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AutoSampler: MSM-convergence engine, HPC scaling, feature optimisation, analysis & UX
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Jun 30, 2026
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AutoSampler: MSM-convergence engine, HPC scaling, feature optimisation, analysis & UX
#1
dmighty007
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TeamSuman/Trails-MD:main
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Commits on Jun 16, 2026
Add MSM convergence engine and extensible ML-CV methods (Phase 1)
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Phase 2: hardening, refactor, Pydantic v2, and quality gates
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Fix CI: lazy spaces imports + narrower workflow triggers
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Phase 3: pluggable execution backends (local / SLURM / PBS)
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Add VAMP-2 input-feature selection and adaptive feature optimisation
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Add documentation, tutorials, example run scripts, and changelog
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Phase 4: VAMP-2 adaptive CV retraining + reproducible seeding
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Phase 4: VAMP-2 feature-type selection
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Implement real weighted-ensemble resampling
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Add MSM analysis and plotting utilities
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Add input-file template + autosampler-init, and a rendered notebook tutorial
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Add development changelog PDF and its generator
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Commits on Jun 17, 2026
MSM transition-matrix convergence + uncertainty-guided spawning
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Add landscape-adaptive binning (gradient / mab / eigenvector)
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docs: document transition-matrix convergence, uncertainty spawning & adaptive binning
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Commits on Jun 30, 2026
Fixed storage issue in checkpoint writer, delta writing now. Added plumed to openmm
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