Cognitive Biases · Growth Library
Separate Observation from Human-Like Interpretation
Check Anthropocentric Thinking
Try this
Choose one behavior or output. Record only what you could point to or reproduce. Write the human-like interpretation you first considered, then add a system-specific alternative and one low-risk way to check between them. Keep uncertainty visible when you cannot check.
Check-in: What did I directly observe, what interpretation did I add, and what alternative or check changed my next action?
Evidence: Practical guidance; no evidence-like claim is detected in the current source record.
Review note: The inherited article contained unsupported survey ranges, volunteer outcomes, immediate-effect claims and rigid observation targets. The effective public record is rewritten as a low-risk observation-versus-interpretation check without an evidence claim.
Human-like language is convenient, but it can hide the difference between what happened and the motive we imagined. This protocol keeps the first interpretation visible while adding a description and alternative that fit the animal, plant, machine or model being considered.
1. Name the system and the question
State what you are trying to understand: an animal's behavior, a plant's condition, a machine's response or a model's output. Keep the question narrow enough to inspect.
2. Record observable facts
Write what moved, changed, appeared, repeated or stopped. Avoid motive words in this first pass. A fact should be something another observer could check or an operator could reproduce.
3. Surface the human-like interpretation
Write the first label that came to mind, such as stubborn, jealous, confused or trying to help. Treat it as an interpretation rather than a property you have established.
4. Add a system-specific alternative
Consider environment, learned behavior, physical condition, rules, inputs, sensors, data or constraints that could fit the same observation. Prefer an explanation that points to something checkable.
5. Choose a safe check or preserve uncertainty
Change one reversible condition, inspect a log, gather another observation or ask a qualified person. When no safe check is available, keep both explanations open instead of inventing certainty.
Questions to consider
Does this mean animals never have emotions?
No. The protocol asks you to separate observation from interpretation, not to deny animal experience. Welfare or health concerns should be handled with appropriate expertise rather than confident guessing.
Can I still use human metaphors for machines or models?
Yes, when the metaphor helps communication and its limit is explicit. Do not let words such as wants, knows or refuses replace a description of the actual rule, input or output.
What if I cannot test the alternative explanation?
Label it as an alternative rather than a conclusion. Choose a reversible action and record what information would change your view.
Maintenance record
Review history
Current status: Reviewed. An editorial or evidence review is recorded and no later event changes that conclusion.
2026-08-22 · reviewed · Brali claim cleanup agent Source: protocol-content-overrides-claim-cleanup-batch-2.json
Replace an inherited article containing survey ranges, fabricated volunteer outcomes, self-reported effect claims, rigid observation quotas and app-first promotion with a bounded observation-and-alternative-explanation check.
Browse the review ledger · Challenge or update this hack
Implementation observations can trigger a review, but they cannot change an evidence conclusion by themselves. Commercial relationships do not control review status or outcomes.
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Article versions
Brali keeps substantive article history visible. Later reviews may refresh wording, sources, examples, or boundaries without silently replacing the record.
- Version 2025-10-06: first recorded publication in the migrated Brali corpus.
- Evidence review 2026-08-22: reviewed by Brali claim cleanup agent; evidence state is
practical.
Canonical source record · Evidence state: practical.