Behavior Validation

SkillMonitoring & ops

Validates a running application, CLI, API, service, or generated artifact as a user or operator against a prewritten observable behavior contract while remaining source-blind. Use for acceptance checks, runtime proof, anti-fake probes, release smoke tests, or an independent companion to code review. Not for source-quality findings, root-cause diagnosis, or visual design judgment outside the contract.

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

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Behavior Validation skill

What this skill tells your AI

The instructions your AI receives, as published by thiientv/godmode in skills/behavior-validation/SKILL.md and read by ahel’s review.

Judge what the product does, not how its source appears to do it.

Establish isolation

Write or read the behavior contract before exercising the target. Use behavior-contract.md. The contract must name user tasks, expected outcomes, setup, allowed interfaces, negative cases, and required evidence.

Do not inspect source, diffs, internal tests, Git history, or implementation notes during validation. Interact only through public browser, CLI, API, artifact, accessibility, or operator surfaces. If source is required, mark the clause blocked and hand it to root-cause-debugging.

Exercise the contract

  1. Run each task through the same entry point a real user or operator uses.
  2. Vary input and state to detect hard-coded success, stale data, or display-only behavior.
  3. Test invalid, empty, interrupted, retry, persistence, and permission paths where the contract makes them relevant.
  4. Capture redacted screenshots, terminal excerpts, response summaries, or artifact facts.
  5. Mark every clause pass, fail, blocked, or out of scope. Lack of evidence is not a pass.

When a finding is fixed, rerun the failed clause and nearby regression probes; do not rerun unrelated expensive scenarios without reason.

Completion condition

Every relevant contract clause has a status and reproducible evidence, anti-fake probes were attempted, secrets and private data were excluded, and the report does not infer implementation defects from observable symptoms.

Signals

GitHub stars
94
Forks
77
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
behavior-validation
Source
github.com/thiientv/godmode