Jev Office Gate

SkillFiles & storage

Lets your agent check a generated report or deck for unsupported claims and route risky items to human review.

Then ask your AI: use the Jev Office Gate skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add it as a step in a pipeline you build on Ahel, or connect Ahel to Claude, ChatGPT, Cursor, Claude Code or Codex and ask your AI to use it.

About this skill

Add a Jev-powered decision and release gate after an office assistant generates a report, proposal, spreadsheet, document, or slide deck. Use for claim-to-evidence checks, narrow requirement decisions, risk triage, and human-review routing; do not use it to generate the deliverable or claim that Jev

What this skill tells your AI

The instructions your AI receives, as published by pluviobyte/rnskill in skills/jev-office-gate/SKILL.md and read by Ahel’s review.

Use Jev as a narrow judgment layer after an office assistant has produced a deliverable. Keep the producing assistant and Jev separate unless an actual product integration is verified.

Workflow

  1. Identify the deliverable and its release criteria. Preserve the user's requested format and office tool.
  2. Extract bounded review items. For citation review, each item needs a claim and an excerpt copied from the source. A URL alone is not evidence.
  3. Run deterministic checks outside Jev when relevant: file opens, links resolve, quoted text exists, dates and numbers match, formulas calculate, required sections exist, and document layout renders in the target application.
  4. Use Jev only for narrow questions with predefined choices. Prefer claim support, evidence disposition, contradiction/overclaim risk, requirement coverage, or routing priority.
  5. Apply explicit thresholds and route uncertain or consequential items to a human. Never treat model probability as calibrated truth without task-specific evaluation.
  6. Return a release table with the original item, deterministic findings, Jev probabilities, decision, reasons, and required human action. Keep the original generated file unchanged unless the user asked for edits.

Citation gate

Use scripts/jev_office_gate.py for repeatable claim-to-evidence review. Read references/input-schema.md when preparing its JSON input.

Default review questions:

  • Does the supplied excerpt support the full claim?
  • Is the supplied source suitable as a formal citation, supporting context, unusable, or in need of manual review?
  • Does the supplied claim/excerpt pair show an obvious semantic conflict or overclaim risk?

The default thresholds are starting points: support below 0.70, risk above 0.60, disposition confidence below 0.50, or any disposition other than formal_source routes the item to review. A selected contradiction or cannot_use result becomes an automatic rejection only when its option probability is at least 0.80. Calibrate these values on representative examples before automating release.

Other office decisions

For requirement coverage, row classification, or routing, read references/decision-patterns.md. Keep the state small and the answer space fixed. Split compound decisions into separate questions.

Boundaries

  • Jev does not fetch pages, test URL reachability, authenticate a source, or know whether an excerpt was copied correctly.
  • Do not call it a fact checker. Report that it judged the supplied state and choices.
  • Use code for exact arithmetic, dates, identifiers, string matching, link checks, file integrity, and spreadsheet formulas.
  • Avoid asking one question to combine relevance, freshness, authority, and factual support. Split these dimensions or handle deterministic parts in code.
  • Treat company statements as self-disclosure, not independent verification.
  • For legal, medical, financial, compliance, or externally binding decisions, Jev may prioritize review but must not be the final approver.
  • If Jev is unavailable or credentials are absent, preserve the same review table and mark the judgment columns for human review. Do not pretend the API ran.

Credentials

The helper reads TYPESAFE_API_KEY by default and also accepts JEV_API_KEY. Never place an API key in a document, prompt, source file, or saved review artifact.

Signals

GitHub stars
2k
Forks
192
Last commit
Sep 2026
Advanced
Item type
skill
Key
jev-office-gate
Source
github.com/pluviobyte/rnskill