotes stable ones into durable memory
04
The harness
the layer that runs the library, not just stores it
Proof
- Preview Live preview: https://ai-suplex-ultra-preview.netlify.app
- Architecture Built on the public 777 core (open-core: free library, paid harness)
- Production Already running the operator's weekly memory-promotion ritual
Tech
The AI-Suplex harness
Graph RAG over a SQLite knowledge graph
the 3lm promotion pipeline
Node.js tooling