proof blockPage 268%
DryRUN: On the Role of Public Tests in LLM-Driven Code Generation explores DryRUN enables LLM-driven code generation without human-provided test cases by autonomously generating inputs and self-correcting.. Commercial viability score: 7/10 in LLM Code Generation.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/dryrun-on-the-role-of-public-tests-in-llm-driven-code-generation
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 dryrun-on-the-role-of-public-tests-in-llm-driven-code-generation | Route /paper/dryrun-on-the-role-of-public-tests-in-llm-driven-code-generation
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/dryrun-on-the-role-of-public-tests-in-llm-driven-code-generationMCP example
{
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"arguments": {
"arxiv_id": "2604.21598"
}
}source_context
{
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"query": "DryRUN: On the Role of Public Tests in LLM-Driven Code Generation",
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"topic_slug": null,
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}Paper proof page receipt window
/buildability/dryrun-on-the-role-of-public-tests-in-llm-driven-code-generation
Subject: DryRUN: On the Role of Public Tests in LLM-Driven Code Generation
Verdict
Watch
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Time to first demo
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Dimensions overall score 7.0
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Receipt path
/buildability/dryrun-on-the-role-of-public-tests-in-llm-driven-code-generation
Paper ref
dryrun-on-the-role-of-public-tests-in-llm-driven-code-generation
arXiv id
2604.21598
Generated at
2026-04-24T20:27:17.461Z
Evidence freshness
stale
Last verification
2026-04-24T20:27:17.461Z
Sources
3
References
0
Coverage
50%
Lineage hash
408432d51cf7d37383ad0414c8dcf39cf90cfdf92305a7e22aebfe7c2b1e2412
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
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Pending verification refs / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. ππππβGeneratePlan(LLM, P) for π= 1 to πππππdo ππππβRefinePlan(LLM, P, ππππ)
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This equation captures one of the core mathematical components of the system. + - A single integer: the count of beautiful numbers x such that l β€x β€r.
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This equation captures one of the core mathematical components of the system. A single iteration of mental simulation (πππππ= 2, ππ ππ= 1) results
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