Binx says Ox Alpha fixed a gauntlet issue that DeepSeek, Qwen, MiniMax, and Sol had not fixed, using one sentence and about 10 seconds; this is a strong but non-reproducible single-case signal.
Task: An issue in a gauntlet run, but no repository, issue, commit, or test command is published.
Comparison models: DeepSeek, Qwen, MiniMax, and Sol; versions and harness are not disclosed.
Ox Alpha: The post only calls it a stealth model and gives no model ID, parameters, or tool permissions.
Duration: The author says “one sentence. ten seconds.”
| Metric | Reported in the post | Boundary |
|---|---|---|
| Earlier baselines | DeepSeek, Qwen, MiniMax, and Sol did not solve it | No traces; environment or time-of-day differences are possible |
| Ox Alpha outcome | Successfully solved the issue | No diff, test result, or reviewer evidence |
| Interaction/duration | One sentence, about 10 seconds | Qualitative timing; not a complete wall-clock log |
Use this case as the seed for a blind same-issue comparison. The current evidence cannot distinguish model ability from context state, tool availability, or service load, and it does not justify claiming Ox Alpha generally beats the four comparison models.
Fix the gauntlet commit, issue description, tool permissions, and initial context for every model.
Record the first effective tool call, completion time, full diff, test result, and human rework.
Repeat each model at least three times and randomize the run order to reduce time-window bias.
Report first-pass resolution and post-fix test pass rate separately instead of comparing only final response length.
Ox Alpha
