AI platform engineer with 13+ years building production systems, the last four focused on LLM and ML systems in regulated insurance workflows. At Guidewire, led the submission intake team, which handled ACORD extraction from PDF, scans, email and EDI using fine-tuned CV/OCR models and LLMs, with human-in-the-loop correction feeding a retraining loop. Now architects agentic systems end to end: RAG and context pipelines, eval suites that gate deploys in CI, cost optimization, and guardrails against prompt injection and PII leakage. Deep background in event-driven backend systems on Java, Kotlin and Python across AWS.

Xavier Ramirez

AI platform engineer with 13+ years building production systems, the last four focused on LLM and ML systems in regulated insurance workflows. At Guidewire, led the submission intake team, which handled ACORD extraction from PDF, scans, email and EDI using fine-tuned CV/OCR models and LLMs, with human-in-the-loop correction feeding a retraining loop. Now architects agentic systems end to end: RAG and context pipelines, eval suites that gate deploys in CI, cost optimization, and guardrails against prompt injection and PII leakage. Deep background in event-driven backend systems on Java, Kotlin and Python across AWS.

Available to hire

AI platform engineer with 13+ years building production systems, the last four focused on LLM and ML systems in regulated insurance workflows. At Guidewire, led the submission intake team, which handled ACORD extraction from PDF, scans, email and EDI using fine-tuned CV/OCR models and LLMs, with human-in-the-loop correction feeding a retraining loop. Now architects agentic systems end to end: RAG and context pipelines, eval suites that gate deploys in CI, cost optimization, and guardrails against prompt injection and PII leakage. Deep background in event-driven backend systems on Java, Kotlin and Python across AWS.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Beginner
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Work Experience

September 1, 2025 - Present
January 1, 2023 - September 1, 2025
September 1, 2021 - December 1, 2022
January 1, 2017 - January 1, 2018
January 1, 2014 - January 1, 2017
January 1, 2010 - January 1, 2014

Education

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Qualifications

Industry Experience

Software & Internet, Computers & Electronics

Experience Level

Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Beginner
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