Late Lessons, Jensen Huang and AI

Fidelity review of 01-late-lessons-analysis.md#

Strand A critical review, 26 September 2026. Scope: fidelity of claims, numbers, quotations and page references to the two EEA reports and the working files. Line numbers refer to 01-late-lessons-analysis.md as of 03:11, 26 Sept 2026.

How the check was done#


Issues, ranked by importance#

1. Lead-death revision attributed to the wrong cause (it is used as key evidence for a “Strong” mechanism)#

2. The account of how the twelve lessons were derived leaves out half of what the reports say#

3. “Chapter 28’s three most-cited statistics do not reproduce” overstates, and conflicts with §5.2#

4. The northern cod reference-point cut is given as “about 40%”, but the working files disagree#

5. “Moving target” is presented as the report’s own term; it is not in the text#

6. The mobile-phone verdict applies the symmetry rule to one side only#

7. The “exceptions” to “no Part A company or regulator voice” are not exceptions#

8. A quotation that does not exist in the source#

9. Other misquotations and quoted paraphrases (each minor; together they breach the document’s own quotation convention)#

The document’s convention (§1.4) is to quote LL1 only in short phrases. These phrases should also be exact. - Line 307: BSE, evidence "not actually being sought". The source reads “when no evidence was actually being sought” (LL1-16, p. 172), and the document quotes this correctly on line 218. Fix: use the exact phrase. - Line 228: whether a demand for more evidence is "prudence" or "paralysis" depends on who bears the costs. The source reads “‘paralysis by analysis’ or is merely part of a ‘prudent and careful evaluation’”, and says the judgement “will be influenced by the individual, social or interest group’s assessment of the likely pros and cons as they impinge upon them” (LL1-16, p. 182). Fix: quote “prudent and careful evaluation”, and paraphrase the second part as “on how the pros and cons fall on each group”. - Line 225: "cost of failure". The source has “costs of failure” (LL1-16, p. 188). - Line 399: "no longer a viable industry". The source has “would no longer be a viable industry” (Brush Wellman 1977, quoted at LL2-06, p. 135). - Line 457: "not inconvenient". The source has “has not been inconvenient” (LL1-12, p. 129). - Line 249: "jury still out". The source’s category is “the jury is still out” (LL2-02, pp. 19–21). - Lines 340 and 663: "sole cause, everywhere" is a paraphrase in quotation marks. The quotation is “solely responsible, at national level, for all” (LL2-16, p. 379). Fix: remove the quotation marks, or use the real phrase. - Line 331: "not enough is known". The source has “not enough was known” (LL2-06, p. 138). - Fix for all. Correct the wording, or drop the quotation marks where the text is a paraphrase.

10. The Minamata mother did not see congenital poisoning “before the experts”#

11. A regulator’s definitional clause is used as evidence of an interested party’s intent to “change the rules”#

12. Sugar-beet yield loss attributed to the ban without its stated cause#

13. Cyclamate is counted as a false positive, contrary to the chapter’s classification#

14. The NNI safety-research share compares two different budget categories#

15. Table 27.2 is presented as the EEA’s rule for when action may rest on weak evidence#

16. The knowledge-to-ignorance ratio is judged as a harm predictor, which it was not offered as#

17. The US–EU comparison is called “confirmed”; the source is more mixed#

18. The hospital dose variation is cited to LL1-16, which gives a different figure#

19. CFC-12 figures are labelled as all CFC releases#

20. The Minamata precedent is described as “similar evidence”, which is inference#

21. PCB lag rounded up to “over 100”#

22. Proportionality is attributed to Chapter 1’s own view of precaution#

23. Chapter 17 does not drop the word “illustrate”; it upgrades it#

24. Michaels’s role is ambiguous#

25. Citation for the EPRS use of “4 of 88” points to the wrong file#


Log of checks that passed (sample)#

Against source chunks (page confirmed). - Author selection and scope. “would not have been approached” (LL2-00, p. 9; LL1-00, p. 12); Farman and Infante (LL1-00, p. 12); “distilled” (LL1-00, p. 3); “where sufficient is now known”, “spirit of the times”, “luxury of hindsight” (p. 11); “no suitable examples emerged” (p. 12); “seven structuring questions” (LL2-00, p. 10); “highly pertinent” (pp. 9, 11); reviewers named in LL1 (p. 6) but not in LL2 (p. 5). - LL1-16 and LL1-17. “relatively scarce”, “over a century”, “short-term economic and political interactions” and its four named cases (LL1-16, p. 168); “illustrative, rather than definitive” (p. 169); “virtual certainty” (p. 169); institutional against societal ignorance (p. 171); “compound uncertainty” (p. 172); “captive” (p. 174); “even if markedly inferior” (p. 177); “produced and owned” (p. 179); Swann quote (p. 181); Table 16.1’s lowest rung (p. 184); Table 17.1 and the 1965 asbestos date (LL1-17, p. 192), re-dated to 1930 in Table 27.1 (LL2-27, p. 656); “a key political decision with profound ethical implications” (p. 193); “ultimately a matter of political discourse” (p. 194). All twelve lessons are verbatim (LL2-00, p. 11). - LL2 framing and synthesis. “profoundly wrong” (LL2-00, p. 6); “knowledge and power” (p. 7); “irresponsible corporations” and “for the most part” (p. 11); “34 case studies” (LL2-27, p. 644); the working definition (p. 649); Box 27.4’s twelve criteria (p. 653); the knowledge-to-ignorance ratio (pp. 654–655); Table 27.2’s bands (p. 658); “risk takers or risk makers” (p. 658); “consolidated technological monopolies” (p. 659); “made by a few people on behalf of many” (LL2-28, p. 671); “today’s technology is now safe” and “harm expansion” (p. 672); “even at the cost of more false alarms” (p. 673); “homo-illogical” (p. 680) and “hydro-illogical” (LL2-15, pp. 360–361); Table 26.4’s ten against three (LL2-26, p. 635); the political-will footnote (p. 624); “part of the inertia” (p. 628); “does not have a good track record” (p. 640). - Annexes and costs. Table A2.1: asbestos 101, PCBs c. 100, benzene 81, radiation 65, BSE 10–17, TBT 5–30, median about 40 (LL2-A2, p. 702); “expands over time” (LL2-A3, p. 717); Stern’s 14.7 → 4.2% at 1.3 → 2.8% (LL2-23, p. 574); EUR 5–9 against below EUR 1 per kg (p. 573). - False alarms (LL2-02). 88 cases and four false positives; “high confidence” 67–95% (p. 18); about a third real risks and a third jury still out (pp. 20–21); seven lessons (pp. 34–35); swine flu’s 107 Guillain-Barré cases, six deaths and 40 million inoculated (pp. 26–28); nitrite, “nearly all bacon … within one year” (p. 25); “subjectivity” (p. 33); swine flu and saccharin reasonable ex ante (pp. 31–32). - Case chapters. BSE £1.5m, 1,200 cases, £4.2bn, 48%, “window dressing”, 17 months, MBM exports 12,553 t to 25,005 t (LL1-15, pp. 158–164); Harris’s 190,000 t against about 125,000 t and “drastic” (LL1-02, pp. 21–22); “decisively settled” (p. 18); 47% above advice since 2003 (LL2-17, p. 421); OR 88.4 (16.4–476.5) (LL2-07, p. 161); Box 7.1’s eight strategies (p. 155); vinyl chloride USD 278m against 90bn, “burden of medical uncertainty” and “frontiers” (LL2-08, p. 187); Minamata “all fish and all shellfish” and “Never stop it!” (LL2-05, p. 99); DBCP 5 ppm, 1.7 ppm odour accepted by USDA, and “impractical” (LL2-09, p. 205); DBCP emergency standard of 9 Sept 1977 (p. 206); the Bayer suits against three beekeeper leaders (LL2-16, p. 380); Gaucho “solely responsible…” (p. 379); Irgarol 1,700 ng/L (LL2-12, p. 267); the booster five-step cycle (p. 273); asbestos with smoking over 50-fold and the 25-year lung-cancer excess (LL1-05, p. 55); 66% asbestosis (p. 54); US and Canadian insurers in 1918 (p. 54); DES 2–10 million in utero (LL1-08, p. 87); the radiation limit of about 700 against 20 mSv (LL1-03, p. 33); Infante’s 5–10-fold risk and “significant risk” (LL1-04, p. 40); API 1948 and 50 ppm (p. 39); 54 per 1,000 (p. 41); the 1987 limit of 1 ppm (p. 41); Swedish 17-step chain and “not a neutral position” (LL1-09, pp. 95–96); “60 % gap closure” (LL1-10, p. 106); Santa Monica 71% (LL1-11, p. 114); France 1982 and “best information available” (LL1-13, p. 136); “none … precautionary” (p. 142); the Lamming committee disbanded and unpublished (LL1-14, p. 150); implementers as beneficiaries (LL2-14, about p. 337); “competitiveness” clause (LL2-22, p. 540; see issue 11); EEA withdrawal from IARC (LL2-21, p. 520); the Hardell funding footnote including Telia (fn 11, p. 517).

Against notes, hindsight, themes and external files (confirmed). - Context. Gee’s Friends of the Earth role (context, line 36); 22 January 2013 and doi:10.2800/73322; the innovation principle (9 Oct 2013 ERF letter, 2016, Horizon Europe recital 6); no court citation verified. - Hindsight, LL1 cases. Hammitt et al. 2005 (see issue 17 on wording); Chimed-Ochir 14.1-fold; about 7,000 BSE cases among about 50 million cattle tested; Stockholm listings 12 → 37; Pfizer paras 200–201; DES “possibly effective” in 1971; PFAS “forty years before the public health community”; the Manville Trust at 5.6%; mesothelioma peak of 2,205 male deaths in 2016; hormone sanctions of US$116.8m plus C$11.3m; Italy 8,000–22,000 deaths avoided; the OTM rule at about £2bn per death prevented; SO2 control preventing about 80,000 deaths a year; imposex 81% → about 21%; CFC-12 at about 44%. - Hindsight, LL2 cases. The French cnDAspe abolished by Loi 2026-403; the Dec 2025 pesticide-approval proposal; EU environmental-tax share down 16.8% on 2014; 29–35% of German flood residents unwarned; the Materion and USW joint draft; the Exxon 1985 MTBE memo and the rival refiner; 62 and 34 glyphosate-resistant species; five countries with about 89% of GM area; the 19–25% organic yield gap; eight chlor-alkali plants aged 42–83 years; 206 emergency authorisations; Cohen and Tubb; the vinyl chloride cost overestimate at about fourfold; the 80% producer share under the wastewater recast; Minamata’s 55,000 people and 32-person pilot; Fukushima’s 2,351 deaths; BPA 20,000-fold and 250,000-fold; saccharin’s 23 years; the jury-still-out tally (about 12, 3 and 3 of about 18 checked); leaded aviation fuel and TEL authorised to 2032; CDC’s 2012 change; EFSA 2018 uncertainty guidance and its carve-out; ecosystem accounts in 2024; the 2026 Omnibus directive; Aarhus review rights in 2021. - Notes and themes. Lieberman and Kwon supplying 28 of the 88 cases; Y2K and sludge dumping not among the 88; Bartrip; Bridges’s WTO role; the “six hormones”; Hosokawa’s cat 400; SO2 emissions of about 57 Mt read from Fig. 10.1.

Strand guard. No mention of contemporary technologies outside the reports. The only occurrence of “software” (lines 310 and 998) is LL1-07’s satellite-retrieval software, as in the source.