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Research_

Bench reports monthly. Methods, workflows and findings in between. Everything with the logs attached.

September 3, 2026// company
Pay for runs, not seats

Why Midkernel is priced in credits, why packs never expire, why there is no free plan, and what happens to your money when a run fails.

September 3, 2026// research
The harness matters more than the model

Two teams point the same model at the same code and get different findings at a different cost. The difference is text, and text can be open.

September 3, 2026// engineering
What happens to your code during a run

From the moment you press run to the moment the sandbox is destroyed: where your repository goes, who can see it, and what is left afterwards.

September 3, 2026// workflows
What's in a workflow

A folder with two kinds of file. Here is what each line does, using the authentication review workflow as the example.