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15 posts in the last 7 days
Local Evals for New Open-Weight Coding Models
Developers are rejecting generic public leaderboards and SWE-bench scores in favor of building lightweight, reproducible evaluation harnesses using their own repository bugs. This shift helps engineering teams quickly and objectively test newly dropped open-weight models against their specific legacy codebases rather than relying on online hype.
Key Areas of Focus:
- How can I quickly build a reproducible evaluation harness for my own codebase?
- Why are public benchmarks like SWE-bench inadequate for real-world development workflows?
- What is the best way to test new open-weight model releases without disrupting current pipelines?
Active about 12 hours ago
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