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Research and benchmarks

Frontiercode

FrontierCode is Cognition's test of coding agents, and it asks whether a project's maintainers would actually merge the agent's patch, not only whether the tests pass. Cognition launched it in June 2026 with 150 tasks from 36 open-source repositories, built by more than 20 of those projects' maintainers. Version 1.1 came out in July 2026 and is still the current version as of October 2026.

Each task carries criteria its maintainer wrote: tests, build and lint checks, limits on which files and how many lines a patch may touch, and an LLM review of the code. Some are blockers, the problems a reviewer would refuse a pull request over, and failing one scores the attempt zero. The leaderboard reports a score and a pass rate on Main, the 100 hardest tasks, and on Extended, all 150. The top score on Main as of October 2026 is about 55%.

The tasks are private, so you can't run it on your own agent. Cognition runs the official leaderboard and ranks its own model on it. Artificial Analysis runs a separate version with every model in one shared harness, and it ranks some models in a different order.

7 questions

Answered, plainly.

What changed in the latest version of FrontierCode?FrontierCode 1.1 (July 7, 2026) zeroes runs that look up a task's upstream fix online, demotes 75 overly strict blockers, and drops the Diamond subset.answer →What does a FrontierCode score mean?A FrontierCode score is the weighted share of maintainer review criteria a model's patches meet, with any patch failing a merge blocker scored zero, so it never exceeds the pass rate.answer →What is FrontierCode?FrontierCode is Cognition's coding-agent benchmark, launched June 2026, that grades whether a repo's maintainers would merge the agent's patch, not just whether tests pass.answer →Why do FrontierCode leaderboards disagree?FrontierCode leaderboards run different experiments: Cognition picks a harness per model and reports its best effort, while Artificial Analysis runs every model in one harness.answer →Does a high FrontierCode score mean an agent will work in production?Closer than most: FrontierCode grades against the bar a real merge has to clear, not just whether the tests pass, the exact gap Cognition built it to close.answer →Why are FrontierCode scores lower than SWE-bench Pro scores?FrontierCode's top score, 54.6%, sits below SWE-bench Pro's 61.5% because it also grades scope, style, and convention, not just whether tests pass.answer →Can I run FrontierCode on my own coding agent?No: FrontierCode's tasks are private with no public dataset to run; model creators can request an evaluation from Cognition, or check Artificial Analysis's version.answer →

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