# Share No More Than the Request Requires: Federated Disclosure for Perspective-Aware AI

arXiv: https://arxiv.org/abs/2607.22953 · HTML: https://mlsanity.com/paper/2607.22953/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 8 of its 51 references that are in the map.
- First posted on arXiv 24 Jul 2026.

## Builds on (most cited first, 8 of 8)

- [AirGapAgent: Protecting Privacy-Conscious Conversational Agents](https://mlsanity.com/paper/2405.05175/) (2024)
- [IPFS - Content Addressed, Versioned, P2P File System](https://mlsanity.com/paper/1407.3561/) (2014)
- [Operationalizing Contextual Integrity in Privacy-Conscious Assistants](https://mlsanity.com/paper/2408.02373/) (2024)
- [ID-RAG: Identity Retrieval-Augmented Generation for Long-Horizon Persona Coherence in Generative Agents](https://mlsanity.com/paper/2509.25299/) (2025)
- [Design and Evaluation of IPFS: A Storage Layer for the Decentralized Web](https://mlsanity.com/paper/2208.05877/) (2022)
- [SoK: TEE-assisted Confidential Smart Contract](https://mlsanity.com/paper/2203.08548/) (2022)
- [The Forking Way: When TEEs Meet Consensus](https://mlsanity.com/paper/2412.00706/) (2024)
- [Perspective-Aware AI in Extended Reality](https://mlsanity.com/paper/2507.11479/) (2025)

## Abstract (arXiv)

Modern AI systems bring societal risks such as mass surveillance, extreme concentrations of power, and loss of user autonomy---calling into question a model where third-parties collect and control massive amounts of user data. Users require a sovereign system to securely own, govern, and disclose their context while remaining compliant across regulated domains with strict provenance, interpretability, and policy adherence. Perspective-aware AI approaches this by transforming a user's aggregated personal data into a structured identity model called a Chronicle: a temporal knowledge graph that represents and grows with the user. Chronicles support the secure disclosure of context across federated networks. A Chronicle holder may expose a queryable, authorized view that a third-party agent may consult without centralizing anyone's data. This paper explores the problem of minimum-necessary disclosure across domain boundaries: when a requester's agent queries a Chronicle, how can the system constrain its response to release only what the requester's relationship, stated purpose, and specific task require? We propose Provenance Preserving Chronicles (PPC), a federated protocol that compiles each holder's Chronicle into a compact authorized evidence subgraph governed by one rule: share no more than the request requires. Holders keep local sovereignty; an access controller projects relationship-aware views over domain-expert ontologies; and a two-phase flow returns provenance-linked text first, releasing raw artifacts only after explicit holder approval. We frame the problem, map gaps in blockchain, P2P, and holder-sovereign designs, define the core constructs, and sketch the protocol with an explicit threat model.