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README.md

Dark banner in violet and cyan: one glowing node fans out into five parallel lanes, each ending in a different geometric shape, with the middle lane illuminated as the chosen answer

Jev-Engineering

Open research and tooling around JEV: structured decisions instead of free text.

JEV is a model that answers small structured questions (for example, which of five known actions fits a situation) instead of generating free text.

What we do

We build open tooling around that idea: finding where a decision point in a codebase might benefit, compiling typed decision questions, and researching parallel typed decisions and calibration.

Repositories

Repository Summary License
jev-integration-evaluator Scan a codebase for decision points where JEV might help, offline and read-only, and test them with evidence MIT
TypeWright Declare a decision, compile typed Jev questions, measure them, and ship a JSON program MIT
layev Open research implementation of parallel typed decisions and calibration inspired by Kev and Laya Apache-2.0
jraphyte TRACE-GC evidence-bound graph synthesis, GraphRAG, and first-page research validation MIT

Limits

  • layev is a research candidate, not a validated Jev replacement. Its CPU fixture tests pass; native Qwen/CUDA checks and Jev-relative quality are still open.
  • jraphyte is a reference implementation with explicit deployment gates, not a qualified production service. Its demo uses fabricated observations and no provider.
  • jev-integration-evaluator is read-only and offline by default.
  • TypeWright is alpha: its no-key demo and core tests pass, but no live provider study has been completed and no measured accuracy gain is claimed.
  • Live provider results are not claimed here; each README states what was and was not exercised.

Contributing · Support · Security · Steward: Complete Tech LLC

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  1. TypeWright TypeWright Public

    Declare a decision, compile typed Jev questions, measure them, and ship a JSON program

    Python 7 2

  2. jev-integration-evaluator jev-integration-evaluator Public

    Scan a codebase for decision points where JEV might help, offline and read-only, and test them with evidence

    Python 1 1

  3. jraphyte jraphyte Public

    TRACE-GC evidence-bound graph synthesis, GraphRAG, and first-page research validation

    Python 2 1

  4. layev layev Public

    Open research implementation of parallel typed decisions and calibration inspired by Kev and Laya

    Python

Repositories

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Showing 10 of 13 repositories
  • cookbook Public

    Sixty notebook recipes for typed decisions with Jev: Choice, Noul and Score patterns from a first classification to closed-loop control

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    Jev-Engineering/cookbook's past year of commit activity
    Jupyter Notebook 30 MIT 5 121 8 Updated Nov 10, 2026
  • jev-prune-kit Public Forked from CompleteTech-LLC-AI-Research/jev-prune-kit

    Capability-aware context-pruning installer and Jev assessment engine for coding agents; experimental, not live-host tested

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    Jev-Engineering/jev-prune-kit's past year of commit activity
    Python 0 1 0 0 Updated Nov 7, 2026
  • layev Public

    Open research implementation of parallel typed decisions and calibration inspired by Kev and Laya

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    Jev-Engineering/layev's past year of commit activity
    Python 0 Apache-2.0 0 5 1 Updated Oct 26, 2026
  • jraphyte Public

    TRACE-GC evidence-bound graph synthesis, GraphRAG, and first-page research validation

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    Jev-Engineering/jraphyte's past year of commit activity
    Python 2 MIT 1 18 2 Updated Oct 25, 2026
  • TypeCheck Public

    Opt-in text and image moderation for Discord, powered by Jev, with reusable moderation packs. Formerly Jev Image Guard.

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    Jev-Engineering/TypeCheck's past year of commit activity
    TypeScript 2 MIT 0 1 1 Updated Oct 24, 2026
  • jev-integration-evaluator Public

    Scan a codebase for decision points where JEV might help, offline and read-only, and test them with evidence

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    Jev-Engineering/jev-integration-evaluator's past year of commit activity
    Python 1 MIT 1 5 0 Updated Oct 24, 2026
  • jev-learning-lab Public

    Self-contained Jupyter course on building auditable agents with JEV; 42 lessons and offline fixtures.

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    Jev-Engineering/jev-learning-lab's past year of commit activity
    HTML 1 MIT 0 0 0 Updated Oct 22, 2026
  • TypeWright Public

    Declare a decision, compile typed Jev questions, measure them, and ship a JSON program

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    Jev-Engineering/TypeWright's past year of commit activity
    Python 7 MIT 2 4 1 Updated Oct 6, 2026
  • jev-codex-approval Public Forked from CompleteTech-LLC-AI-Research/jev-codex-approval

    Experimental typed JEV approval preflight for Codex with deterministic policy gates and Guardian fallback

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    Jev-Engineering/jev-codex-approval's past year of commit activity
    Python 0 MIT 1 0 0 Updated Oct 6, 2026
  • .github Public

    Organization profile and community health files for Jev-Engineering.

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    Jev-Engineering/.github's past year of commit activity
    0 0 0 0 Updated Oct 6, 2026
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