Say Something Else: Rethinking Contextual Privacy as Information Sufficiency explores Formalizes contextual privacy for LLM agents as an Information Sufficiency task, introducing free-text pseudonymization and a conversational evaluation protocol.. Commercial viability score: 3/10 in LLM Privacy.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/say-something-else-rethinking-contextual-privacy-as-information-sufficiency
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID say-something-else-rethinking-contextual-privacy-as-information-sufficiency | Route /paper/say-something-else-rethinking-contextual-privacy-as-information-sufficiency
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/say-something-else-rethinking-contextual-privacy-as-information-sufficiencyMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.06409"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Say Something Else: Rethinking Contextual Privacy as Information Sufficiency",
"normalized_query": "2604.06409",
"route": "/paper/say-something-else-rethinking-contextual-privacy-as-information-sufficiency",
"paper_ref": "say-something-else-rethinking-contextual-privacy-as-information-sufficiency",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/say-something-else-rethinking-contextual-privacy-as-information-sufficiency
Subject: Say Something Else: Rethinking Contextual Privacy as Information Sufficiency
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
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Preparing verified analysis
Dimensions overall score 3.0
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Receipt path
/buildability/say-something-else-rethinking-contextual-privacy-as-information-sufficiency
Paper ref
say-something-else-rethinking-contextual-privacy-as-information-sufficiency
arXiv id
2604.06409
Generated at
2026-04-09T20:10:12.125Z
Evidence freshness
fresh
Last verification
2026-04-09T20:10:12.125Z
Sources
0
References
0
Coverage
0%
Lineage hash
0d251b7c612ad38a7537c4265251134abfc4431812cf1d7e38010732faeb1f9e
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Verification pending / evidence receipt incomplete
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paper_evidence_receipts.coverage