LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent

LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/literesearcher-a-scalable-agentic-rl-training-framework-for-deep-research-agent

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-21
Score updated: 2026-04-21
Score fresh until: 2026-05-21
References: 0
Source count: 5
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

Canonical ID literesearcher-a-scalable-agentic-rl-training-framework-for-deep-research-agent | Route /signal-canvas/literesearcher-a-scalable-agentic-rl-training-framework-for-deep-research-agent

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/literesearcher-a-scalable-agentic-rl-training-framework-for-deep-research-agent

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "literesearcher-a-scalable-agentic-rl-training-framework-for-deep-research-agent",
    "query_text": "Summarize LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent",
  "normalized_query": "2604.17931",
  "route": "/signal-canvas/literesearcher-a-scalable-agentic-rl-training-framework-for-deep-research-agent",
  "paper_ref": "literesearcher-a-scalable-agentic-rl-training-framework-for-deep-research-agent",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent

PDF: https://arxiv.org/pdf/2604.17931v1

Source count: 5

Coverage: 67%

Last proof check: 2026-04-21T20:33:49.017Z

Signal Canvas receipt window

Watch and verify: LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent

/buildability/literesearcher-a-scalable-agentic-rl-training-framework-for-deep-research-agent

Watchwatch

Subject: LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent

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