
SCN-006Signal & context loss
The Warning Loses Its Meaning on the Way Up.
A critical message can arrive at the top stripped of the uncertainty and reasoning that made it urgent.
Koali makes the warning portable without flattening it: claim, evidence, source, assumptions, uncertainty, requested action, dissent and escalation status travel together. Independent warnings can be recognized as converging signals.
frontline practitioners • domain experts • decision-makers
Koali makes the warning portable without flattening it: claim, evidence, source, assumptions, uncertainty, requested action, dissent and escalation status travel together. Independent warnings can be recognized as converging signals.
- Space Shuttle Columbia accident — Investigation Board report
- Phoenix pay system — Auditor General of Canada
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 Warning Loses Its Meaning on the Way Up.
A critical message can arrive at the top stripped of the uncertainty and reasoning that made it urgent.
The problem
An expert raises a concern based on incomplete evidence. As the message passes through layers, uncertainty is compressed into a yes/no conclusion and the request for more information becomes an optional technical preference.
What breaks
- Context Loss
- Signal Dilution
- Missing Escalation
- False Certainty
Who holds part of the picture
- frontline practitioners
- domain experts
- decision-makers
- affected people
With Koali
Koali makes the warning portable without flattening it: claim, evidence, source, assumptions, uncertainty, requested action, dissent and escalation status travel together. Independent warnings can be recognized as converging signals.
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
Columbia Accident Investigation Board Report
The CAIB found ineffective communication, three independent imagery requests, reliance on informal channels and inadequate discussion of assumptions and uncertainty.
Relation to scenario: DIRECT
Source: https://history2.nasa.gov/columbia/reports/CAIBreportv1.pdf
Auditor General of Canada — Phoenix example
The Auditor General reiterated that Phoenix executives prioritized schedule and budget over critical elements and did not provide senior officials a complete picture of project risks.
Relation to scenario: STRONG ANALOGUE
Source: https://www.oag-bvg.gc.ca/internet/docs/parl_oag_202310_07_e.pdf
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