Nov 7 Today 02:49 Scale to 4,000 neurons, add Poseidon DV-GEM + Project TETHER + Poincare/Lyapunov, and add 17x17/15x15 mega-arenas 02:01 Add Tandem Max orchestrator (Sections 01-05), Dendritic LTC sub-graft, Oscillatory Coherence engine, new complex worlds, and restored 2D/3D visualizations Nov 6 Yesterday 23:45 feat: frontier apex omnibus mode, 2000-neuron connectome scaling & complex environments 20:58 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… 10:56 feat(supermix): ground-breaking integration of continuous neurogenesis, homeostatic drives, mimomix deliberation, and dynamic complex ecology 
