Christopher
@gatodohq.bsky.social
gatodo.com | We tell the story of the intelligence economy through findings, facts and figures from top researchers, engineers, and (I assume) artificial agents.
Fantastic.
Shahidi, P., Rusak, G., Manning, B. S., Fradkin, A., & Horton, J. J. (2025). The Coasean Singularity? Demand, Supply, and Market Design with AI Agents (No. w34468). National Bureau of Economic Research.
Shahidi, P., Rusak, G., Manning, B. S., Fradkin, A., & Horton, J. J. (2025). The Coasean Singularity? Demand, Supply, and Market Design with AI Agents (No. w34468). National Bureau of Economic Research.
November 25, 2025 at 11:55 AM
Fantastic.
Shahidi, P., Rusak, G., Manning, B. S., Fradkin, A., & Horton, J. J. (2025). The Coasean Singularity? Demand, Supply, and Market Design with AI Agents (No. w34468). National Bureau of Economic Research.
Shahidi, P., Rusak, G., Manning, B. S., Fradkin, A., & Horton, J. J. (2025). The Coasean Singularity? Demand, Supply, and Market Design with AI Agents (No. w34468). National Bureau of Economic Research.
Think about the personalization opportunities here:
Shen, S. Z., Chen, V., Gu, K., Ross, A., Ma, Z., Ross, J., ... & Sontag, D. (2025). Completion $\neq $ Collaboration: Scaling Collaborative Effort with Agents. arXiv preprint arXiv:2510.25744.
Shen, S. Z., Chen, V., Gu, K., Ross, A., Ma, Z., Ross, J., ... & Sontag, D. (2025). Completion $\neq $ Collaboration: Scaling Collaborative Effort with Agents. arXiv preprint arXiv:2510.25744.
November 19, 2025 at 3:57 PM
Think about the personalization opportunities here:
Shen, S. Z., Chen, V., Gu, K., Ross, A., Ma, Z., Ross, J., ... & Sontag, D. (2025). Completion $\neq $ Collaboration: Scaling Collaborative Effort with Agents. arXiv preprint arXiv:2510.25744.
Shen, S. Z., Chen, V., Gu, K., Ross, A., Ma, Z., Ross, J., ... & Sontag, D. (2025). Completion $\neq $ Collaboration: Scaling Collaborative Effort with Agents. arXiv preprint arXiv:2510.25744.
Using product review!
Li, B., Wei, Q. O., & Wang, X. S. (2025). Predicting Behaviors with Large Language Model (Llm)-Powered Digital Twins of Customers.
Li, B., Wei, Q. O., & Wang, X. S. (2025). Predicting Behaviors with Large Language Model (Llm)-Powered Digital Twins of Customers.
November 18, 2025 at 3:57 PM
Using product review!
Li, B., Wei, Q. O., & Wang, X. S. (2025). Predicting Behaviors with Large Language Model (Llm)-Powered Digital Twins of Customers.
Li, B., Wei, Q. O., & Wang, X. S. (2025). Predicting Behaviors with Large Language Model (Llm)-Powered Digital Twins of Customers.
Finally! A positive incentive to tell the truth!
Lee, J. Y., Shin, J., & Yu, J. (2025). Communicating attribute importance under competition. Marketing Science.
Lee, J. Y., Shin, J., & Yu, J. (2025). Communicating attribute importance under competition. Marketing Science.
November 13, 2025 at 3:57 PM
Finally! A positive incentive to tell the truth!
Lee, J. Y., Shin, J., & Yu, J. (2025). Communicating attribute importance under competition. Marketing Science.
Lee, J. Y., Shin, J., & Yu, J. (2025). Communicating attribute importance under competition. Marketing Science.
November 13, 2025 at 2:59 PM
November 12, 2025 at 2:58 PM
King, J., et al (2025, October). User Privacy and Large Language Models: An Analysis of Frontier Developers’ Privacy Policies. In Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society (Vol. 8, No. 2, pp. 1465-1477).
November 11, 2025 at 11:55 AM
King, J., et al (2025, October). User Privacy and Large Language Models: An Analysis of Frontier Developers’ Privacy Policies. In Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society (Vol. 8, No. 2, pp. 1465-1477).
Tomorrow's newsletter: Looped Language Models, less superhuman, privacy, attribute importance, political connections, musky drama, economic lit search
November 10, 2025 at 11:55 AM
Tomorrow's newsletter: Looped Language Models, less superhuman, privacy, attribute importance, political connections, musky drama, economic lit search
Love this paper.
Bak-Coleman, J., O'Connor, C., Bergstrom, C., & West, J. (2025). The Risks of Industry Influence in Tech Research. arXiv preprint arXiv:2510.19894.
Bak-Coleman, J., O'Connor, C., Bergstrom, C., & West, J. (2025). The Risks of Industry Influence in Tech Research. arXiv preprint arXiv:2510.19894.
November 7, 2025 at 3:57 PM
Love this paper.
Bak-Coleman, J., O'Connor, C., Bergstrom, C., & West, J. (2025). The Risks of Industry Influence in Tech Research. arXiv preprint arXiv:2510.19894.
Bak-Coleman, J., O'Connor, C., Bergstrom, C., & West, J. (2025). The Risks of Industry Influence in Tech Research. arXiv preprint arXiv:2510.19894.
Bak-Coleman, J., O'Connor, C., Bergstrom, C., & West, J. (2025). The Risks of Industry Influence in Tech Research. arXiv preprint arXiv:2510.19894.
November 6, 2025 at 3:57 PM
Bak-Coleman, J., O'Connor, C., Bergstrom, C., & West, J. (2025). The Risks of Industry Influence in Tech Research. arXiv preprint arXiv:2510.19894.
Hard interviews signal greatness to great people.
Ash, Shukla, Sockin (2025) Interviews
Ash, Shukla, Sockin (2025) Interviews
November 5, 2025 at 11:55 AM
Hard interviews signal greatness to great people.
Ash, Shukla, Sockin (2025) Interviews
Ash, Shukla, Sockin (2025) Interviews
In tomorrow's newsletter: Inside the Fold. How agents sculpt memory, maps reveal bias, and industries shape their own evidence.
November 3, 2025 at 11:55 AM
In tomorrow's newsletter: Inside the Fold. How agents sculpt memory, maps reveal bias, and industries shape their own evidence.
Another cool one!
Hewitt, L., Ashokkumar, A., Ghezae, I., & Willer, R. (2024). Predicting results of social science experiments using large language models. Preprint.
Hewitt, L., Ashokkumar, A., Ghezae, I., & Willer, R. (2024). Predicting results of social science experiments using large language models. Preprint.
October 30, 2025 at 11:55 AM
Another cool one!
Hewitt, L., Ashokkumar, A., Ghezae, I., & Willer, R. (2024). Predicting results of social science experiments using large language models. Preprint.
Hewitt, L., Ashokkumar, A., Ghezae, I., & Willer, R. (2024). Predicting results of social science experiments using large language models. Preprint.
More from Peng et al.
So cool.
So cool.
October 29, 2025 at 11:55 AM
More from Peng et al.
So cool.
So cool.
Peng, T., Gui, G., Merlau, D. J., Fan, G. J., Sliman, M. B., Brucks, M., ... & Toubia, O. (2025). A Mega-Study of Digital Twins Reveals Strengths, Weaknesses and Opportunities for Further Improvement. arXiv preprint arXiv:2509.19088.
October 28, 2025 at 11:55 AM
Peng, T., Gui, G., Merlau, D. J., Fan, G. J., Sliman, M. B., Brucks, M., ... & Toubia, O. (2025). A Mega-Study of Digital Twins Reveals Strengths, Weaknesses and Opportunities for Further Improvement. arXiv preprint arXiv:2509.19088.
Signal.
Brand, J., Israeli, A., & Ngwe, D. (2023). Using LLMs for Market Research (Harvard Business School Marketing Unit Working Paper No. 23-062). Social Science Research Network. doi. org/10.2139/ssrn, 4395751.
Brand, J., Israeli, A., & Ngwe, D. (2023). Using LLMs for Market Research (Harvard Business School Marketing Unit Working Paper No. 23-062). Social Science Research Network. doi. org/10.2139/ssrn, 4395751.
October 24, 2025 at 10:55 AM
Signal.
Brand, J., Israeli, A., & Ngwe, D. (2023). Using LLMs for Market Research (Harvard Business School Marketing Unit Working Paper No. 23-062). Social Science Research Network. doi. org/10.2139/ssrn, 4395751.
Brand, J., Israeli, A., & Ngwe, D. (2023). Using LLMs for Market Research (Harvard Business School Marketing Unit Working Paper No. 23-062). Social Science Research Network. doi. org/10.2139/ssrn, 4395751.
A better way to bandit. Old trick. New arms.
Weaver, I. N., Kumar, V., & Jain, L. (2025). Nonparametric Pricing Bandits Leveraging Informational Externalities to Learn the Demand Curve. Marketing Science.
Weaver, I. N., Kumar, V., & Jain, L. (2025). Nonparametric Pricing Bandits Leveraging Informational Externalities to Learn the Demand Curve. Marketing Science.
October 23, 2025 at 10:55 AM
A better way to bandit. Old trick. New arms.
Weaver, I. N., Kumar, V., & Jain, L. (2025). Nonparametric Pricing Bandits Leveraging Informational Externalities to Learn the Demand Curve. Marketing Science.
Weaver, I. N., Kumar, V., & Jain, L. (2025). Nonparametric Pricing Bandits Leveraging Informational Externalities to Learn the Demand Curve. Marketing Science.
Wild.
Pio-Lopez, L., Hartl, B., & Levin, M. (2025). Aging as a loss of goal-directedness: an evolutionary simulation and analysis unifying regeneration with anatomical rejuvenation.
Pio-Lopez, L., Hartl, B., & Levin, M. (2025). Aging as a loss of goal-directedness: an evolutionary simulation and analysis unifying regeneration with anatomical rejuvenation.
October 22, 2025 at 10:55 AM
Wild.
Pio-Lopez, L., Hartl, B., & Levin, M. (2025). Aging as a loss of goal-directedness: an evolutionary simulation and analysis unifying regeneration with anatomical rejuvenation.
Pio-Lopez, L., Hartl, B., & Levin, M. (2025). Aging as a loss of goal-directedness: an evolutionary simulation and analysis unifying regeneration with anatomical rejuvenation.
Lies. Lies. Popular lies.
El, B., & Zou, J. (2025). Moloch's Bargain: Emergent Misalignment When LLMs Compete for Audiences. arXiv preprint arXiv:2510.06105.
El, B., & Zou, J. (2025). Moloch's Bargain: Emergent Misalignment When LLMs Compete for Audiences. arXiv preprint arXiv:2510.06105.
October 21, 2025 at 10:55 AM
Lies. Lies. Popular lies.
El, B., & Zou, J. (2025). Moloch's Bargain: Emergent Misalignment When LLMs Compete for Audiences. arXiv preprint arXiv:2510.06105.
El, B., & Zou, J. (2025). Moloch's Bargain: Emergent Misalignment When LLMs Compete for Audiences. arXiv preprint arXiv:2510.06105.
We're going hard on this idea of Moloch's Bargain for AI.
El, B., & Zou, J. (2025). Moloch's Bargain: Emergent Misalignment When LLMs Compete for Audiences. arXiv preprint arXiv:2510.06105.
El, B., & Zou, J. (2025). Moloch's Bargain: Emergent Misalignment When LLMs Compete for Audiences. arXiv preprint arXiv:2510.06105.
October 20, 2025 at 10:55 AM
We're going hard on this idea of Moloch's Bargain for AI.
El, B., & Zou, J. (2025). Moloch's Bargain: Emergent Misalignment When LLMs Compete for Audiences. arXiv preprint arXiv:2510.06105.
El, B., & Zou, J. (2025). Moloch's Bargain: Emergent Misalignment When LLMs Compete for Audiences. arXiv preprint arXiv:2510.06105.
Schoen, B., Nitishinskaya, E., Balesni, M., Højmark, A., Hofstätter, F., Scheurer, J., ... & Hobbhahn, M. (2025). Stress Testing Deliberative Alignment for Anti-Scheming Training. arXiv preprint arXiv:2509.15541
October 17, 2025 at 10:55 AM
Schoen, B., Nitishinskaya, E., Balesni, M., Højmark, A., Hofstätter, F., Scheurer, J., ... & Hobbhahn, M. (2025). Stress Testing Deliberative Alignment for Anti-Scheming Training. arXiv preprint arXiv:2509.15541
Anti-scheming research stress-tests AI alignment.
Even with interventions, covert behaviors persist (from 8.7% → 0.3%).
Alignment isn’t just preventing failure: it’s guarding against hidden goals.
Even with interventions, covert behaviors persist (from 8.7% → 0.3%).
Alignment isn’t just preventing failure: it’s guarding against hidden goals.
October 17, 2025 at 10:55 AM
Anti-scheming research stress-tests AI alignment.
Even with interventions, covert behaviors persist (from 8.7% → 0.3%).
Alignment isn’t just preventing failure: it’s guarding against hidden goals.
Even with interventions, covert behaviors persist (from 8.7% → 0.3%).
Alignment isn’t just preventing failure: it’s guarding against hidden goals.
GOFFMAN!
Cheng, M., Yu, S., Lee, C., Khadpe, P., Ibrahim, L., & Jurafsky, D. (2025). Social sycophancy: A broader understanding of llm sycophancy. arXiv preprint arXiv:2505.13995.
Cheng, M., Yu, S., Lee, C., Khadpe, P., Ibrahim, L., & Jurafsky, D. (2025). Social sycophancy: A broader understanding of llm sycophancy. arXiv preprint arXiv:2505.13995.
October 16, 2025 at 10:55 AM
GOFFMAN!
Cheng, M., Yu, S., Lee, C., Khadpe, P., Ibrahim, L., & Jurafsky, D. (2025). Social sycophancy: A broader understanding of llm sycophancy. arXiv preprint arXiv:2505.13995.
Cheng, M., Yu, S., Lee, C., Khadpe, P., Ibrahim, L., & Jurafsky, D. (2025). Social sycophancy: A broader understanding of llm sycophancy. arXiv preprint arXiv:2505.13995.
TeachLM asks: what if LLMs acted like tutors, not assistants?
Instead of spoon-feeding answers, tutoring requires friction: withholding, probing, adapting to a learner’s state of mind.
Instead of spoon-feeding answers, tutoring requires friction: withholding, probing, adapting to a learner’s state of mind.
October 15, 2025 at 2:57 PM
TeachLM asks: what if LLMs acted like tutors, not assistants?
Instead of spoon-feeding answers, tutoring requires friction: withholding, probing, adapting to a learner’s state of mind.
Instead of spoon-feeding answers, tutoring requires friction: withholding, probing, adapting to a learner’s state of mind.