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Tool Gate · How it works

How the gate works

How the AI Fluency Diagnostic gate works

This tool grades your working AI fluency across six skills, from your own marks. Each signal is scored 0–5; the verdict is the weakest one — then a gate that can only make it worse.

The 6 signals

01Foundational Understanding
02Verification & Source-Checking · essential
03Prompting & Iteration
04Workflow Integration
05Safety, Privacy & Data Handling · essential
06Role-Specific Application
FLUENT
weakest skill 4 of 5 or better, both essentials clear
CAPABLE
weakest skill 2-3 of 5, no essential gate
AWARE
weakest skill under 2, or an essential skill under 3 of 5
Essential gate · worsen-only

Verification or Safety scored under 3 of 5 forces the tier to AWARE regardless of how strong every other skill is — an operator who does not verify what the tool says, or who mishandles data, is not yet fluent however good the prompting.

CAPABLE

Why: Five of six skills are strong — foundational, workflow and safety are maxed, verification and role-specific sit at 4 of 5. But fluency is the weakest skill, not the average: Prompting & Iteration scores just 2 of 5, so the tier is CAPABLE. The mean of 83 reads fluent; the floor is what you actually operate at. Both essential skills clear the gate, so nothing is forced lower. weakest signal 2/5 · mean 83 of 100, but you operate at the floor.

Fix firstPrompting & Iteration is your weakest skill at 2 of 5 — it sets your whole tier. Start there: give the tool role, context and output format on every task, and iterate instead of accepting the first draft. The Anti-Slop Content System is the training the diagnostic routes you to.

A clean sheet didn’t save it. The verdict is the weakest signal — and a top trigger is dispositive on its own — so it names the one thing to fix first. For development, not employment decisions. This kit is for individual development and training planning — it measures and places, it does not certify, rank people against each other, or make employment decisions, and it is not a hiring, promotion, performance-review, or discipline tool. Not legal advice.