MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering

MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/menvagent-scalable-polyglot-environment-construction-for-verifiable-software-engineering

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-03-17
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 33%

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 menvagent-scalable-polyglot-environment-construction-for-verifiable-software-engineering | Route /signal-canvas/menvagent-scalable-polyglot-environment-construction-for-verifiable-software-engineering

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/menvagent-scalable-polyglot-environment-construction-for-verifiable-software-engineering

MCP example

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source_context

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Evidence Receipt

Route status: building

Claims: 8

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering

PDF: https://arxiv.org/pdf/2601.22859v1

Source count: Pending verification

Coverage: 33%

Last proof check: 2026-03-17T21:43:58.792Z

Signal Canvas receipt window

Watch and verify: MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering

/buildability/menvagent-scalable-polyglot-environment-construction-for-verifiable-software-engineering

Watchwatch

Subject: MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering

Verdict

Watch

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

Preparing verified analysis

GitHub Code Pulse

No public code linked for this paper yet.

Claim map

Strong 8Mixed 0Weak 0

Evidencepartial
MEnvAgent outperforms baselines, improving Fail-to-Pass (F2P) rates by 8.6%
Implicationpartial
Directly stated in abstract with clear numeric evidence
Verificationpartial
partial
Evidencepartial
reducing time costs by 43%
Implicationpartial
Directly stated in abstract with clear numeric evidence
Verificationpartial
partial
Evidencepartial
MEnvAgent employs a multi-agent Planning-Execution-Verification architecture to autonomously resolve construction failures
Implicationpartial
Directly stated in abstract describing the method
Verificationpartial
partial
Evidencepartial
integrates a novel Environment Reuse Mechanism that reduces computational overhead by incrementally patching historical environments
Implicationpartial
Directly stated in abstract describing a technical innovation
Verificationpartial
partial
Evidencepartial
MEnvBench, a new benchmark comprising 1,000 tasks across 10 languages
Implicationpartial
Directly stated in abstract with clear numeric evidence
Verificationpartial
partial
Evidencepartial
MEnvData-SWE, the largest open-source polyglot dataset of realistic verifiable Docker environments to date
Implicationpartial
Directly stated in abstract with a superlative claim
Verificationpartial
partial
Evidencepartial
The evolution of Large Language Model (LLM) agents for software engineering (SWE) is constrained by the scarcity of verifiable datasets
Implicationpartial
Directly stated in abstract as a problem statement
Verificationpartial
partial
Evidencepartial
facilitates scalable generation of verifiable task instances
Implicationpartial
Directly stated in abstract describing the framework's purpose
Verificationpartial
partial

Author intelligence and commercialization panels stay hidden until the proof receipt is verified, cites at least 3 references, includes at least 2 sources, and clears 50% coverage. The paper narrative and citation surfaces remain public while verification is pending.

MEnvAgent: Scalable Polyglot Environment Construction for Verifiable Software Engineering

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