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CTO/CIO Memory Agent

Proof of concept

An AI thinking partner that never forgets a decision.

Problem: Leadership decisions and their rationale evaporate; the same ground gets re-litigated.

A persistent institutional-memory agent for engineering leadership. It stores decisions, incidents, and org knowledge and retrieves them with hybrid semantic plus full-text search (Reciprocal Rank Fusion). The thesis: the model is a commodity, and the accumulated institutional context is the defensible product.

Hybrid vector + BM25 (RRF)Teams delivery target

Stack

FastAPIPostgreSQL + pgvectorRedisClaudeVoyage AI embeddingsDocker