When this is useful
A prototype may work on selected examples while struggling with real traffic, incomplete inputs, tool failures or unpredictable model costs. We review those operating conditions before recommending changes.
- Failure evidence
- Evaluation set
- System controls
- Deployment checks
- Monitoring
A focused first proof
Reproduce one meaningful failure and define a measurable acceptance criterion. Compare a targeted improvement against the current behavior, including cost, latency and fallback quality.
Before production
Work can include deterministic validation, evaluations, model routing, caching, queue handling, retries, permissions and observability. We can collaborate with your developers rather than requiring a full rewrite.
Problems this can help address
Engineering in practice
Explore the related Mikisi Labs system, including its current status and architecture.