Repository understanding
Evaluate navigation across files, long-context retrieval and correct interpretation of project-specific constraints.
AGENT USE CASE · SOURCE-FIRST
Coding agents.
A useful coding agent must inspect a repository, produce applicable patches and pass tests under controlled permissions. A model's coding-oriented category alone cannot establish autonomous software-engineering performance.
What must be evaluated?
Patch reliability
Track edit application, compile success, test coverage, regressions and recovery after failing tests.
Tool use
Measure multi-turn use of shell, search and version-control tools only inside a disposable workspace with explicit permissions.
Cost and hardware
Compare actual sequence length, total interaction steps and memory pressure; weight-only GB values are not observed throughput.
9 catalog candidates and components
These model records are included by catalog modality or category, not by a verified task-success benchmark. Follow their primary sources before testing.
GLM-5.3Core candidate · otherInspect model →DeepSeek-V4.1-FlashCore candidate · mitInspect model →InklingCore candidate · apache-2.0Inspect model →NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16Core candidate · otherInspect model →Muse-Glimmer-30BCore candidate · apache-2.0Inspect model →gpt-oss-120bCore candidate · apache-2.0Inspect model →Mellum2.1-12B-A2.5B-ThinkingCore candidate · apache-2.0Inspect model →Holo4-27BCore candidate · cc-by-nc-4.0Inspect model →Granite 4.2 30BCore candidate · apache-2.0Inspect model →
COMMON QUESTIONS
Frequently asked questions
Is a coding model automatically a coding agent?
No. The agent additionally needs a sandbox, file and test tools, state handling and an approval policy.
What should be measured?
Patch correctness and regression tests matter more than an unsupported one-number claim of agent readiness.
READ THE ORIGINALS
Documentation and primary sources
REAL SOURCE EVIDENCE
Publisher-reported task results
Different benchmark versions are not comparable; no numbers below were independently reproduced by Open Model Weights.
Evaluate before deployment.
Model metadata is source-linked; agent task success, tool-call reliability and production readiness require separate tests.
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