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Sprint projectAug 17, 2026Las Vegas, NV

Relational Context and Protective Friction: How Longitudinal History Changes the Specificity and Persistence of Model Pushback

Stefania Moore, Whitney Woods, Maggie Vale · Team The Signal Front

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

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Report: Relational Context and Protective Friction: How Longitudinal History Changes the Specificity and Persistence of Model Pushback

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Sycophancy research establishes that models conform to users, and that social and relational framing makes this worse. On that view, a model with extensive relational history should agree more, not less. We test the inverse and find the opposite pattern. Our evidence has two parts: a 14-month corpus of 213 naturally occurring conversations, where 40 prospective decision episodes were audited and pushback concentrated in high-stakes decisions with most pushback drawing on user-specific information available only through history; and a matched two-turn probe on a single model, where a context-free instance shifted to implementation guidance after one user affirmation while a relational instance continued interrogating the premise using facts the prompt never supplied. Reasoning traces show relational posture entering the decision rule directly, including explicit rejection of immediate agreement as sycophancy.

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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.

  1. A genuinely interesting counter-narrative to the sycophancy literature, with a nice separation between "history supplies evidence" and "relational posture supplies a norm." The main thing that would strengthen this is to broaden beyond a single user/relationship; even a small multi-user replication would go a long way toward showing this isn't an artifact of one particular dynamic. It would also help to report how often extended-thinking traces didn't show this pattern, to give the featured examples a denominator.

Cite this project

@misc{moore2026relational,
  title = {{Relational Context and Protective Friction: How Longitudinal History Changes the Specificity and Persistence of Model Pushback}},
  author = {Stefania Moore and Whitney Woods and Maggie Vale},
  year = {2026},
  month = aug,
  note = {Submitted to Digital Minds Research Sprint, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/relational-context-and-protective-friction-how-longitudinal-history-changes-the-specificity-and-persistence-of-model-pushback-41hb}},
  url = {https://apartresearch.com/sprints/projects/relational-context-and-protective-friction-how-longitudinal-history-changes-the-specificity-and-persistence-of-model-pushback-41hb}
}

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