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vinay maruthi
Mid-level Software Engineer specializing in LLM agents and ERP-integrated workflow automation
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About
Built and shipped a production LLM-powered agent that automated purchasing and inventory operations by integrating with live ERP data and returning structured, machine-readable outputs usable by downstream systems. Emphasizes real-world reliability through orchestration, strict schemas/validation, confidence-based fallbacks with human handoff, and monitoring/evaluation feedback loops to reduce silent failures and make issues observable.
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Key Strengths
- Shipped production LLM agent integrated with live ERP systems for purchasing/inventory workflows
- Designs multi-step, tool-orchestrated agent pipelines (retrieval → validation → reasoning → structured output)
- Strong reliability engineering for LLM systems (schemas, validation, confidence gating, fallbacks/human handoff)
- Builds monitoring, evaluation, and feedback loops to make agent performance measurable in production
- Prevents downstream breakage via strict structured outputs and schema enforcement
- Handles messy operational data with normalization, stepwise validation, and idempotent workflow design
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