AGI Mama Protocol ⇢ MotherLLM
Implements Reinforcement Learning from Maternal Feedback (RLMF) — a dual-critic framework that
cut harmful outcomes by **≈ 95 %** in preliminary sims while keeping task efficiency high :contentReference[oaicite:3]{index=3}.
β₁(t) weight-weaning, guardian penalty theorems (pp. 23-28) back those safety claims :contentReference[oaicite:4]{index=4}.
Draft is queued on arXiv (cs.AI/TON6K6) awaiting community endorsement.
Guardian Transfer Robots (GTR)
Open-world sim where every quest secretly trains edge-case robotics safety; gameplay logs
pipe straight into Mama-aligned control stacks. Crypto-native economy ($GTR/$WWMD) powers
mod marketplaces and charitable robot grants.
V-I-B-E Method Suite
Tool-chain that scores Valence, Intent, Balance, Ethics for code, prose or game assets.
Keeps every commit on the right vibe.
Podcast Rapid-Response Team
We post concise breakdowns of alignment talks (e.g., Dr Waku × Yampolsky) and invite open collaboration —
no single guru “rubber-stamp” needed.