Evidence Receipt. Related Resources.
Improve LLM Agents: Agentic RL with Tree Search (AT2PO)
Compared to this week’s papers
Verification pending
Use This Via API or MCP
Use Signal Canvas as the narrative proof surface
Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.
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/at-2-po-agentic-turn-based-policy-optimization-via-tree-search
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 6/10
- Last proof check
- 2026-04-02
- Score updated
- 2026-04-02
- Score fresh until
- 2026-05-02
- References
- 0
- Source count
- 0
- Coverage
- 17%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
AT$^2$PO: Agentic Turn-based Policy Optimization via Tree Search
Canonical ID at-2-po-agentic-turn-based-policy-optimization-via-tree-search | Route /signal-canvas/at-2-po-agentic-turn-based-policy-optimization-via-tree-search
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/at-2-po-agentic-turn-based-policy-optimization-via-tree-searchMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "at-2-po-agentic-turn-based-policy-optimization-via-tree-search",
"query_text": "Summarize AT$^2$PO: Agentic Turn-based Policy Optimization via Tree Search"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "AT$^2$PO: Agentic Turn-based Policy Optimization via Tree Search",
"normalized_query": "2601.04767",
"route": "/signal-canvas/at-2-po-agentic-turn-based-policy-optimization-via-tree-search",
"paper_ref": "at-2-po-agentic-turn-based-policy-optimization-via-tree-search",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Preparing verified analysis
Dimensions overall score 6.0
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