A developer reports that a custom 'harness' around Claude Code reduced effective token costs by a factor of 6.94 over 29 days, allowing the AI coding agent to handle more work before hitting usage lim…
A final-year project called ANAMNESIS, running to April 2027, addresses a gap in LLM memory systems: facts recorded correctly can later become false as the world changes, and no existing system foreca…
A developer's personal LLM knowledge base, mnzrBrain, gained autonomous maintenance and safety features in June 2026, adding a nervous system for automatic recall and an immune system to prevent data …
The third article in the Project Hydra series names the slice the author will build as a final-year project: ANAMNESIS, a fact-checker for AI memory consolidation that verifies claims before they ente…
An engineering study testing whether a weak large language model wrapped in strong scaffolding (retrieval, toolset, verification loops) can match frontier-level performance finds that the harness clos…
A developer created an 'Operating Standard' document that encodes a portable doctrine for AI coding agents, enabling cheaper models like Sonnet and Opus to match the conduct of frontier models without…