> [!question] Lingering Questions > - Which study is the cooking-framing experiment? Attributed only as "I think it was Stanford" — unlocatable as cited, do not propagate as an established finding. > - Does the framing effect (augmentation vs. efficiency) survive extended tool use, or does direct experience overwrite the initial description within weeks? > [!tip] Article Ideas > - "Nobody wants a robot to give them a tattoo" — piece on symbolic vs. instrumental work and automation resistance, using the tattoo/tattoo-removal pair as the teaching example. > [!link] Cross Reference > - **The set's central contradiction, and the most valuable thing in it**: this clip explains non-adoption as legitimate identity threat; sibling [[3. Resources/Literature Notes/A Disagreement on Principles, Not on Skills]] classifies the same non-adoption as opposition to the company and sends it to HR. Same speaker, same programme — hold both. > [!quote] Vocabulary > - **identity threat** — the reaction produced when a technology is framed in terms that imply personal replacement rather than assistance > - **symbolic vs. instrumental work** — whether an act carries meaning beyond its outcome (tattooing) or is purely procedural (tattoo removal); the variable that predicts automation resistance ## Metadata - Source: [[3. Resources/Readwise/Articles/The Machine Doesn’t Cook for You|The Machine Doesn't Cook for You]] - Category: Video (YouTube short-form clip) - Published: 2026-07-31 ## Author's thesis Efficiency framing produces identity threat by construction — "output per person" is heard as "how many people are needed" — and the threat is strongest for work experienced as craft rather than as mere output, which makes resistance to AI tooling in skilled knowledge work a predictable, legitimate response rather than a skill gap or stubbornness. ## Key arguments 1. **A claim about output per person is heard as a claim about headcount** — this is the correct inference from efficiency language, not a misreading, and the augmentation framing exists specifically to avoid triggering it. 2. **Work valued for its meaning resists automation that work valued only for its result does not** — the tattoo/tattoo-removal pair holds the person and technology constant and varies only whether the act carries symbolic weight. 3. **Knowledge work sits on the craft side**, per the speaker's own observation — which makes identity threat structural to AI adoption in skilled work rather than a transitional friction that fades. ## Claim atoms ### Efficiency framing reads as replacement > [!quote] ID:rw_01kywpatb0a5mg00m2gvh5e777 > The identity threat is uh that especially when we frame AI in terms of efficiency gains, um it looks like someone is being replaced uh instead of augmented by the technology. *Where:* ~00:00:00. *Why:* locates the cause in the language rather than the listener — hearing "output per person" as "headcount" is the accurate inference, not a misunderstanding. ### The same device is accepted or rejected on description alone > [!quote] ID:rw_01kywpatb0a5mg00m2gvh5e777 > It's the same device, but in this group of people that were receiving the device, the people that identified as cooks rejected the first version and accepted the second. *Where:* ~00:00:31. *Why:* isolates framing as the operative variable, with craft identification as the moderator. Sourcing is weak — verify before reuse. ### Knowledge work is experienced as craft > [!quote] ID:rw_01kywpatb0a5mg00m2gvh5e777 > what I found at Trail of Bits and with like most knowledge work in particular is that it's a deeply symbolic act that like yeah, you feel that there's a human craft involved. *Where:* ~00:01:31. *Why:* if true, identity threat is structural in knowledge-work automation rather than a problem that resolves with time or better onboarding. ## Permanent candidates - **Work valued for its meaning resists automation that work valued only for its result does not** — the tattoo/tattoo-removal pair, genuinely falsifiable and cleanly stated; strongest candidate of the three claim atoms. ## Processing checklist - [ ] Locate the actual cooking/framing study before citing it as established - [ ] Read the identity-threat literature in organizational psychology - [x] Connect into the relevant MOC — [[3. Resources/MOCs/AI & the Future of Knowledge Work MOC]] ## Links - [[3. Resources/MOCs/AI & the Future of Knowledge Work MOC]] — identity threat in AI adoption is core territory for this MOC. - [[3. Resources/Permanent Notes/Structural Power Claims the Position of the Party Being Acted Upon]] — sibling clip's Permanent note; same programme, opposite attribution of the same non-adoption behaviour. - [[3. Resources/Permanent Notes/Work Valued for Its Meaning Resists Automation That Work Valued Only for Its Result Does Not]] — the Permanent note this Literature note generated.