LLM INQUISITOR — GitHub Edition The Behavioural Evaluation Standard for Real‑World AI LLM INQUISITOR is a practical, workflow‑driven methodology for evaluating how AI systems behave when they’re actually used — not when they’re demoed, benchmarked, or prompt‑engineered.

If you want to know whether an AI is stable, reliable, predictable, and safe in real work, INQUISITOR is the tool.

Why INQUISITOR Exists AI doesn’t fail in benchmarks. It fails in:

developer workflows

document editing

analysis tasks

coding sessions

customer‑facing interactions

That’s where drift, collapse, contradiction, contamination, and instability actually matter.

INQUISITOR reveals that behaviour using normal work, not adversarial tricks.

What INQUISITOR Gives You A repeatable way to evaluate AI behaviour

A shared vocabulary for describing failures and instabilities

A lightweight workflow for everyday testing

A formal methodology for audit, governance, and reproducibility

A developer‑friendly approach that fits into real tasks, not lab conditions

INQUISITOR is built for people who need AI to behave predictably inside real systems, real teams, and real workflows.

Who INQUISITOR Is For Developers integrating AI into products

Engineers needing predictable behaviour

Analysts working with structured tasks

Researchers validating model behaviour

Product teams assessing reliability

Governance & risk functions needing evidence

Anyone using AI in real workflows

You don’t need expertise. You don’t need special prompts. You don’t need to run every test surface.

You only need to work normally and observe honestly.

What’s Included in This Repository Quick Start Guide
A five‑minute behavioural check. Perfect for fast evaluation.

Practitioner’s Guide
The everyday operational guide. Use this for real‑world testing.

Methodology (GitHub Edition)
The structured, formal framework for reproducible behavioural evaluation.

Licence
Defines usage and redistribution rights for this edition.

This repository uses a custom proprietary licence, not MIT or any standard open‑source licence.

How to Use INQUISITOR Run the Quick Start to get a behavioural snapshot.

Use the Practitioner’s Guide for real‑world evaluation.

Apply the Methodology when you need structure, evidence, or audit‑grade documentation.

Follow the Licence for redistribution rules.

INQUISITOR scales from lightweight to formal depending on your needs.

Edition Notes This is the GitHub Edition:

free to share

free to redistribute

free for personal or team use

not permitted for commercial use without permission

Future editions may include:

Enterprise Edition

Full Methodology Edition

Audit & Compliance Edition

Contact For commercial licensing or permissions, contact the author directly.