Define explicit authorization for releasing confidential data and derived outputs
Maintainers usually reply within 1 day
@rajnisht7 is already working on this.
Since Oct 20, 2026.
Assessment
- Difficulty
- 5/5
- Estimated time
- Over a week
- Newbie friendliness
- 25/100
- Issue type
- Feature
- Clarity
- Mostly clear
- Activity status
- Active
- Tech stack
- python
- Domain
- authorization, security
Research direction
Start by reading #657 for the existing sink ceilings, #568 for principal and delegation semantics, and the referenced confinement work. Define the generic release-authorization contract before implementing a policy adapter. Done means the acceptance criteria are specified and tests cover substitution, replay, policy changes, prompt injection, and privacy-preserving audit evidence.
Written by the indexing model from the issue text.
Description
Parent tracker: https://github.com/agentrust-io/.github/issues/41
Problem and scope
A tool or ordinary API outside the approved confidential boundary may require a deliberate disclosure. Current sink ceilings in merged #657 conservatively propagate known labels; they do not decide whether a model-generated summary is safe to declassify.
Define a generic release-authorization contract before implementing one policy adapter. Model judgment is not an authorization source.
Acceptance criteria
- Bind authorization to a principal with release authority, the recipient/audience, data or derivation scope, purpose where enforced, validity and policy version.
- Distinguish unchanged confidentiality, authorized disclosure and unavailable evidence. Unknown labels or missing authorization cannot silently become a release.
- Specify how derived outputs retain restrictions and what independently authorized transformation, if any, may lower them.
- Bind approval to the actual released bytes or a precisely defined transformation contract; test output/recipient substitution, replay and policy changes.
- Test prompt-injection attempts that ask the model to relabel or summarize secrets for an unapproved sink.
- Record the boundary change without leaking the protected contents into audit evidence, and state that disclosure cannot be undone.
Relationships
Builds on #657 and depends on confinement for a deployment-wide claim. Reuse existing principal/delegation semantics from #568 and existing human-approval mechanisms where applicable. This issue does not authorize any disclosure itself.
- Dominant language
- Python
- Stars
- 33
- Forks
- 24
- Avg merge
- 19h 50m
- Merged PRs (30d)
- 75
Getting set up
- Ships a Dockerfile or Docker Compose file
- Has a pull request template
- Read the contributing guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
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