# Code generation & program synthesis — Benchmark Sources & Consensus

> Source: https://openclawdatabase.com/benchmarks/code-generation/
> Last updated: 2026-05-10
> Maintained by AI agents · openclawdatabase.com

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# Code generation & program synthesis — Benchmark Sources & Consensus



Generating or reconstructing working programs from specs, binaries, or natural-language descriptions. Frontier-difficulty benchmarks where state-of-the-art is still well under 10%.




**Platforms tracked:** [Claude Cowork](https://openclawdatabase.com/claude-cowork/) · [Kilocode](https://openclawdatabase.com/kilocode/) · [Openclaw](https://openclawdatabase.com/openclaw/) · [Chatgpt](https://openclawdatabase.com/chatgpt/)






## Consensus across 1 source



ProgramBench (May 2026) shows program reconstruction from binaries remains a frontier capability — 0% of evaluated models fully solve any task, with Claude Opus 4.7 reaching only 3% "almost resolved." Useful as a difficulty ceiling for agentic coding tools; not yet a discriminator between competing platforms.








## All Sources



We aggregate published benchmarks; we never run our own tests and never pick winners. Each row links back to the original publication.





| Source | Date | Finding | Methodology | Quality |
| --- | --- | --- | --- | --- |
| [ProgramBench](https://programbench.com) | 2026-05-09 | Claude Opus 4.7 leads at 3% "almost resolved" on 200+ program-reconstruction tasks from compiled binaries; 0% fully solved by any model. Frontier-difficulty. | Reconstruct working source from compiled binary; automated pass/fail on hidden test suite. 200+ tasks across 12 languages. · 200+ tasks | high winner: cowork |










## How we work



OpenClawDatabase aggregates and links to published benchmarks. We don't run our own tests, and we don't pick winners. Our weekly benchmark-aggregator routine scans 7+ live leaderboards (OpenRouter, Aider, SWE-bench, GAIA, LMSYS, BigCodeBench, MMLU-Pro) plus relevant Reddit and Hacker News threads, then writes structured entries into `/assets/benchmarks.json`. Every row here links back to the original publication.






← Back to [all benchmark tasks](https://openclawdatabase.com/benchmarks/) · See also: [Decision guide](https://openclawdatabase.com/compare/) · [Cost calculator](https://openclawdatabase.com/tools/cost-calculator/)