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Sprint projectJan 20, 2025

Towards an Agent Marketplace for Alignment Research (AMAR)

Abrar Rahman · Team Benki

Submitted to AI Safety Entrepreneurship Hackathon. Sprint projects are early-stage work by participants, not Apart Research publications.

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Report: Towards an Agent Marketplace for Alignment Research (AMAR)

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The app store for alignment & assurance, ensuring frontier safety labs get a cut at the point of sale.

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  1. I think this tries to do too much, without scoping down to a specific goal. Also, too abstract, lacking technical & empirical backing. Doesn't seem to address the core problems of AI Safety.

  2. The marketplace concept is innovative and could help standardize safety evaluations. However, based on my VC experience at Comet Labs, I see challenges in bootstrapping the network effects needed for widespread adoption.

    (1) Strong technical foundation with clear scaling strategy through network effects.

    (2) Well-articulated threat model around "safetywashing" and evaluation quality.

    (3) Implementation approach is reasonable but needs more detail on ensuring evaluation quality.

  3. The idea of an agent marketplace is intriguing, and it could potentially create a platform for researchers to share and develop alignment solutions. I appreciate the focus on talking to users, which suggests that the team is committed to understanding the needs and pain points of their target audience. As it stands, the scope of the project feels very broad - it's trying to tackle multiple aspects of AI safety without explicit prioritization. I love how clear the author is about the vision, and the ambition is commendable. I would try to create a more detailed plan for how you'll implement the project, including technical requirements, empirical evaluation methods, and a timeline.

Cite this project

@misc{rahman2025towards,
  title = {{Towards an Agent Marketplace for Alignment Research (AMAR)}},
  author = {Abrar Rahman},
  year = {2025},
  month = jan,
  note = {Submitted to AI Safety Entrepreneurship Hackathon, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/towards-an-agent-marketplace-for-alignment-research-(amar)}},
  url = {https://apartresearch.com/sprints/projects/towards-an-agent-marketplace-for-alignment-research-(amar)}
}

Build something like this at the next Sprint

AI Collusion Research Sprint · Oct 23 - 25, 2026