April 14, 2026
Simfolk launched on April 14, 2026
Simfolk is now live for building human-faithful twins from behavioral data and running cohort simulations for decision support.

[ What's New ]
Simfolk (behavioral twin cohorts), DuckAI (OCR sidebar copilot), NCG/ARIA research—dated posts in one place.
April 14, 2026
Simfolk is now live for building human-faithful twins from behavioral data and running cohort simulations for decision support.


DuckAI, the OCR sidebar copilot with Slack, GitHub, and Google integrations, is scheduled to launch on May 17, 2026.
April 12, 2026
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The `ncg-torch` toolkit and GitHub v0.1.0 release make NCG reproducible for continual learning workflows and benchmark validation.
January 14, 2026
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Additional NCG findings and reporting refinements were shared as the continual learning program advanced.
December 12, 2025
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ARIA explores an integrated architecture for continual learning, combining sparse routing, cortical-column-inspired modularity, and Hebbian memory mechanisms.
November 21, 2025
Read updateRESEARCH
NCG introduces novelty-triggered expansion for continual learning, with validated forgetting reductions and clear disclosure of known limitations.
September 20, 2025
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