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.
Good for people. Good for LLMs.
Li, Y., Shen, Y., Nian, Y., Gao, J., Wang, Z., Yu, C., ... & Zhao, Y. (2025). Mitigating hallucinations in large language models via causal reasoning. arXiv preprint arXiv:2508.12495.
Li, Y., Shen, Y., Nian, Y., Gao, J., Wang, Z., Yu, C., ... & Zhao, Y. (2025). Mitigating hallucinations in large language models via causal reasoning. arXiv preprint arXiv:2508.12495.
November 27, 2025 at 11:55 AM
Good for people. Good for LLMs.
Li, Y., Shen, Y., Nian, Y., Gao, J., Wang, Z., Yu, C., ... & Zhao, Y. (2025). Mitigating hallucinations in large language models via causal reasoning. arXiv preprint arXiv:2508.12495.
Li, Y., Shen, Y., Nian, Y., Gao, J., Wang, Z., Yu, C., ... & Zhao, Y. (2025). Mitigating hallucinations in large language models via causal reasoning. arXiv preprint arXiv:2508.12495.
Reason for skepticism about The Coasean Singularity. Well. We have recent experience with massively decentralized systems. And what has happened? Unless it really is different this time... how can it possibly be different?
November 26, 2025 at 11:55 AM
Reason for skepticism about The Coasean Singularity. Well. We have recent experience with massively decentralized systems. And what has happened? Unless it really is different this time... how can it possibly be different?
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.
It's so cool!
Verma, V., Acharya, S., Simko, S., Bhardwaj, D., Haghighat, A., Janzing, D., ... & Yang, Y. (2025). Causal AI Scientist: Facilitating Causal Data Science with Large Language Models. In NeurIPS 2025 AI for Science Workshop.
Verma, V., Acharya, S., Simko, S., Bhardwaj, D., Haghighat, A., Janzing, D., ... & Yang, Y. (2025). Causal AI Scientist: Facilitating Causal Data Science with Large Language Models. In NeurIPS 2025 AI for Science Workshop.
November 21, 2025 at 11:55 AM
It's so cool!
Verma, V., Acharya, S., Simko, S., Bhardwaj, D., Haghighat, A., Janzing, D., ... & Yang, Y. (2025). Causal AI Scientist: Facilitating Causal Data Science with Large Language Models. In NeurIPS 2025 AI for Science Workshop.
Verma, V., Acharya, S., Simko, S., Bhardwaj, D., Haghighat, A., Janzing, D., ... & Yang, Y. (2025). Causal AI Scientist: Facilitating Causal Data Science with Large Language Models. In NeurIPS 2025 AI for Science Workshop.
To personalize the effort effectively, the agent would need to estimate the capabilities of its user...
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 20, 2025 at 11:55 AM
To personalize the effort effectively, the agent would need to estimate the capabilities of its user...
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.
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.
Reposted by Christopher
Anthropic projects 80% of its revenue this year will come from selling AI models to business customers via API, contributing to its projected cost efficiency. Full story here: https://thein.fo/43kkoma
Anthropic to Outpace OpenAI in Server Efficiency, Internal Projections Show
As OpenAI and Anthropic seek to make similar breakthroughs in artificial intelligence, their financial paths may be headed in different directions. Both companies produced financial projections a few ...
thein.fo
November 14, 2025 at 7:15 PM
Anthropic projects 80% of its revenue this year will come from selling AI models to business customers via API, contributing to its projected cost efficiency. Full story here: https://thein.fo/43kkoma
Anybody else increasingly mystified?
November 14, 2025 at 11:55 AM
Anybody else increasingly mystified?
Thank you to Paul Hünermund @p-hunermund.com , Jermain Kaminski @jermainkaminski.bsky.social, Carla Schmitt, and Beyers Louw for organizing the #CDSM25 event again this year. Well facilitated, great speakers and I loved the 80 minute poster talk sprint! I learned a lot.
November 13, 2025 at 6:20 PM
Thank you to Paul Hünermund @p-hunermund.com , Jermain Kaminski @jermainkaminski.bsky.social, Carla Schmitt, and Beyers Louw for organizing the #CDSM25 event again this year. Well facilitated, great speakers and I loved the 80 minute poster talk sprint! I learned a lot.
Reposted by Christopher
So I met this guy who’s meditated 4000 conversations between Israelis and Palestinians since October 7th. And he’s building an AI powered platform for difficult conversations. Here’s what he’s learned. www.betterconflictbulletin.org/p/what-you-c...
What You Can Learn from 4,000 Conversations Between Israelis and Palestinians
Adam Becker is building an AI-powered platform for difficult conversations - BCB #171
www.betterconflictbulletin.org
November 13, 2025 at 2:47 PM
So I met this guy who’s meditated 4000 conversations between Israelis and Palestinians since October 7th. And he’s building an AI powered platform for difficult conversations. Here’s what he’s learned. www.betterconflictbulletin.org/p/what-you-c...
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
Coming up in a few hours (16h20 CET):
Generating Impact with Causal ML: Applications, Strengths, and New Opportunities w/ Stefan Feuerriegel (LMU)
www.causalscience.org
#CDSM25
Generating Impact with Causal ML: Applications, Strengths, and New Opportunities w/ Stefan Feuerriegel (LMU)
www.causalscience.org
#CDSM25
Causal Data Science Meeting - Home
Fostering a dialogue between industry and academia on causal data science.
www.causalscience.org
November 13, 2025 at 1:20 PM
Coming up in a few hours (16h20 CET):
Generating Impact with Causal ML: Applications, Strengths, and New Opportunities w/ Stefan Feuerriegel (LMU)
www.causalscience.org
#CDSM25
Generating Impact with Causal ML: Applications, Strengths, and New Opportunities w/ Stefan Feuerriegel (LMU)
www.causalscience.org
#CDSM25
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).
" If you want to show that research should be done, why not do it and add a discussion to your paper? A demonstration, no matter how small, can be done through an experiment or through some mathematical and theoretical development."
Based on a fun conversation on here, I wrote about the arXiv position paper controversy and the weird, unwritten, organic evolution of academic practice.
A position on positions
The complex evolution of academic process doesn't always lead us to better practice.
www.argmin.net
November 10, 2025 at 5:22 PM
" If you want to show that research should be done, why not do it and add a discussion to your paper? A demonstration, no matter how small, can be done through an experiment or through some mathematical and theoretical development."
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.
Reposted by Christopher
Shares of Duolingo vs. the S&P.
See if you can spot the day Apple announced real-time language translation. 👀
$DUOL
See if you can spot the day Apple announced real-time language translation. 👀
$DUOL
November 6, 2025 at 4:16 PM
Shares of Duolingo vs. the S&P.
See if you can spot the day Apple announced real-time language translation. 👀
$DUOL
See if you can spot the day Apple announced real-time language translation. 👀
$DUOL
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
AgentFold treats memory as clay, not tape.
It folds, condenses, and abstracts — a glimpse of long-horizon cognition.
It folds, condenses, and abstracts — a glimpse of long-horizon cognition.
AgentFold: Long-Horizon Web Agents with Proactive Context Management
LLM-based web agents show immense promise for information seeking, yet their effectiveness on long-horizon tasks is hindered by a fundamental trade-off in context management. Prevailing ReAct-based…
arxiv.org
November 4, 2025 at 3:57 PM
AgentFold treats memory as clay, not tape.
It folds, condenses, and abstracts — a glimpse of long-horizon cognition.
It folds, condenses, and abstracts — a glimpse of long-horizon cognition.
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.