A Systematic Analysis of the Impact of Persona Steering on LLM Capabilities explores A novel framework for persona induction in LLMs that dynamically routes queries to improve cognitive capabilities and outperforms static personas.. Commercial viability score: 8/10 in LLM Personalization.
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/a-systematic-analysis-of-the-impact-of-persona-steering-on-llm-capabilities
Proof data is outside the preferred freshness window.
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.
Search indexing stays off until proof clears: proof_status, references_count.
Agent Handoff
Canonical ID a-systematic-analysis-of-the-impact-of-persona-steering-on-llm-capabilities | Route /paper/a-systematic-analysis-of-the-impact-of-persona-steering-on-llm-capabilities
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/a-systematic-analysis-of-the-impact-of-persona-steering-on-llm-capabilitiesMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.11048"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "A Systematic Analysis of the Impact of Persona Steering on LLM Capabilities",
"normalized_query": "2604.11048",
"route": "/paper/a-systematic-analysis-of-the-impact-of-persona-steering-on-llm-capabilities",
"paper_ref": "a-systematic-analysis-of-the-impact-of-persona-steering-on-llm-capabilities",
"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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Dimensions overall score 8.0
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