Prompting is Not Just Plain English
How attention dilution, vague quantifiers, and structural noise silently degrade your LLM outputs — and what the research says about fixing it.
Graphify × SWAP Integration
Graphify gives SWAP semantic priority, graph-grounded arbitration, and pre-claim coordination across the repo.
Letta and the Context Window Problem Nobody Is Solving Correctly
Letta treats the context window like L1 cache, not memory, and builds an actual memory hierarchy around that idea.