TL;DR
Results show that MAGen translates generic LLM competence into reproducible, automation-ready contract-and-test artifacts under a fixed validation protocol.
A multi-agent collaborative framework, StarVerus, to automate the verification of industrial Rust code and introduces a planner-repairer-actor-rewriter multi-agent paradigm to further enhance the proof repair capabilities.
Verifying building compliance requires validating thousands of rules against large Building Information Modeling (BIM) designs, which is laborious, capital-intensive, and unscalable. Existing Automated Compliance Checkers (ACCs) are often difficult to generalize across different scenarios, as they are typically develop...
It is argued that enforcing the tests and gates in code keeps agent-written code honest and verifiable, while its specialized roles are what make it maintainable, claims the authors frame as a pre-registered, testable hypothesis.
Multi-agent systems built on large language models (LLMs) are increasingly deployed for complex tasks requiring autonomous planning, tool use, and inter-agent coordination. However, the non-deterministic nature of LLM outputs and the emergent behavior arising from agent interactions render traditional test oracles inef...
Results suggest that localized multi-agent automation can make time-series modeling easier, and significantly reduces measured per-run cost, while staying within a comparable energy consumption.
A multi-agent pipeline that couples an LLM with an open-source formal backend to repair RTL through counterexample-guided iteration and additionally reports a practical limitation of the Yosys bind directive relevant to the open-source formal verification community.
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