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Jan 25, 2026 Project: #Biznetrix

AI Service Layer — Context, Caching, Provider Model

focused

Short follow-up session: wired the first real AI service layer. AI provider model, context resolution service, and a cache service to avoid hammering the AI APIs on repeated identical queries. The architecture pattern is clean — AI provider config lives in the database, context is resolved at request time, and responses are cached by content hash.

These three services look small but they are load-bearing. Every AI call in Biznetrix will flow through this stack.

Lessons Learned

Cache AI responses keyed by content hash from day one. The cost savings compound quickly once traffic arrives.