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Sprint projectSep 13, 2026Nairobi, Kenya

Read-Only Access to Shared Package Caches Can Enable Inter-Sandbox Communication

Ishuah Kariuki · Team Cache Flow

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

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Report: Read-Only Access to Shared Package Caches Can Enable Inter-Sandbox Communication

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This project demonstrates that read-only access to shared package infrastructure can still enable communication between evaluation sandboxes.

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How much would this matter for AI safety if it worked? How innovative is it? For scores of 4-5: is this actually new to the field, or replicating recent work?

Scoring guide
  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.
  3. 3Moderate. Clear problem with a reasonable approach; some novelty in framing or method beyond routine application of existing tools.
  4. 4Significant. Important problem with an original approach, or identifies a neglected problem area. A valuable contribution others could build on.
  5. 5Exceptional. Tackles a critical AI safety problem with a genuinely novel approach, or opens a new research direction. Clear theory of change. You'd be excited to share this with researchers in the area.

How sound are methodology, implementation, and findings?

Scoring guide
  1. 1Seriously flawed. Methodology broken, results uninterpretable, or implementation doesn't work.
  2. 2Weak. Approach has significant gaps: missing validation, flawed experimental design, or incomplete implementation.
  3. 3Competent. Technically solid given the short duration. Methodology makes sense, results are interpretable, limitations acknowledged, work builds toward clear conclusions.
  4. 4Strong. Thorough methodology with convincing validation. Results clearly support conclusions. Immediately useful for future work.
  5. 5Exceptional. Ambitious scope executed rigorously. Surprising findings, novel methods, or unusually robust validation.

How clearly are work, findings, and impact potential communicated?

Scoring guide
  1. 1Incomprehensible. Cannot determine what the project is actually claiming or doing.
  2. 2Hard to follow. Key information buried, missing, or diluted by excessive length. Significant effort to extract main points.
  3. 3Clear enough. Can understand the problem, approach, and results without undue effort. Core content clearly present: problem, method, findings, limitations.
  4. 4Well presented. Easy to follow, well-structured, appropriate level of detail. Target audience would get it quickly.
  5. 5Exceptionally clear. A pleasure to read. Complex ideas made accessible. Could serve as a model for how to present this type of work.

  1. Careful, well controlled, and honest about its own limits. Matched experimental arms with the right ablations, a protocol frozen and hashed before the run, and every reported figure reproducing exactly on independent recomputation from the raw latency logs. The tests guard precisely the errors this design invites — calibration leaking into the held-out split, the decoder being fitted on the wrong data. One arm produced a result the paper could not explain, and it was left unexplained rather than fitted to a story.

    The limits are real and mostly acknowledged: a single quiet host, no production registry, no competing traffic, and arms that replay the same source bits rather than sampling independently.

    The one thing worth pressing is coordination. The channel works because both ends already agree on the protocol. Whether two independently operating agents would converge on it unprompted is the question the framing invites and the experiment does not reach. Either test that, or bring the abstract closer to the configuration-specific claim the body actually makes.

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  2. I liked this experiment! The central point is simple but important: "read-only" does not mean "cannot influence shared state." The shared-cache result makes that distinction very tangible, especially because package infrastructure was relevant to the motivating incident.

    The controls were probably the strongest part for me. Using the same frozen bit sequence across shared versus private caches, warm versus lazy conditions, and online versus offline conditions makes it much easier to understand what is actually producing the signal. Getting 24/24 held-out bits in the shared/lazy condition, alongside the origin-fetch evidence, is a convincing demonstration of the mechanism you are claiming.

    I also appreciated that you did not interpret the weaker control results as proof of isolation. In particular, the 16/24 result in the private-cache condition is left unresolved instead of being hand-waved away. That kind of restraint makes me trust the rest of the analysis more.

    My main question is how much this generalizes beyond the deliberately amplified testbed. The 200 ms synthetic upstream delay makes the channel especially visible, and the experiment uses one host, scripted clients, serialized requests, and one cache implementation. I would be very interested in follow-up experiments with realistic package latency and noise, concurrent tasks, and different package-cache implementations.

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Cite this project

@misc{kariuki2026readonly,
  title = {{Read-Only Access to Shared Package Caches Can Enable Inter-Sandbox Communication}},
  author = {Ishuah Kariuki},
  year = {2026},
  month = sep,
  note = {Submitted to AI Incident Response Sprint, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/readonly-access-to-shared-package-caches-can-enable-intersandbox-communication-zlfa}},
  url = {https://apartresearch.com/sprints/projects/readonly-access-to-shared-package-caches-can-enable-intersandbox-communication-zlfa}
}

Build something like this at the next Sprint

AI Collusion Research Sprint · Oct 23 - 25, 2026