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Simfolk (behavioral twin cohorts), DuckAI (OCR sidebar copilot), NCG/ARIA research—dated posts in one place.

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.

Simfolk launched on April 14, 2026 thumbnail
DuckAI launch announced for May 17, 2026 thumbnail

DuckAI launch announced for May 17, 2026

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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NCG open-source release and toolkit availability thumbnail

NCG open-source release and toolkit availability

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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NCG progress update thumbnail

NCG progress update

Additional NCG findings and reporting refinements were shared as the continual learning program advanced.

December 12, 2025

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Introducing ARIA integrated architecture research thumbnail

Introducing ARIA integrated architecture research

ARIA explores an integrated architecture for continual learning, combining sparse routing, cortical-column-inspired modularity, and Hebbian memory mechanisms.

November 21, 2025

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RESEARCH

Introducing NCG continual learning research

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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