Generative AI engineer with 5 years in machine learning and 2 years shipping LLM features to production. Built a retrieval-augmented support assistant that now resolves 31% of customer chats without a human handoff. Focuses on evaluation harnesses, cost control and guardrails so model features stay reliable after launch.
Experience
Generative AI Engineer, Brightkeel Software (Austin, TX)
Apr 2024 – Present
Built a RAG support assistant with LangChain, pgvector and a hosted LLM API that resolves 31% of 18,000 monthly chats without escalation
Designed an offline evaluation suite of 1,200 labeled questions with LLM-as-judge and exact-match checks, gating every prompt and model change in CI
Cut inference cost per conversation by 46% by routing simple intents to a smaller model and caching embeddings in Redis
Added PII redaction and prompt-injection filters that passed the company's SOC 2 Type II review with no findings
Trained and deployed document classification models in PyTorch on SageMaker, processing 2M insurance forms a month at 94% accuracy
Fine-tuned a BERT-based extractor for invoice fields, replacing a rules engine and reducing manual review by 22 hours a week
Education
M.S. Computer Science, University of Colorado Boulder (Aug 2019 – May 2021)
Skills
LLM: RAG, prompt engineering, LoRA fine-tuning, function calling, evaluation design
Frameworks: PyTorch, Hugging Face Transformers, LangChain, LlamaIndex, vLLM
Data: PostgreSQL with pgvector, Pinecone, Redis, Spark, Airflow
How to write a Generative AI Engineer resume
A strong Generative AI Engineer resume shows the systems you built, the scale they run at, and the measurable effect on speed, reliability or cost. Put your most relevant recent role first and make every bullet show a result, not a duty.
Sections, in order
Summary
Experience
Projects
Skills
Education
Length: One page for most candidates; move to two only if every line is relevant.
Summary: Write two or three lines: your role, your strongest skills, and one result that proves them.
Skills to feature
Programming languages
System design
Cloud platforms (AWS, GCP, Azure)
CI/CD
Testing and code review
Databases and SQL
Observability
Security fundamentals
APIs and integrations
Technical documentation
Example bullet points
Rebuilt the checkout service in Go, cutting p95 latency from 900 ms to 180 ms for 2M monthly users
Introduced contract tests and staged rollouts, reducing production incidents by 45% in two quarters
Migrated 30 services to Kubernetes with Terraform, lowering cloud spend by $250k a year
Tips from recruiters
Group skills by category (for example "Languages: Go, TypeScript") so recruiters and ATS parsers find them quickly.
Link to a repository, demo or write-up for at least one project you can talk about in depth.
Name the stack inside each bullet; keyword matching happens at the bullet level, not only in the skills list.
Recommended templates
Classic (ATS-friendly): Jake's-style LaTeX classic: small caps and hairline rules
Tech (ATS-friendly): Developer style: mono headings and tags, sans body
Modern (ATS-friendly): Clean single column with accent headings and rules
Generative AI Engineer resume FAQ
What should a Generative AI Engineer resume include?
A Generative AI Engineer resume should show the systems you built, the scale they run at, and the measurable effect on speed, reliability or cost. Use these sections in this order: Summary, Experience, Projects, Skills and Education. Put your most relevant recent role first and make every bullet show a result, not a duty.
What is the best resume template for a Generative AI Engineer?
Classic, Tech and Modern work well for Generative AI Engineer roles. They are single-column with standard headings, so applicant tracking systems (ATS) parse them reliably.
How long should a Generative AI Engineer resume be?
One page for most candidates; move to two only if every line is relevant.
Which skills should a Generative AI Engineer put on a resume?
Prioritize the skills named in the job posting. Common ones for Generative AI Engineer roles are Programming languages, System design, Cloud platforms (AWS, GCP, Azure), CI/CD, Testing and code review and Databases and SQL.
How do I write strong Generative AI Engineer resume bullet points?
Start with an action verb, say what you did, and end with a measurable result such as latency, uptime and deploy frequency. For example: "Rebuilt the checkout service in Go, cutting p95 latency from 900 ms to 180 ms for 2M monthly users."