Workload fit
75.4 DeepSWE and 59.4 SWEAtlas are launch-scorecard results, not guarantees for an unfamiliar repository.
Pilot design
| Stage | Action |
|---|---|
| Inputs | Repo-wide refactors, migration agents and CI triage |
| Controls | Test changes against failing and passing fixtures; require review before merging. |
| Measure | Accepted fixes, regression rate and total tokens |
Run a bounded pilot
- 1Prepare representative, authorised test inputs and a human-reviewed reference set.
- 2Keep tool access read-only initially; measure performance against a smaller-context baseline.
- 3Review source-grounded answers and record failures, token usage and end-to-end latency.
- 4Expand only after your acceptance thresholds are met.
Ready to test the workflow?
Create account & add creditsCapability is not certification
The supplied research documents general model capabilities, not industry certification or guaranteed task accuracy. Muse Spark 1.3 is not available through OneInfer; assess external provider terms or choose a deployable alternative.
Frequently asked questions
How current is this information?
This page uses the supplied research snapshot dated 3 September 2026. Verify current access, pricing and provider terms before an evaluation.
Put Muse Spark 1.3 to work
Fund a controlled evaluation, send a reference frame or document, and measure quality and cost on your own workload.