Gilson Siqueira

Gilson Siqueira

AI Engineer. LLM pipelines, retrieval systems, production reliability.

AI Engineer with a production reliability background. I build LLM pipelines, retrieval systems, and internal AI tooling that engineers actually use. I bring production support instincts to AI infrastructure. Measure first, calibrate second, ship what survives real workflows.

  • 10 years in Linux infrastructure and technical support.
  • 10% AI ticket deflection in production workflows.
  • 3x Top Engineer of the Quarter, 1.0 CSAT in 2026.

Based in Lins, São Paulo, Brazil. Remote since 2020.

What I Work On

  • Retrieval systems and semantic search.
  • LLM pipelines with evaluation, calibration, and quality gates.
  • Internal AI tooling for support and operations teams.
  • Automation across Linux, APIs, and developer workflows.

Background

I build AI systems with a production reliability mindset shaped by 10 years of Linux infrastructure and support engineering. I focus on real workflows, measurable outcomes, and tooling that reduces operational load.