+ Database design and optimization+ AI product integration+ API development and integration+ Generative interface design+ Conversational product architecture
Progressions
Progression loops will appear here when Temet detects recurring corrections.
Decision expertise
Decision expertise will appear here when stable rules are confirmed.
Anti-patterns
Anti-pattern: "Never modify schema without written spec") instead of additional skills."
Anti-pattern: "never builds without a plan document first. Across Temet (SPEC_10 through SPEC_27), Pr"
Examples
Edit detected 170/587 times (29.0%)
Edit detected 4/15 times (26.7%)
Edit detected 27/59 times (45.8%)
Examples
Write detected 29/587 times (4.9%)
Write detected 6/400 times (1.5%)
Write detected 6/319 times (1.9%)
Anti-patterns
Anti-pattern: "never replaces patterns, never recomputes loops, and never saves or re-renders anythin"
Anti-pattern: "jamais validés en fraîcheur ni unicité; puis chaque POST incrémente version et intervie"
Anti-patterns
Anti-pattern: "never jumps straight into coding. He always re-establishes context first."
Anti-pattern: "jamais claude opus", "pas d'anglicisme". Uses memory/save-state commands. Most notably,"
Anti-patterns
Anti-pattern: "NEVER use generic AI-generated aesthetics like overused font families (Inter, Roboto, "
Anti-patterns
Anti-pattern: "Never imported or routed to"
Anti-pattern: "never called from the frontend — check `app/api/` and search for fetch calls"
2
Software architecture
Examples
Grep detected 10/35 times (28.6%)
Glob detected 4/35 times (11.4%)
Glob detected 5/21 times (23.8%)
Examples
Read detected 17/35 times (48.6%)
Read detected 15/21 times (71.4%)
Read detected 15/24 times (62.5%)
Examples
5 files touched in lib/ai (27.8% of 18 files)
3 files touched in lib/ai (15.8% of 19 files)
3 files touched in lib/ai (14.3% of 21 files)
Examples
15 files touched in lib/a2a (48.4% of 31 files)
15 files touched in lib/a2a (57.7% of 26 files)
2 files touched in lib/a2a (6.7% of 30 files)
Anti-patterns
Anti-pattern: "Never expose internal error details in client-facing responses"
Anti-pattern: "Never expose internal error details to client""
Anti-patterns
Anti-pattern: "JAMAIS ECRIRE "Co-Authored-By: Claude Opus 4.6" ! revert le commit et le push ?"
Anti-pattern: "never explains how the publisher authorizes a follower. Right now “follow by address a"
3
Infrastructure
Examples
Bash detected 4/35 times (11.4%)
Bash detected 4/24 times (16.7%)
Bash detected 27/46 times (58.7%)
Examples
5 git commands out of 30 total tool calls (16.7%)
46 git commands out of 587 total tool calls (7.8%)
5 git commands out of 37 total tool calls (13.5%)
Anti-patterns
Anti-pattern: "jamais propagé au narrateur"
Anti-pattern: "never > always > preference patterns, defaults to "correction""
Examples
6 files touched in relay-worker (19.4% of 31 files)
5 files touched in relay-worker (19.2% of 26 files)
2 files touched in relay-worker (6.7% of 30 files)
Examples
3 files touched in scripts (7.0% of 43 files)
3 files touched in scripts (13.0% of 23 files)
3 files touched in scripts (7.3% of 41 files)
Examples
2 files touched in .github (7.7% of 26 files)
6 files touched in .github (9.2% of 65 files)
2 files touched in .github (6.1% of 33 files)
4
Product management
Examples
2 files touched in app/(chat) (10.5% of 19 files)
4 files touched in app/(chat) (9.8% of 41 files)
Mentor advice
6/173 user messages are long structured specs (>500 chars with numbered lists)
2/3 user messages are long structured specs (>500 chars with numbered lists)
Mentor advice
117/173 user messages are short imperatives (<100 chars)
5/8 user messages are short imperatives (<100 chars)
Examples
4 files touched in lib/competency (14.8% of 27 files)
3 files touched in lib/competency (10.7% of 28 files)
5 files touched in lib/competency (17.9% of 28 files)
5
Consulting
Anti-patterns
Anti-pattern: "jamais stocké systématiquement — les Decision Traces. Le pourquoi derrière chaque décis"
Anti-pattern: "Never bump without explicit request."
