Late Lessons, Jensen Huang and AI

LL1-16 digest — Ch16 Twelve late lessons#

Source: EEA, Late lessons from early warnings: the precautionary principle 1896–2000 (2001), Ch 16, report pp. 168–191 (PDF pp. 168–191). Authors: the editorial team: Harremoës (chair), Gee, MacGarvin, Stirling, Keys, Wynne, Guedes Vaz. Four of them also wrote case chapters. The “initial framing” came from the ESTO project on technological risk and uncertainty, whose final report was written by editor Stirling (pp. 168, 190–191). There are no panels or dissenting voices.

Core argument#

The synthesis chapter returns to the four questions put to every case author: first credible warning, actions taken, costs and benefits, and lessons (p. 168).

The gap between warning and effective action was “many years or decades, and in some cases over a century”. Unequivocal precautionary action stayed scarce even after the principle was articulated (p. 168).

The central diagnosis: in many cases adequate information existed but was not delivered in time, or was discounted, sometimes because of “short-term economic and political interactions” (p. 168). Genuine society-wide ignorance also features in “many” cases (p. 171).

The editors say the case histories “suggest another story” than an EU-versus-North America battle: acceptance of precaution varies between institutions on both sides of the Atlantic (p. 168).

Costs and benefits could not be assessed systematically; there is no credible “single figure”, and a general analysis “lay beyond the scope” of the report (p. 168).

The twelve lessons (pp. 168–169, elaborated pp. 169–182)#

  1. Respond to ignorance as well as uncertainty and risk.
  2. Monitor and research for early warnings.
  3. Seek out blind spots.
  4. Reduce interdisciplinary obstacles.
  5. Account for real-world conditions.
  6. Scrutinise claimed benefits as well as risks.
  7. Evaluate alternatives and promote robust, diverse, adaptable technologies.
  8. Use lay and local knowledge.
  9. Account for different groups’ values.
  10. Keep regulators independent of interested parties.
  11. Reduce institutional obstacles.
  12. Avoid “paralysis by analysis” by acting on reasonable grounds for concern.

Section 16.3 goes explicitly beyond the cases (p. 169) in three areas: - Science (pp. 183–186): Type I/II error bias; how publics and institutions handle ignorance; stakeholders involved from the start. - Innovation (pp. 186–187): alternatives assessment, lock-in, diversity as insurance. - Governance (pp. 187–189): evolving existing tools, early local participation, enlarging responsibility to cover foreseeable-in-principle surprises.

Key evidence (all second-hand from the case chapters)#

Main mechanisms#

Transferable insights (technology-neutral)#

Main caveats#