What breaksKnowledge Attrition · Content Silo · Provenance Loss · Reuse Failure
SCN-010Knowledge attrition
The Professor's Best Course Disappears with the Account.
A lifetime of teaching improvement should become a reusable asset, not an abandoned folder.
ScaleGlobal
UrgencyLow
Coordination gapHigh
StakesEducation · Access · Knowledge
Knowledge AttritionContent SiloProvenance LossReuse Failure
What Koali changes
← Back to the full MosaicKoali turns teaching artifacts into living knowledge objects with attribution, sources, learning goals, versions, adaptations, evidence from practice and reuse permissions. Materials can evolve without losing authorship or why they were designed that way.
Who holds part of the picture
teachers • learners • institutions
Koali response
Koali turns teaching artifacts into living knowledge objects with attribution, sources, learning goals, versions, adaptations, evidence from practice and reuse permissions. Materials can evolve without losing authorship or why they were designed that way.
Real-world parallels
- MIT OpenCourseWare
- 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.
The Professor’s Best Course Disappears with the Account.
A lifetime of teaching improvement should become a reusable asset, not an abandoned folder.
The problem
A professor refines explanations, exercises, examples and sequencing for years. The material may live in a private LMS or personal drive; retirement, account closure or platform change can make that accumulated craft effectively disappear.
What breaks
- Knowledge Attrition
- Content Silo
- Provenance Loss
- Reuse Failure
Who holds part of the picture
- teachers
- learners
- institutions
- future cohorts
With Koali
Koali turns teaching artifacts into living knowledge objects with attribution, sources, learning goals, versions, adaptations, evidence from practice and reuse permissions. Materials can evolve without losing authorship or why they were designed that way.
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
MIT OpenCourseWare
MIT openly publishes materials from more than 2,500 courses, showing that teaching knowledge can outlive a single class, account or instructor.
Relation to scenario: REAL POSITIVE ANALOGUE
Source: https://ocw.mit.edu/about/
UNESCO Recommendation on Open Educational Resources
UNESCO promotes open access, reuse, adaptation and redistribution of teaching and learning materials.
Relation to scenario: STRONG ANALOGUE
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