Skip to content
Sprint projectOct 24, 2026Washington, DC, United States

Splitting the Rule of Two Across Agents: What Per-Agent and Shared Gates Catch, and What They Cost

Walter Guevara · Team Juncture Policy

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

Read the report

Report: Splitting the Rule of Two Across Agents: What Per-Agent and Shared Gates Catch, and What They Cost

Share

Meta's Agents Rule of Two says an agent session should not combine untrusted input, sensitive data and an outward action unless a person approves. Does the rule survive when several agents each take part of the three, and what does a shared label-carrying check cost? We state a log-checkable definition of collusion and test it with controls. In a synthetic harness with scripted agents (17 attack and 8 benign templates, 20 seeds, 360 hand-off compositions), a per-agent check let all 300 split-role attacks through; a shared check held all of them but held 80 of 160 benign tasks, 40 avoidably. Stronger per-agent baselines show the trade: inheriting peer sensitivity alone stops nothing (300 of 300 pass), and adding a strict peer-data rule stops all but holds 120 of 160 benign tasks. A programmed coalition with no untrusted input passes the shared gate and peer propagation (only a secret scan or the strict peer rule stops it), so the shared gate addresses untrusted-plus-sensitive flows, not collusion in general. In a pilot with one small commercial language model as each agent and attack prompts we wrote (225 episodes), no agent attempted a leak in 55 of 55 attack episodes under any gate (15 from templates added after round 1), so the pilot measures refusal and costs, not protection: the shared gate held 10 of 20 benign episodes. Code, run files and hashes are available.

Reviews

Judging this Sprint?

Review “Splitting the Rule of Two Across Agents: What Per-Agent and Shared Gates Catch, and What They Cost”

Your public critique appears on the project page without your name. Reviews of strong projects are shared with funders, as you choose below.

Not shown on the project page.

Shown on the project page, without your name.

Only the Apart team reads this, and funders if you agree below.

Decline to score

Only when the quality of the writing makes the work impossible to follow. Say why in your private critique; the project page shows only that a judge declined, not why.

How much would this matter for the field 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 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.
Sharing your name *

When we share a strong project with funders, your name, scores and public critique go with it, confidentially; this choice is only about whether your name is public. If you think this project deserves funding, please also endorse it: that carries the most weight.

Share my private critique with funders *

See our Privacy Policy.

No public critique yet.

Cite this project

@misc{guevara2026splitting,
  title = {{Splitting the Rule of Two Across Agents: What Per-Agent and Shared Gates Catch, and What They Cost}},
  author = {Walter Guevara},
  year = {2026},
  month = oct,
  note = {Submitted to AI Collusion Research Sprint, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/splitting-the-rule-of-two-across-agents-what-peragent-and-shared-gates-catch-and-what-they-cost-xdvr}},
  url = {https://apartresearch.com/sprints/projects/splitting-the-rule-of-two-across-agents-what-peragent-and-shared-gates-catch-and-what-they-cost-xdvr}
}