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Upstream project repository
Serialization support for Python constructs used in distributed and interactive computation.
Investigate Which closure-capture patterns round-trip with identical outputs under the same pinned Python version?
Upstream project repository
Pairwise and marginal visualization of multidimensional samples.
Investigate Do plotted marginal summaries correspond to explicitly specified bins and quantiles of a fixed synthetic sample?
Upstream project repository
Numerical tools and solvers for convex optimization with Python interfaces.
Investigate Do candidate quadratic-program solutions meet independently recomputed feasibility and duality-gap bounds?
Upstream project repository
A modeling language for convex optimization problems with numerical solver interfaces.
Investigate Do solver outputs satisfy primal feasibility and Karush–Kuhn–Tucker residual tolerances for a fixed convex quadratic family?
Upstream project repository
Task graphs and parallel collections for array, table, and general Python computation.
Investigate How do chunk layouts change floating-point reduction error for the same input array?
Upstream project repository
Versioned research-data management and provenance workflows built on Git and git-annex.
Investigate Does a bounded local workflow record enough input identity and command provenance to identify a changed derived artifact?
Upstream project repository
Dataset loading and transformation tools useful for preserving example identity, split boundaries and preprocessing provenance in AI experiments.
Investigate Can a tiny authored corpus retain row identity and split membership through mapping, filtering and caching?
Upstream project repository
Evolutionary algorithm components for population-based optimization experiments.
Investigate How do mutation probabilities affect success frequency under a fixed evolutionary-search budget?
Upstream project repository
Deep-learning optimization system for investigating distributed training memory, communication and state partitioning.
Investigate Does a selected optimizer-partitioning configuration reproduce a single-process parameter update on a tiny synthetic model?
Upstream project repository
Phylogenetic tree manipulation, simulation, and analysis in Python.
Investigate Do split-based distances agree with explicit bipartition-set comparisons for fixed leaf-labeled trees?
Upstream project repository
Serialization of Python objects and interpreter state for research workflows.
Investigate Does restoring a generated stateful object preserve a predefined sequence of deterministic observations?
Upstream project repository
Programming and optimization interfaces for composing language-model workflows and measuring objective-driven changes.
Investigate Can a small optimized prompt program be compared with its baseline using a held-out authored task set?
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