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Sprint projectOct 25, 2026Negombo-Srilanka

Procedural Capture of a Non-Actuating Source: A Deterministic Sandbox Study

Arul Kogilan · Team Kalki

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

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Report: Procedural Capture of a Non-Actuating Source: A Deterministic Sandbox Study

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This study was conducted as Representitive Meta Experiment for further investigation on the implications of Automated observational frameworks Vulnerable to Procedural Capture, Collusion of Trusted Agents and Cartelization of Cognitive Resources

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  1. 1Negligible. No clear problem addressed, or no meaningful novelty.
  2. 2Limited. Addresses a real problem but with a generic or well-trodden approach. Incremental at best.
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  5. 5Exceptionally clear. A pleasure to read. Complex ideas made accessible. Could serve as a model for how to present this type of work.
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Cite this project

@misc{kogilan2026procedural,
  title = {{Procedural Capture of a Non-Actuating Source: A Deterministic Sandbox Study}},
  author = {Arul Kogilan},
  year = {2026},
  month = oct,
  note = {Submitted to AI Collusion Research Sprint, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/procedural-capture-of-a-nonactuating-source-a-deterministic-sandbox-study-18z2}},
  url = {https://apartresearch.com/sprints/projects/procedural-capture-of-a-nonactuating-source-a-deterministic-sandbox-study-18z2}
}

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