Selected work
Impact at scale
Problem, approach, measurable outcomes, and why it mattered for the business.
Vision & manufacturing throughput
Bitwork Solutions · Lead Software Engineer
- Problem
- Image processing pipeline latency capped line throughput and slowed quality feedback loops for manufacturing workflows.
- Action
- Led computer vision pipeline design, profiling, and deployment—model/serving choices, batching, and integration with production tooling.
- Result
- Cut end-to-end processing from ~10 minutes to ~30 seconds (~20x); improved engraving precision ~25% and throughput ~40%.
- Business impact
- More units verified per shift, fewer rework cycles, and predictable latency operators can rely on.
- React/Next.js
- FastAPI
- OpenCV
- PostgreSQL
- Docker
- AWS
Security & platform (150k+ users)
Willed · Software Engineer
- Problem
- Ship product features without expanding attack surface; maintain visibility into security signals and a safe release cadence.
- Action
- Led SIEM/security-oriented work, feature delivery, and test/CI infrastructure on the core platform.
- Result
- Supported a consumer platform serving 150k+ users with stronger security posture and sustainable delivery practices.
- Business impact
- Trust and compliance readiness while keeping product velocity.
- Nuxt.js
- Node.js
- PostgreSQL
- CI/CD
- GCP
- Quasar
Full-stack & infra for early adoption
Referrin · Engineering (early-stage)
- Problem
- Prove the product through early traction with reliable UX, auth, and performance as usage grew.
- Action
- Full-stack and infrastructure work—core flows, performance, and foundations for growth.
- Result
- Helped scale the product past 5k+ users and supported early adoption milestones.
- Business impact
- Faster learning cycles for the team and a dependable experience for first customers.
- React/Next.js
- FastAPI
- PostgreSQL
- AWS
- Docker
“Gaille quickly stood out as a brilliant full-stack developer. He is incredibly smart, hardworking, and dedicated, often going the extra mile to deliver high-quality work. He communicates openly, collaborates effectively, and uplifts those around him.”
Sheldon Arthur Sagrado · Full-stack Developer, Bitwork Solutions
Side projects
Independent work that shows range beyond employer projects (11 projects).
About
Lead engineer, ~5 years experience. I build production ML/CV pipelines, secure backend services, and ship full-stack platforms with CI/CD discipline. Currently at Bitwork Solutions (manufacturing vision) and Willed (consumer platform, 150k+ users). AWS certified. Speaker on responsible AI in finance.