Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/learn-from-your-mistakes-tree-like-self-play-for-secure-code-llms

ready

Proof freshness: fresh
Proof status: partial
Display score: 8/10
Last proof check: 2026-06-03
Score updated: 2026-06-03
Score fresh until: 2026-07-03
References: 0
Source count: 4
Coverage: 83%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Canonical ID learn-from-your-mistakes-tree-like-self-play-for-secure-code-llms | Route /signal-canvas/learn-from-your-mistakes-tree-like-self-play-for-secure-code-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/learn-from-your-mistakes-tree-like-self-play-for-secure-code-llms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "learn-from-your-mistakes-tree-like-self-play-for-secure-code-llms",
    "query_text": "Summarize Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs",
  "normalized_query": "2606.03489",
  "route": "/signal-canvas/learn-from-your-mistakes-tree-like-self-play-for-secure-code-llms",
  "paper_ref": "learn-from-your-mistakes-tree-like-self-play-for-secure-code-llms",
  "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: Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

PDF: https://arxiv.org/pdf/2606.03489v1

Repository: https://github.com/Easonnoway/TSP

Source count: 4

Coverage: 83%

Last proof check: 2026-06-03T20:32:58.979Z

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Ready for execution: Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

/buildability/learn-from-your-mistakes-tree-like-self-play-for-secure-code-llms

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Subject: Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

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