Mixed-Initiative Context: Structuring and Managing Context for Human-AI Collaboration explores A conceptual framework and probe system for structuring and managing context in multi-turn human-AI interactions.. Commercial viability score: 3/10 in Human-AI Collaboration.
Use This Via API or MCP
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/mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaboration
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 mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaboration | Route /paper/mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaboration
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaborationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.07121"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Mixed-Initiative Context: Structuring and Managing Context for Human-AI Collaboration",
"normalized_query": "2604.07121",
"route": "/paper/mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaboration",
"paper_ref": "mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaboration",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaboration
Subject: Mixed-Initiative Context: Structuring and Managing Context for Human-AI Collaboration
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
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Preparing verified analysis
Dimensions overall score 3.0
No public claim map is available for this paper yet.
No public competitor map is available for this paper yet.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaboration
Paper ref
mixed-initiative-context-structuring-and-managing-context-for-human-ai-collaboration
arXiv id
2604.07121
Generated at
2026-04-10T00:16:14.247Z
Evidence freshness
stale
Last verification
2026-04-10T00:16:14.247Z
Sources
3
References
77
Coverage
67%
Lineage hash
b9ac4e46eefa2c26fc284027452db283aa6ac68252ac73417090a870bcea1ce1
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.
77 refs / 3 sources / Verification pending
repo_url
proof_status