CatCorner22 AI-transferable skills ecosystem
Meta-pattern: [Discipline constraints] → port into [AI fuzzy workflows] → novel quality gains without new ML research.
Forty-five loadable techniques (catalog #1–50, five merged into existing skills) plus seven category routers. Runtime: scripts/ai_plugin_bundle.py (100 plugins; default tier enables #1–50 plus orchestrator utilities).
Category routers
| Category | Router |
|---|---|
| Quality control (#1–9) | ai-transfer-quality-control |
| Architecture (#10–16) | ai-transfer-architecture |
| Adaptive (#17–21) | ai-transfer-adaptive |
| Memory (#22–25) | ai-transfer-memory |
| Refinement (#26–30) | ai-transfer-refinement |
| Extension (#31–40) | ai-transfer-extension |
| Advanced (#41–50) | ai-transfer-advanced |
Recommended starting points
| ROI | Skills |
|---|---|
| 🟢 Low effort | pipeline-preflight, proofreading-marks, emergency-triage-compute |
| 🟡 High impact | double-entry-claims, progressive-resistance-critique, five-whys-failure-recovery |
| 🔴 Innovative | proof-trees-reasoning, counterpoint-perspectives, wine-blending-fusion |
Links to existing packs
| Overlap | Existing skill |
|---|---|
| Human mise en place | workspace-mise-en-place |
| Human OODA | ooda-lean-loop |
| Citations | citation-literacy, journalistic-attribution |
| Prompt craft | prompt-optimizer (absorbs token_optimizer) |
| Student pedagogy | study-system (absorbs pedagogical_sequence) |
| Agent eval | langsmith-online-eval-engineering |
Runtime-only plugins (51–100)
Security scanners, creative/communication helpers, analytics, legal/medical/regulatory stubs, and orchestrator internals stay in scripts/ai_plugin_bundle.py. They are opt-in (default off except orchestrator utilities). Do not add them as skills.
Quick reference (catalog #1–50)
| # | Skill | Domain | Category | Difficulty |
|---|---|---|---|---|
| 1 | double-entry-claims |
Accounting | quality-control | medium |
| 2 | pipeline-preflight |
Culinary arts | quality-control | low |
| 3 | progressive-resistance-critique |
Strength coaching | quality-control | medium |
| 4 | chain-of-custody-provenance |
Law enforcement / forensics | quality-control | high |
| 5 | sterile-cockpit-context |
Aviation | quality-control | medium |
| 6 | five-whys-failure-recovery |
Toyota Production System | quality-control | medium |
| 7 | journalistic-attribution |
Journalism | quality-control | medium |
| 8 | survey-triangulation |
Land surveying | quality-control | medium |
| 9 | proofreading-marks |
Publishing | quality-control | low |
| 10 | score-study-dual-axis |
Classical conducting | architecture | medium |
| 11 | ooda-adaptive-context |
Combat aviation (Boyd) | architecture | high |
| 12 | proof-trees-reasoning |
Mathematics | architecture | high |
| 13 | counterpoint-perspectives |
Music theory | architecture | high |
| 14 | cartographic-zoom |
Cartography | architecture | medium |
| 15 | stage-blocking-layout |
Theater direction | architecture | medium |
| 16 | weaving-warp-weft |
Textile arts | architecture | medium |
| 17 | emergency-triage-compute |
Emergency medicine (START) | adaptive | low |
| 18 | after-action-review |
Military | adaptive | medium |
| 19 | fermentation-feedback |
Biochemistry / food science | adaptive | high |
| 20 | wayfinding-restructure |
Urban design | adaptive | high |
| 21 | glass-annealing-hardening |
Glassblowing | adaptive | medium |
| 22 | stratigraphy-memory |
Archaeology | memory | high |
| 23 | endgame-tablebase-cache |
Chess computing | memory | medium |
| 24 | library-taxonomy-retrieval |
Library science | memory | medium |
| 25 | wildlife-corridor-bridging |
Conservation biology | memory | high |
| 26 | color-grading-output |
Film post-production | refinement | medium |
| 27 | debate-adjudication-voting |
Competitive debate | refinement | high |
| 28 | wine-blending-fusion |
Enology | refinement | high |
| 29 | gemstone-faceting-refinement |
Gemology | refinement | medium |
| 30 | localization-qa-filter |
Software localization | refinement | medium |
| 31 | just-intonation-calibration |
Music theory (tuning) | extension | medium |
| 32 | load-bearing-structure |
Architecture / structural engineering | extension | medium |
| 33 | orchard-graft-transfer |
Horticulture | extension | medium |
| 34 | differential-diagnosis-intent |
Clinical reasoning (method only) | extension | medium |
| 35 | stress-test-robustness |
Structural engineering | extension | medium |
| 36 | library-taxonomy-retrieval (absorbs memory_palace) |
Mnemonics | memory | merged |
| 37 | tidal-pacing-rhythm |
Oceanography / rhetoric | extension | low |
| 38 | underwriting-risk-gate |
Insurance underwriting | extension | medium |
| 39 | endgame-tablebase-cache (absorbs opening_theory) |
Chess openings | memory | merged |
| 40 | metamorphosis-stages |
Developmental biology | extension | medium |
| 41 | chain-of-custody-provenance (absorbs black_box) |
Aviation forensics | quality-control | merged |
| 42 | fermentation-feedback (absorbs levain_culture) |
Baking / fermentation | adaptive | merged |
| 43 | seismic-flexibility |
Earthquake engineering | advanced | medium |
| 44 | sidechain-priority |
Audio engineering | advanced | medium |
| 45 | cross-pollination-structure |
Plant breeding / rhetoric | advanced | high |
| 46 | containment-safety-layers |
Biosafety (BSL) | advanced | high |
| 47 | sail-trim-tuning |
Sailing | advanced | low |
| 48 | interaction-table |
Pharmacology / chemistry | advanced | medium |
| 49 | stratigraphy-memory (absorbs paleontology) |
Paleontology | memory | merged |
| 50 | parallax-depth |
Photography / surveying | advanced | medium |
Implementation guide
- Pick technique matching your dominant failure mode
- Map discipline constraint → programmatic gate or pipeline stage
- Prototype as prompt scaffold before full plugin
- Measure on 10–20 real tasks
- Log failures with
five-whys-failure-recovery - Optional: run
python3 scripts/ai_plugin_bundle.py --profile --query "..."