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Ram Usarty
Mid-level Full-Stack Software Engineer specializing in cloud-native distributed systems
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Backend/platform-focused engineer who has shipped production LLM agents for messy research dataset submissions, turning manual validation into an automated, reliable ingestion pipeline. Strong on production hardening (streaming large uploads, strict schema/function-calling outputs, idempotency, RBAC) plus eval/monitoring loops that improved data quality, reduced support burden, and increased adoption.
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Key Strengths
- Shipped production LLM agent in a data ingestion/submission pipeline with reliability safeguards
- Designed multi-step agent workflows with strict schemas, function calling, and explicit state tracking
- Improved system stability by switching large uploads to streaming to eliminate memory-related crashes
- Built predictable behavior via validation, confidence thresholds, and conservative fallbacks (flag vs act)
- Implemented monitoring with logging/alerting and tracked online metrics (latency, failure rates, fallback triggers)
- Established eval/feedback loop using curated offline datasets plus production error analysis to drive iterations
- Handled messy, inconsistent schemas by enforcing a canonical schema and robust validation
- Prevented bad actions with RBAC permission checks and idempotent processing for safe retries
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