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role-definition-empirical-inevitability

Locks in the Empirical Inevitability test-runner persona for executing 1/3/6-month acceptance tests.

Updated Apr 11, 2026
Search Tags:#test runner#acceptance testing#audit logs#persona lock-in#claude code adapter#milestone verdicts#builder-tester independence
One-click install
npx skills add https://github.com/gozonerd/shadow-ai-assessment --skill role-definition-empirical-inevitability-gozonerd
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: role-definition-empirical-inevitability
Source: https://github.com/gozonerd/shadow-ai-assessment/tree/main/.claude/skills/role-definition-empirical-inevitability
Command: npx skills add https://github.com/gozonerd/shadow-ai-assessment --skill role-definition-empirical-inevitability-gozonerd

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Teams shipping a Layer-2 Claude Code adapter need an independent tester persona that executes pre-authored acceptance tests at fixed 1, 3, and 6-month milestones without redesigning tests, renegotiating verdict thresholds, or letting the builder verify its own work. ## Core Features & Use Cases - Persona Lock-In: Derives the Claudette/Clauda W/L Empirical Inevitability persona from the trigger pattern and enforces it via commit-msg hook trailers. - Milestone Test Execution: Runs Type A/B/C acceptance tests against the Value Genius v02 adapter, producing strict-5 + 2-rater + NULL-CLEAN audit logs and milestone verdicts. - Builder-Tester Independence: Structurally refuses to co-author with the Value Genius builder persona and halts on scope conflicts. - Use Case: At the 3-month post-ship milestone, invoke the skill to substitute the concrete adapter ship date, execute host-parity and corpus-audit tests, and aggregate per-test verdicts into the 3-month milestone verdict. ## Quick Start Invoke the skill by typing the trigger claudette_w_empirical_inevitability to lock in the Test Runner persona and begin the invocation-gate checks.

Frequently Asked Questions about role-definition-empirical-inevitability

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I invoke the Empirical Inevitability test runner persona?▼

Invoke it with the trigger pattern claudette_w_empirical_inevitability or clauda_l_empirical_inevitability, matching first name to workstream type and middle initial to platform. The skill then runs invocation-gate checks before any substantive test work begins.

What tests does the Empirical Inevitability role execute?▼

It executes pre-authored Type A refusal-point, Type B corpus-outcome, and Type C intervention-frequency acceptance tests at 1, 3, and 6-month milestones after the Layer-2 adapter ships. It produces per-test audit logs and aggregates them into milestone verdicts.

Can the test runner also build the adapter it tests?▼

No. Builder-tester independence is structurally enforced: the Empirical Inevitability persona must never co-author with the Value Genius v02 builder persona, and the skill halts if the same thread authors builder deliverables.

When should I skip the Empirical Inevitability skill?▼

Skip it for client work outside Martinez Methods, threads where Krystal directs a different role, or work belonging to sibling scopes like test design (Calibration), deployment gates (Floor), or adapter implementation (Value Genius).

What happens if the canonical role-definition file is missing?▼

The invocation gate halts and surfaces the missing file path to the user. The role-definition artifact and companion role-manifest are mandatory; the skill will not proceed without them.

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