Pillar #3 — L3 Memory

Framework Comparison Matrix

## §3 — Feature Matrix (D1 / AC#1) Key: S=small (<8h), M=medium (<80h), L=large (>80h); EVIDENCE...

Cost Analysis

## §4 — Cost Matrix Monthly (D2 / AC#2) Load assumptions per forged prompt D2: 200 queries/day ×...

Integration Effort

## §5 — Integration Effort Estimate (D3 / AC#3) | Framework | hours | dependencies | blocking_ta...

Winner: Mem0 Self-Hosted

## §6 — Recommended Winner + Rationale (D4 / AC#4) **Pre-condition gate:** /tmp/forged-99124-evi...

Migration Plan

## §7 — Migration Plan (D5 / AC#5) Winner = Mem0 self-hosted. No migration away from existing de...

Pillar #9 Interplay & OAuth

## §8 — Pillar #9 Interplay + OAuth (D6 / AC#6) ### Topic 1 — Memory-layer location (laptop vs V...

Validation Harness (20-Query)

## §9 — Validation Harness — 20-Query Golden Set (D7 / AC#7) **Chip-huyen SC-3:** 20 queries fro...