Pytxo

Evidence

What Pytxo has been measured or observed to do, how, and what each record does not show.

Every number Pytxo publishes comes from a record you can download, with the build it ran on and its limits. A benchmark, a recorded run and a byte measurement answer different questions, so they are kept apart.

RecordAnswersDoes not answer
First useHow long a new user takes from npm i -g pytxo to a landing decision on a real repository with two live agents' branches, and where they go wrongHow long it takes on other repositories, languages or machines
PybenchWhat per-branch CI would put on main compared with what pytxo land decides, in known situations; what the gate costsHow often those situations happen in real projects
Live runsWhether a released build completes a real multi-agent job with live vendor CLIs, Review, a stale refusal and ApplySpeed, reliability rate, or whether the resulting code is correct
Signal CoreHow much smaller the structural scaffold is than the source, in bytesModel tokens, cost, or task success

Rules we hold ourselves to

  • A number is quoted only from its record file, with the date and build.
  • Failed and refused attempts stay published next to the successful ones.
  • Passing checks are reported as "these commands passed on these exact files", never as "the code is correct".
  • Synthetic benchmarks say they are synthetic.
  • Agents that have not completed a live end-to-end run on a release are labelled beta.

Run Pybench yourself with pytxo bench, and compare with the published board.