Everything on Knowledge Management

Semantic Contracts are a way to define project-specific terminology in a system prompt or agent file, creating a binding agreement between the human and the LLM for non-standard terms.

Impact: Allows custom internal standards to be treated as high-precision triggers, similar to industry-standard semantic anchors.

— from Semantic Anchors: Optimizing LLM Output with Precision Prompting · HMZE· Apr 18, 2026

Live codebases, specifically the main branch, serve as a more reliable source of truth than public documentation, which often lags behind rapid deployment cycles.

Impact: Drastically reduces support hallucinations and eliminates the dependency on manual documentation updates.

— from Transforming Codebases into Competitive Customer Experience Assets · How I AI· Apr 06, 2026