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Krishi Jain
Junior Implementation Manager / Solution Engineer specializing in AI, ERP integrations, and predictive maintenance
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About
LLM/agentic workflow practitioner (Continuum AI) who productionized an LLM system for manufacturing RMA intake and warranty claims by moving from a brittle prompt to a modular pipeline with RAG, function-calling extraction, deterministic validation, and strong observability. Also diagnosed and fixed an agentic ticket-triage misrouting issue by tracing failures to retrieval timeouts, adding guardrails/fallbacks, and implementing retries plus continuous evaluation—bringing misroutes near zero while creating a repeatable debugging playbook.
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Key Strengths
- Takes LLM prototypes to production via modular, guardrailed pipelines (RAG + function calling + deterministic validation)
- Strong real-time debugging of LLM/agent systems using end-to-end traces and rapid mitigation
- Improves reliability on messy real-world inputs with preprocessing, schema constraints, and human-in-loop fallbacks
- Builds stakeholder trust through observability, confidence scoring, and iterative pilots with regular reviews
- Developer-facing communication: interactive demos/workshops with live debugging and clear tradeoffs/failure modes
- Effective sales partnership: translates business goals into technical narrative, targeted pilots, and de-risked deployments
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