AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs

AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/astraflow-dataflow-oriented-reinforcement-learning-for-agentic-llms

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-05-18
Score updated: 2026-05-18
Score fresh until: 2026-06-17
References: 0
Source count: 4
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 astraflow-dataflow-oriented-reinforcement-learning-for-agentic-llms | Route /signal-canvas/astraflow-dataflow-oriented-reinforcement-learning-for-agentic-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/astraflow-dataflow-oriented-reinforcement-learning-for-agentic-llms

MCP example

{
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  "arguments": {
    "mode": "paper",
    "paper_ref": "astraflow-dataflow-oriented-reinforcement-learning-for-agentic-llms",
    "query_text": "Summarize AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs"
  }
}

source_context

{
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  "mode": "paper",
  "query": "AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs",
  "normalized_query": "2605.15565",
  "route": "/signal-canvas/astraflow-dataflow-oriented-reinforcement-learning-for-agentic-llms",
  "paper_ref": "astraflow-dataflow-oriented-reinforcement-learning-for-agentic-llms",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs

PDF: https://arxiv.org/pdf/2605.15565v1

Repository: https://github.com/Infini-AI-Lab/astraflow

Source count: 4

Coverage: 67%

Last proof check: 2026-05-18T20:32:56.354Z

Signal Canvas receipt window

Not build-ready: AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs

/buildability/astraflow-dataflow-oriented-reinforcement-learning-for-agentic-llms

Ignoreblocked

Subject: AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs

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