Tags · #llm-agents

ExecCritic: Separating Test and Repair Agents to Improve Coding Performance

Read this because Separating test generation from code repair prevents error agreement and false confidence, significantly improving agent reliability.

ExecCritic uses separate test and repair agents with reinforcement learning to boost coding agent success rates on SWE-bench Verified.

09 SEP 2 MIN READ Practitioner note coding-agents reinforcement-learning software-testing swe-bench

Agentic data cracking reduces token costs for unstructured data reasoning

Read this because Enterprise AI teams face prohibitive token bills. This approach turns reasoning overhead into reusable infrastructure.

A new method structures unstructured data adaptively during reasoning to cut query costs by 53 percent.

01 SEP 2 MIN READ Practitioner note llm-agents data-structuring token-efficiency rag