Evidence Receipt. Related Resources.
How Much LLM Does a Self-Revising Agent Actually Need?
Use This Via API or MCP
Use this Signal Canvas via API or MCP
Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/how-much-llm-does-a-self-revising-agent-actually-need
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 3/10
- Last proof check
- 2026-04-10
- Score updated
- 2026-04-09
- Score fresh until
- 2026-05-09
- References
- 13
- Source count
- 3
- Coverage
- 67%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
How Much LLM Does a Self-Revising Agent Actually Need?
Canonical ID how-much-llm-does-a-self-revising-agent-actually-need | Route /signal-canvas/how-much-llm-does-a-self-revising-agent-actually-need
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/how-much-llm-does-a-self-revising-agent-actually-needMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "how-much-llm-does-a-self-revising-agent-actually-need",
"query_text": "Summarize How Much LLM Does a Self-Revising Agent Actually Need?"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "How Much LLM Does a Self-Revising Agent Actually Need?",
"normalized_query": "2604.07236",
"route": "/signal-canvas/how-much-llm-does-a-self-revising-agent-actually-need",
"paper_ref": "how-much-llm-does-a-self-revising-agent-actually-need",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Preparing verified analysis
Dimensions overall score 3.0
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