---
title: "Track B: Context, memory and permissions | Chainfore"
url: https://chainfore.com/research/context-and-permissions
updated: 2026-10-22
summary: "Does permission-aware, freshness-checked context outperform a larger unfiltered context?"
---

Track B · Planned

# Does permission-aware, freshness-checked context outperform a larger unfiltered context?

- Second question: Which memory designs resist poisoning?

- First experiment: Permission-filtered retrieval against a larger context budget on the same tasks, with injected adversarial content.

- Output: A context-selection method, leakage tests, and cost-quality results.

- What we will not claim: Leakage tests show what was tried, not that leakage is impossible.

## Publications from this track

Nothing published yet. The first evaluation method is due within 90 days of October 2026. Each report will be reviewed by someone who did not build the system.

## Work with the programme

We run experiments on customer workflows only with written permission and on permitted data. If you have a workflow and a question, write to research@chainfore.com.

Research collaboration: https://chainfore.com/contact?area=research-collaboration