# CTO/CIO Memory Agent

> An AI thinking partner that never forgets a decision.

**Status:** Proof of concept

## Problem

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

## What it does

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.

## Measured results

- **Hybrid** vector + BM25 (RRF)
- **Teams** delivery target

## Stack

FastAPI, PostgreSQL + pgvector, Redis, Claude, Voyage AI embeddings, Docker

## Topics

AI, Agents, RAG, Architecture

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Part of the proof-of-work portfolio of Michael Wahl — VP, Software Engineering & AI Enablement.

- Canonical project page: https://connect.michaelwahl.org/project/cto-cio-memory-agent
- Full professional profile: https://connect.michaelwahl.org/
- Machine-readable context: https://connect.michaelwahl.org/llms.txt