Install
openclaw skills install @deciqai/authority-biasDetect and mitigate undue influence from positional authority when expertise on the specific question is unverified or reasoning lacks independent support.
openclaw skills install @deciqai/authority-biasAuthority bias is the automatic tendency to comply with directives from authority figures — often overriding one's own judgment, ethics, or evidence. It operates beneath conscious deliberation: people substitute the authority's judgment for their own rather than weighing it.
Milgram (1963) showed 65% of ordinary adults administered apparent 450V shocks when instructed by a lab-coated experimenter — against expert predictions of 1-2%. Cialdini (1984) systematized three authority triggers: titles, attire, and trappings — all of which fire regardless of actual expertise.
Key distinction: positional authority (CEO, board chair, VC partner) vs. domain expertise (demonstrated track record on this specific question type). The bias treats them as identical. The skill does not.
Composes with social-proof, reciprocity, critical-thinking, signaling-games, dunning-kruger.
Not when: authority is verified domain expert on the exact question and speed matters.
In Coach mode, respond one step at a time. Each [WAIT] is a hard stop — output only that step's question, then stop.
[WAIT — do not advance until user responds]
[WAIT — do not advance until user responds]
[WAIT — do not advance until user responds]
S1 — Identify: Authority (person/institution) · question/decision · authority signals (title, attire, credentials) · pressure to defer.
S2 — Expertise vs. positional: Actual track record on this question type? Positional (CEO, chair) or domain expertise (years operating here)? Would a peer expert agree?
S3 — Examine reasoning: Is the reasoning sound independent of who's stating it? Are logical gaps being filled by authority signals?
S4 — Check for dysfunction: Is dissent suppressed? Are decisions justified by "X said so"? Is positional authority conflated with domain expertise?
S5 — Cialdini defense: (Q1) Genuine expert on this specific question? (Q2) Reasoning holds under independent scrutiny? Both Y → appropriate weight. Either N → discount signal, demand evidence.
S6 — Structural counter (if you are the authority): Explicitly invite dissent ("give me 3 reasons against") · separate suggestions from directives · install red team / premortem.
Authority: | Question: | Signals: | Pressure to defer:
Domain expertise (track record): | Positional: | Independent expert:
Reasoning: | Independent assessment: | Gaps:
Cialdini Q1: Y/N | Q2: Y/N | Calibrated weighting:
Structural counter: | Decision + documentation:
→ Method in Action: Milgram 1963 + Cialdini Systematization + Theranos/FTX
| Situation | Defensive question |
|---|---|
| Investment in startup (CEO / VC brand) | Have they demonstrated this specific business model works? |
| Board member's opinion | Is this question actually in their domain expertise? |
| Medical recommendation | What's the evidence base, independent of the white coat? |
| Senior engineer's design decision | Has this approach worked in our specific context before? |
| Founder's product vision | Are users requesting this, or is it founder preference? |
→ Primary sources: references/sources.md
[D] = designed upfront | [O] = observed in real use. [O] entries are more valuable.
| Fake move | Reality |
|---|---|
| [D] "They're smart; we should listen" | Smart in general doesn't mean smart on this specific question. Apply the domain test. |
| [D] "Everyone respects them" | Cialdini's social proof reinforcing authority. Both biases compound. Separate them. |
| [D] "They have a great track record" | In what specifically? Apply the question scope check. |
| [D] "It would be rude to push back" | Compliance despite better judgment is the bias operating. Rudeness is not the actual cost. |
| [D] "I'm not in a position to disagree" | If you have contradicting evidence or reasoning, you are. The framing is authority bias self-reinforcing. |
| [D] "If they're wrong, it'll show in due diligence" | Theranos and FTX survived layers of due diligence by leveraging authority to suppress scrutiny. |
| [D] "I'm too junior" | Junior people often have unfiltered observations. Suppressing them is where structural failures occur. |
| → Add [O] entries here after each real use — paste the actual failure pattern | What went wrong and why |
Part of deciqAI Knowledge Skills — open-source thinking skills that make rigor executable for AI agents. Built by deciqAI · https://deciqai.com · Contributions welcome — see the template at the repo root.