I engineered a continuous localization and quality governance framework for an international web platform, transforming fragmented workflows into an enterprise-grade operation. I deployed a 4-stage automated pipeline via Smartcat to ensure 100% data traceability and zero UI/UX breakage.
Key Architectural Results:
• Process Integrity: Eliminated operational bottlenecks by institutionalizing strict entry/exit gate criteria.
• Execution Velocity: Maintained zero missed milestones by establishing proactive risk-aware sprint protocols.
• Scaled a repeatable, cross-border deployment pipeline.
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I led model alignment and evaluation for Russian voice synthesis models at micro1, closing gaps in phonetic grounding and prosodic naturalness by converting human evaluations into engineering-ready data pipelines.
Key Architectural Results:
• Audited 1,000+ multimodal data samples, cutting output inconsistencies by 18%.
• Engineered a structured error taxonomy for phonetic features and pitch contours.
• Integrated HITL validation into sprint cycles, reducing model training latency.
• Standardized rubrics to optimize production-facing alignment.
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