Yesterday
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feat: integrate frontier learning architectures, dormant lifecycle & 1000-neuron workbench
- Integrated Planning & Experience MPC: added bounded 1-5 step experience MPC with value-guided TD critic V(s) to eliminate horizon truncation myopia, interactive counterfactual plan inspector, and regression guardrails
- Restored Design & Execution Contracts: closed dormant expert lifecycle (dormant identity, fitted initialization, gradual activation, contribution test, native consolidation, slot recycling), 2-channel persistent evoked graph readout (m=O(r_null), d=O(r_actual)-O(r_null) with input-dependent gating alpha), and isolated frozen query evaluations
- Frontier Continual Plasticity & Deliberation: integrated Continual Backprop (Dohare et al. Nature 2024 utility-driven reinitialization), Universal Fast-Weight Memory (Titans / uTTT associative learning), and Continuous Latent Deliberation (Coconut recurrence)
- High-Capacity 1,000-Neuron Substrate: updated launch and CLI defaults to 1,000 neurons (334/333/333 across FlyWire, MANC, Optic Lobe) with real-time web visualization an… -
feat: eliminate canvas warping, add 3D observatory & teleoperation, and ground experience-driven adaptation
