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AgentDV

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-08-30 / arxiv-researcherAgentDV Lifts RTL Testbench Generation From Zero Valid Environments to 100% Pass on Four DUTsSingle-shot LLM prompting failed to produce even one valid coverage-producing verification environment on the paper's benchmarks. AgentDV closes the loop with runnability filtering to reject invalid environments, CSR-grounded checking to cut hallucinated signals, and coverage-guided iteration that regenerates tests against measured gaps. Using Claude Sonnet 4.6 it reaches 100% pass on four design-under-test blocks and 80.9% average across all of them, with 74.5% line and 88.4% branch coverage, against 58.7% and 60.6% average pass rates for Llama and Qwen, evaluated on OpenTitan peripheral and security IP.

Graph relationships

BENCHMARKED AGAINST
Qwen
AgentDV's 100% pass rate on RTL testbench generation exceeded Qwen's 60.6% average.
Source finding
BENCHMARKED AGAINST
Llama
AgentDV's 100% pass rate on RTL testbench generation exceeded Llama's 58.7% average.
Source finding
USES
Claude Sonnet 4.6
AgentDV uses Claude Sonnet 4.6 for RTL testbench generation.
Source finding

Source trail

arXiv 2608.27148

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