Paper drafts and research handoff
Why we tried it, what the evidence showed, where progress stopped, and possible next steps.
OPEN SOURCE / HUGGING FACE
From source and model weights to paper drafts and experiment records: explore the work and go directly to Hugging Face to read or download it.
01 / START HERE
36 source collections, engineering extensions and reproducible records, with per-project provenance, licenses and scope.
View on Hugging Face ↗MODEL ↗Trained weights and offline inference for a 2D simulation task, using state and action inputs.
View on Hugging Face ↗Why we tried it, what the evidence showed, where progress stopped, and possible next steps.
Public demonstrations, figures and execution records, with protocols and controls.
View on Hugging Face ↗02 / PROJECT DIRECTORY
37 projects
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Planning
Optional planning and runtime engineering, with original attribution and the recorded validation limits retained.
Evaluation
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Data and protocols
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Evaluation
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Recorded demonstrations, reproducibility guides, research evidence and engineering records.
Web and tools
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Web and tools
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Web and tools
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Sparse-dynamics initialization and early optimization diagnostics; no demonstrated large-model learning advantage.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Planning
Mechanism audits, negative results and exact decision-value tests; the positive calibration case matches full Bayesian planning.
Engineering
Curated numerical engines, inference SDK and research code. Production, account and financial operations are excluded.
Engineering
From-scratch state dynamics research, simulation collection and evaluation source with the recorded scope.
Engineering
Reviewed source, configuration and research records for this project. Original component licenses and validation limits are retained.
Research
Curated learning, review and research-workbench modules, not a complete application release.
Models
An actual trained 417,042-parameter state dynamics ensemble with numerical weights and offline inference. Limited to full-state 2D simulation.
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This is a directory of technical source and research materials, not a training dataset. Complete scientific records are in the component archives. Per-project and upstream terms apply, including noncommercial or other restrictions in some extensions. Project notes state the scope of paper drafts, simulation models and engineering interfaces.