20 turns. One evolving business app. No reset.
A non-technical bookstore request was generated, repaired, extended, and checked through the official WindWalker interface with Qwen. This is the first published evidence milestone of an ongoing 100-turn durability run.
Measured in the official service path. The run has reached production-stage customer flows; full operation readiness remains a later milestone in the 100-turn sequence.
- Model route
- Primary evaluation: Qwen3.7-Flash. Structured code subcalls also used Qwen3-Coder-Flash through Alibaba Cloud Model Studio.
- Service path
- WindWalker official service UI → WindWalker server connector → Alibaba Cloud Model Studio Qwen API.
- Execution date
- Started 21 October 2026 (UTC). Evidence published 22 October 2026 (KST).
- Evaluation class
- Single-scenario exploratory evaluation. Harness defects discovered during the run were corrected before resuming; this is not an unattended fixed-build benchmark.
Each request and its corresponding mobile preview
These are the 20 mobile preview captures preserved during the measured run. Each card records the ordinary-language request and the visible or verified result. Select an image to inspect the full-resolution evidence.




















Failures became product controls
The run did not hide rejected attempts. Each issue was isolated at the failed stage, corrected, and resumed from the last verified revision. The 19 revisions are retained states, not a success-rate claim; diagnostic retries and harness changes are reported separately.
- Initial build
- A generated module interface did not match its caller. The invalid preview was not promoted; the affected module boundary was repaired.
- Turn 09
- The model treated an injected runtime service as unavailable. The runtime contract was clarified and the operator request then passed.
- Turn 10
- A valid global stylesheet was incorrectly classified as unreachable. Entry-point traversal was corrected and the mobile change passed.
- Turn 11
- An already-satisfied request produced an identical patch. Identical edits are now normalized as a verified no-change result.
- Turn 14
- A repeated text anchor made the patch ambiguous. Recovery switched the affected file to a complete, evidence-backed replacement.
What this supports
Qwen can operate inside WindWalker’s constrained product workflow; the app can retain its core customer flow across repeated natural-language changes; and rejected changes can be kept out of the working product while a local recovery is attempted.
What remains open
This is not the completed 100-turn claim. Operation CRUD, operating guidance, launch flow, long-horizon decision recall, and final deployment evidence are scheduled for turns 21–100. A later fixed-build regression will be reported separately from improvements made during exploration.
Interested in the model, cloud, or distribution layer?
We are opening focused conversations with infrastructure, go-to-market, platform, and investment partners. The next milestone is the completed 100-turn evidence package.