adjudicate-exchange

SkillDev tools

Lets your agent weigh competing arguments against criteria you set and return a verdict with stated uncertainty.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the adjudicate-exchange skill

About this skill

Evaluate competing arguments against stated criteria and produce a reasoned verdict with uncertainty.

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/adjudicate-exchange/SKILL.md and read by ahel’s review.

Purpose

Evaluate competing arguments against stated criteria and produce a reasoned verdict with uncertainty.

Input contract

required: [arguments, critique_set, adjudication_criteria]
optional: [evidence_records, burden_of_proof, verdict_vocabulary]
constraints: [each argument and critique receives an explicit disposition]

Procedure

  1. Normalize claims, warrants, evidence, and objections.
  2. Map each objection to the argument component it tests.
  3. Weigh support and weaknesses against the supplied criteria.
  4. Emit ACCEPT, REJECT, or REVISE with conditions and uncertainty.

Output contract

produces: [verdict, argument_dispositions, conditions, uncertainty_statement]
delta_fields: [decisions, findings, uncertainties]

Quality gates

  • Every argument and critique is addressed explicitly.
  • Evidence is weighed without prior commitment to either side.
  • Verdict vocabulary and conditions are caller-visible.

Parameterization

Caller supplies argument schema, critique schema, criteria, burden of proof, and verdict vocabulary.

Failure and counterexamples

Reject verdicts that omit objections, rely on prior commitment, or collapse uncertainty into confidence.

Provenance map

  • concept: stress-test/debate-judge
  • concept: convergence/judge-verdict

Signals

GitHub stars
501
Forks
41
Last commit
Sep 2026
Advanced
Catalog kind
skill
Key
adjudicate-exchange
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine