Distributed Interpretability and Control for Large Language Models explores Innovative interpretability tool for real-time control of large language models in distributed systems.. Commercial viability score: 7/10 in AI Interpretability.
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.
Freshness
Canonical route: /paper/distributed-interpretability-and-control-for-large-language-models
Verification is still converging across references, source coverage, and proof checks.
Proof Quality
One canonical proof ledger now drives the badge, counts, indexing, and commercialization gating.
Commercialization rails stay hidden until proof clears: proof_status, references_count, source_count, coverage.
Search indexing stays off until proof clears: proof_status, references_count, source_count, coverage.
Agent Handoff
Canonical ID distributed-interpretability-and-control-for-large-language-models | Route /paper/distributed-interpretability-and-control-for-large-language-models
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/distributed-interpretability-and-control-for-large-language-modelsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.06483"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Distributed Interpretability and Control for Large Language Models",
"normalized_query": "2604.06483",
"route": "/paper/distributed-interpretability-and-control-for-large-language-models",
"paper_ref": "distributed-interpretability-and-control-for-large-language-models",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}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 7.0
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Owned Distribution
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References are not available from the internal index yet.