Publish the Trade Before the Last Master Leaves.

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.

ScaleSector
UrgencySignificant
Coordination gapHigh
StakesContinuity · Safety · Culture
Tacit Knowledge LossKnowledge AttritionSingle Point Of FailureTraining Gap
What Koali changes

Koali links demonstrations, cases, explanations, conditions, failures and mentor commentary into a living practice library. Documentation complements apprenticeship rather than pretending to replace it.

← Back to the full Mosaic
What breaksTacit Knowledge Loss · Knowledge Attrition · Single Point Of Failure · Training Gap
Who holds part of the picture

creators • communities • archives

Koali response

Koali links demonstrations, cases, explanations, conditions, failures and mentor commentary into a living practice library. Documentation complements apprenticeship rather than pretending to replace it.

Real-world parallels
  • Nuclear knowledge management — IAEA
  • UNESCO Recommendation on Open Educational Resources
What success looks like

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