Nov 7 Today 10:11 feat(frontier): scale connectome to 6500 neurons, add spectral graph diffusion, multi-branch dSpikes, active inference, causal path tracing, and LOD observatory 05:36 feat(sancf): implement SANCF virtual neural communication fabric and 6,000-neuron connectome architecture - Section 0-3: Immutable feature inventory, literature review, SANCF architectural design in docs/research/.
- Section 4: Additive virtual neural comm fabric alongside scalar plastic grafts with zero-init residual gain (gamma=0.0).
- Section 5: Continuous, uniform quantized, VQ codebook, orthogonal mode, and impaired (latency/drop/burst/ARQ) channels.
- Section 6: Six topology strategies (random, anatomical, centrality, perturbation, low-rank, hybrid).
- Section 7: Multi-objective replay trainer with candidate rollback and non-leakage execution.
- Section 8: 10-arm matrix benchmark and 7-mode NeuroWave oscillatory multiplexing assay.
- Section 9: 6,000-neuron scaling across FlyWire, MANC, and Optic Lobe with 128 MaleCNS prior and 256 Overflow Mini-Brain.
- Section 10: Opt-in World4D tesseract bypass environment and zero-escape permissioned Digital Tool Arena.
- Section 11: Server-owned background SimulationWorker with uncapped steps-per-second mode.
- Section 12: Causal connectome disc… 03:15 Add uncapped MAX steps/sec speed mode, SOC Criticality Avalanche Homeostat, and Holographic VSA Working Memory 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 00:37 feat: neural graft training, verified connectome caches, CPU compute budget & contract repairs Nov 6 Yesterday 23:45 feat: frontier apex omnibus mode, 2000-neuron connectome scaling & complex environments 21:40 feat: architectural advancement & technical review grounding 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 10:14 feat: eliminate canvas warping, add 3D observatory & teleoperation, and ground experience-driven adaptation 07:08 Groundbreaking innovations: astrocytes, FEP predictive coding, Gromov-Wasserstein alignment, canvas fix 06:51 Initial commit of SYNAPSE developmental connectome intelligence research lab 
