
SCN-012Knowledge attrition
Publish the Trade Before the Last Master Leaves.
Skills that live only in hands and stories can vanish faster than institutions realize.
Koali links demonstrations, cases, explanations, conditions, failures and mentor commentary into a living practice library. Documentation complements apprenticeship rather than pretending to replace it.
creators • communities • archives
Koali links demonstrations, cases, explanations, conditions, failures and mentor commentary into a living practice library. Documentation complements apprenticeship rather than pretending to replace it.
- Nuclear knowledge management — IAEA
- UNESCO Recommendation on Open Educational Resources
The relevant state remains visible across handoffs and time. • Responsibilities, unresolved questions and escalation paths are explicit.
Documented parallels show that the failure mechanism is real; they do not claim Koali would have changed a specific outcome.
Publish the Trade Before the Last Master Leaves.
Skills that live only in hands and stories can vanish faster than institutions realize.
The problem
Some work cannot be learned from a manual: diagnosing a vibration, reading ice, handling an old machine, restoring a material, recognizing when a process is almost wrong. If masters retire faster than apprentices absorb that judgment, capability disappears.
What breaks
- Tacit Knowledge Loss
- Knowledge Attrition
- Single Point Of Failure
- Training Gap
Who holds part of the picture
- creators
- communities
- archives
- users
With Koali
Koali links demonstrations, cases, explanations, conditions, failures and mentor commentary into a living practice library. Documentation complements apprenticeship rather than pretending to replace it.
Human authority
Authorized humans and institutions retain their existing legal, professional and democratic authority. Koali structures knowledge, coordination and traceability; it does not take sovereign or professional decisions.
What success looks like
- The relevant state remains visible across handoffs and time.
- Responsibilities, unresolved questions and escalation paths are explicit.
- The outcome produces reusable memory for the next comparable case.
Real-world parallels
IAEA — Nuclear Knowledge Management
The IAEA treats retirement and loss of critical knowledge as explicit organizational risks requiring succession planning and knowledge-loss assessment.
Relation to scenario: DIRECT
Source: https://www-pub.iaea.org/MTCD/Publications/PDF/Pub1724_web.pdf
UNESCO Recommendation on Open Educational Resources
UNESCO promotes open access, reuse, adaptation and redistribution of teaching and learning materials.
Relation to scenario: RELATED PATTERN
Source: https://www.unesco.org/en/legal-affairs/recommendation-open-educational-resources-oer
Boundary
The documented cases illustrate analogous failure mechanisms. They do not establish that Koali would have prevented the event or guaranteed a different outcome.
Koali loop
signals → shared meaning → evidence → choice → responsibility → action → verification → memory → better knowledge