AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/anypoc-universal-proof-of-concept-test-generation-for-scalable-llm-based-bug-detection

stale

Proof freshness: stale
Proof status: unverified
Display score: 9/10
Last proof check: 2026-04-15
Score updated: 2026-04-15
Score fresh until: 2026-05-15
References: 0
Source count: 3
Coverage: 50%

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 anypoc-universal-proof-of-concept-test-generation-for-scalable-llm-based-bug-detection | Route /signal-canvas/anypoc-universal-proof-of-concept-test-generation-for-scalable-llm-based-bug-detection

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/anypoc-universal-proof-of-concept-test-generation-for-scalable-llm-based-bug-detection

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "anypoc-universal-proof-of-concept-test-generation-for-scalable-llm-based-bug-detection",
    "query_text": "Summarize AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection",
  "normalized_query": "2604.11950",
  "route": "/signal-canvas/anypoc-universal-proof-of-concept-test-generation-for-scalable-llm-based-bug-detection",
  "paper_ref": "anypoc-universal-proof-of-concept-test-generation-for-scalable-llm-based-bug-detection",
  "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: AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

PDF: https://arxiv.org/pdf/2604.11950v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-15T16:41:37.688Z

Signal Canvas receipt window

Watch and verify: AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

/buildability/anypoc-universal-proof-of-concept-test-generation-for-scalable-llm-based-bug-detection

Watchwatch

Subject: AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

Verdict

Watch

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

AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection

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