Preserve the anomaly
Treats weak signals and close calls as valuable evidence before normalization or hindsight rewrites the story.
practice-based lens · v1
NASA on learning from failure
Treat anomalies, close calls, and mishaps as evidence; explore multiple causal paths and turn findings into owned corrective action.
A lens never answers for you. It helps you see the question that your perspective alone might miss.
01 / attention
What this lens helps you notice.
These are the visible attention shifts projected into ask’s Question Genome.
Explore causal paths
Resists the first plausible cause and examines technical, organizational, environmental, and decision conditions together.
Close the learning loop
Requires findings to become specific corrective actions with ownership and verification.
02 / question moves
How it changes the next question.
The lens influences where ask looks. The question still belongs to you.
- 01Clarify the territory
Which anomaly or close call are we tempted to normalize?
Treats weak signals and close calls as valuable evidence before normalization or hindsight rewrites the story.
- 02Test the frame
What other causal path would we need to rule out before believing this explanation?
Resists the first plausible cause and examines technical, organizational, environmental, and decision conditions together.
- 03Open a next move
Who owns the corrective action, and how will we know it changed the system?
Requires findings to become specific corrective actions with ownership and verification.
03 / genome projection
No mystery score.
The translation layer is inspectable: source patterns become attention territories, then question moves.
Named, linked, and open to inspection.
Preserve the anomaly · Explore causal paths · Close the learning loop
Three movements, each changed by the lens.
04 / boundaries
What this lens does not claim.
Trust begins where the interpretation stops pretending to be total.
- 01
This is a source-grounded interpretation, not a simulation of a person or a claim to know what they would say.
- 02
The lens changes what ask notices and tests; it does not supply an answer or override your judgment.
- 03
Sources are bounded and visible. Missing work, context, and disagreement remain part of the lens.
05 / source index
Inspect the material.
Every lens should show what shaped it, what is missing, and when it changed.
- S1
- S2
bring it into ask