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Code-JEPA

Code-JEPA is a research project on hard-negative-sensitive JEPA representations for code, later used for reranking, RLJF-style preferences, hindsight agent training, and failure-memory exploration.

Start here:

  • Project.md — scientific source of truth.
  • Work.md — active work and one next step.
  • CLAUDE.md — agent rules for this repo.
  • docs/diagrams/code-jepa-project-map.pdf — 1-page technical map.
  • docs/design-notes/data-prep-pipeline.md — current tokenizer-agnostic prep pipeline.

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Hard-negative-sensitive JEPA representations for code

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