A skill is real whensomeone else can teach it.
Run a peer-led AI skill-sharing program and find out — honestly — whether it's taking root. Score each teach-back session SOLID, PATCHY, or HOLLOW, and the program SELF-SUSTAINING, PROPPED-UP, or DORMANT, with a keystone rule that catches a program gone quiet.
Most AI training is a one-time event that fades in a fortnight.
You run the workshop, everyone nods, and three weeks later nobody's changed how they work. The skills that actually stick are the ones peers teach each other — but most teams have no honest way to tell whether that's happening, or whether the whole program only runs because one enthusiast keeps it alive. Teach-it-back makes both visible: did the skill transfer, and is the habit self-sustaining?
Accuracy · transfer · peer participation — composed by MIN-cap.
SOLID/PATCHY/HOLLOW per session; SELF-SUSTAINING/PROPPED-UP/DORMANT overall.
Two HOLLOW sessions running sends the program DORMANT, history aside.
Log your sessions and the program verdict updates live.
Each session is capped by its weakest dimension (MIN). The program reads SELF-SUSTAINING only on a density of SOLID sessions — but two HOLLOW sessions running force DORMANT, and a program only one person ever teaches downgrades to PROPPED-UP.
Grades a session's quality and a program's habit — not any individual teacher or learner, and not for any employment decision. No AI, nothing uploaded.
Three SOLID sessions — and still DORMANT.
Here is the engine's verbatim output on the sample program. Sixty percent of sessions were SOLID — on density alone that's SELF-SUSTAINING. But the last two meetings both went HOLLOW, so the keystone gate fires and the program reads DORMANT. A program that was working but has gone quiet is dormant, not self-sustaining.
TIB-079 Teach-It-Back AI Champion Kit ============================================================ Wk1 Prompt basics Dana acc5 tr4 pp4 -> 80 SOLID Wk2 Verifying output Marcus acc4 tr4 pp5 -> 80 SOLID Wk3 Building a Project Priya acc5 tr5 pp4 -> 80 SOLID Wk4 Data analysis Dana acc2 tr3 pp1 -> 20 HOLLOW Wk5 SOP writing Sam acc1 tr2 pp2 -> 20 HOLLOW ------------------------------------------------------------ Sessions: 5 SOLID: 3 solid-share: 0.6 Base band: SELF-SUSTAINING KEYSTONE GATE FIRED: last sessions HOLLOW PROGRAM VERDICT: DORMANT Fix focus: Wk4 Data analysis / independence
Transfer over enthusiasm; momentum over a good first month.
A session that was accurate and lively but transferred nothing is HOLLOW. The weakest dimension caps the score — one strong part can't hide a gap.
The program verdict rewards a sustained share of SOLID sessions taught by more than one person — not the single best or worst week.
Two HOLLOW sessions running, or too few to be a habit, forces DORMANT. Momentum is the asset, and the tracker won't let a strong history excuse a quiet now.
A program tracker — not a scorecard for a person.
- A tracker that scores each teach-back session and the program's momentum as a whole.
- A champion playbook and a repeatable 45-minute session kit.
- A runnable engine and a workbook that agree to the number, for honest tracking over time.
- A tool that scores or ranks any teacher or learner — it grades a session and a habit, not a person.
- Anything for a hiring, performance, or other employment decision.
- Legal, HR, or compliance advice; it handles no employee data.
Anyone trying to make AI skills stick across a team.
Feed the sessions and keep what they teach.
The role-based curriculum your champions teach from — content for the teach-back sessions.
Turn a skill that landed into a documented SOP and a Claude skill the team keeps.
Drop-in Claude Projects per function — the reusable assets a champion leaves behind.
Answers before you buy.
Make the skill stick.
Without you in the room.
One purchase, lifetime access, 12 months of updates. The engine, the tracker, the champion playbook, and the session kit. $79, once.
Scope: grades a session's quality and a program's habit, not any individual; not for any employment decision; not legal, HR, or compliance advice.
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