btc
llmgate
ML-Lightning — Online Learning for Node Liquidity as a Protocol
Open-source RL agent + telemetry-sharing protocol where every node runs the same learner, producing a global-optimum liquidity allocator.
lightningmlreinforcement-learningopen-sourceliquidity
ANGLES §16. Re-anchors ranked #11 (managed service, 21/30) as a research-contribution protocol leveraging the operator's AI edge. Customers: LSPs (Lightspark/Breez/Voltage/Amboss), managed-channel wallets (Phoenix, Greenlight), exchanges running routing nodes. Primitives: constrained-MDP RL + GEPA-style textual feedback + Lightning Terminal/Amboss data. Kill: Lightning Labs releases lnd-learn OSS before EOY 2026 with 70%+ top-100-node adoption.
source: ANGLES.md#16