大多数人认为AI安全可以通过技术手段完美解决，但作者认为安全与实用性之间存在根本性权衡。这个观点挑战了技术乐观主义，指出公司在追求AI能力的同时必然会牺牲某些安全措施，暗示AI安全问题的解决不仅仅是技术问题，更是商业决策问题。

在零LLM模式下仅比有LLM支持的模式低17.3%，这一结果令人震惊。这表明生物启发的记忆架构可能比我们想象的更强大，能够在没有大型语言模型支持的情况下保持大部分性能，挑战了'强大AI必须依赖大型模型'的主流观点。

trade off

Decerf, B., Ferreira, F. H. G., Mahler, D. G., & Sterck, O. (2020). Lives and Livelihoods: Estimates of the Global Mortality and Poverty Effects of the COVID-19 Pandemic. IZA Discussion Paper, 13549.

Sadique, M. Z., Devlin, N., Edmunds, W. J., & Parkin, D. (2013). The Effect of Perceived Risks on the Demand for Vaccination: Results from a Discrete Choice Experiment. PLoS ONE, 8(2). https://doi.org/10.1371/journal.pone.0054149

Abbott, K. R., & Sherratt, T. N. (2013). Optimal sampling and signal detection: Unifying models of attention and speed–accuracy trade-offs. Behavioral Ecology, 24(3), 605–616. https://doi.org/10.1093/beheco/art001

Kneer, M., & Hannikainen, I. R. (2020). Triage Dilemmas: A Window into (Ecologically Valid) Moral Cognition. https://doi.org/10.31234/osf.io/v87sb

Berman, J. Z., & Kupor, D. (2020). Moral Choice When Harming Is Unavoidable: Psychological Science. https://doi.org/10.1177/0956797620948821

r/BehSciAsk - Behavioural Policy challenge: How well do people understand trade-offs and accept them? (n.d.). Reddit. Retrieved 9 September 2020, from https://www.reddit.com/r/BehSciAsk/comments/ii3n2x/behavioural_policy_challenge_how_well_do_people/

Obradovich, K. (n.d.). Reynolds says COVID-19 immunity strikes a “balance.” It’s not even close. - Iowa Capital Dispatch. Retrieved July 1, 2020, from https://iowacapitaldispatch.com/2020/06/29/reynolds-says-covid-19-immunity-strikes-a-balance-its-not-even-close/

Tybur, J. M., Lieberman, D., Fan, L., Kupfer, T., & de Vries, R. E. (2020). Behavioral immune tradeoffs: Interpersonal value relaxes social pathogen avoidance [Preprint]. PsyArXiv. https://doi.org/10.31234/osf.io/ec8uw

Landgrave, M. (2020). How Do Legislators Value Constituent’s (Statistical) Lives? COVID-19, Partisanship, and Value of a Statistical Life Analysis. https://doi.org/10.31235/osf.io/n93w2

Schalkwyk, M. C. I. van, Hird, T. R., Maani, N., Petticrew, M., & Gilmore, A. B. (2020). The perils of preprints. BMJ, 370. https://doi.org/10.1136/bmj.m3111. https://t.co/qNPLYCeT99?amp=1

Gregory, V., Menzio, G., & Wiczer, D. G. (2020). Pandemic Recession: L or V-Shaped? (Working Paper No. 27105; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27105

Bigio, S., Zhang, M., & Zilberman, E. (2020). Transfers vs Credit Policy: Macroeconomic Policy Trade-offs during Covid-19 (Working Paper No. 27118; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27118

Bodenhorn, Howard. ‘Business in a Time of Spanish Influenza’. Working Paper. Working Paper Series. National Bureau of Economic Research, July 2020. https://doi.org/10.3386/w27495.

The COVID-19 Conundrum in the Developing World: Protecting Lives or Protecting Jobs?. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 8, 2020, from https://covid-19.iza.org/publications/dp13136/

Should Contact Bans Be Lifted in Germany? A Quantitative Prediction of Its Effects. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 8, 2020, from https://covid-19.iza.org/publications/dp13151/

When to Release the Lockdown? A Wellbeing Framework for Analysing Costs and Benefits. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 7, 2020, from https://covid-19.iza.org/publications/dp13186/

Economic Policies for COVID-19. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 7, 2020, from https://covid-19.iza.org/publications/pp156/

Social Stability Challenged: Pandemics, Inequality and Policy Responses. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 5, 2020, from https://covid-19.iza.org/publications/dp13249/

Designing Reopening Strategies in the Aftermath of COVID-19 Lockdowns: Some Principles with an Application to Denmark. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 4, 2020, from https://covid-19.iza.org/publications/pp158/

Between a Rock and a Hard Place: Poverty and COVID-19 in Developing Countries. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved July 29, 2020, from https://covid-19.iza.org/publications/dp13297/

Akbarpour, M., Cook, C., Marzuoli, A., Mongey, S., Nagaraj, A., Saccarola, M., Tebaldi, P., Vasserman, S., & Yang, H. (2020). Socioeconomic Network Heterogeneity and Pandemic Policy Response (Working Paper No. 27374; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27374

West, D. K. & G. (2020, July 8). The Damage We’re Not Attending To. Nautilus. http://nautil.us/issue/87/risk/the-damage-were-not-attending-to

Pindyck, R. S. (2020). COVID-19 and the Welfare Effects of Reducing Contagion (Working Paper No. 27121; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27121

Heap, S. H., Koop, C., Matakos, K., Unan, A., & Weber, N. S. (2020). COVID-19 and people’s health-wealth preferences: Information effects and policy implications [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/mz67j

Morey, R. D. (2020, June 12). Power and precision. Medium. https://medium.com/@richarddmorey/power-and-precision-47f644ddea5e