Pats Laurel

AI systems. Production ready.
Reliable. Scalable. Real-world tested.

Building AI systems that actually work in production

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About

Building AI systems that work in the real world

/ WHO I AM

I build AI systems for real problems. Most of my work involves taking research ideas and making them work reliably at scale.

/ WHAT I DO

I focus on building reliable AI systems that don't hallucinate, and creating AI agents that can handle edge cases.

/ PHILOSOPHY

I care more about systems that work than systems that sound impressive in demos. I also enjoy sharing knowledge through talks at conferences, universities, and tech communities.

/ BASED IN

Metro Manila, Philippines

/ FOCUS

AI Engineering

/ STATUS

Available

Experience

What I do and how I approach AI engineering

/ CURRENT FOCUS

Most of my work involves taking research ideas and making them work reliably at scale. I've spent a lot of time figuring out why models break in production, how to make RAG systems that don't hallucinate, and building AI agents that can handle edge cases.

/ WHAT I BUILD

Production-ready AI systems that handle real user chaos. From RAG pipelines to AI agents, I focus on reliability over hype. Every system is designed to work at scale, not just in demos.

/ COMMUNITY

I enjoy sharing knowledge through talks at conferences, universities, and tech communities about AI engineering and production ML systems.

/ APPROACH

Ship fast, measure everything, fix what breaks. I believe in pragmatic solutions over perfect ones, and in learning from production failures.

/ AVAILABILITY

Open to collaborations and side projects

Let's connect →

Tech Stack

Tools I use daily

/ Languages

Python
TypeScript
Go
Rust
SQL

/ Frameworks & Libraries

PyTorch
Transformers
LangChain
OpenAI API
Anthropic Claude
Google Gemini
Hugging Face
LlamaIndex
Ollama
Pinecone
TensorFlow
Pydantic AI

/ Developer Tools

Docker
Amazon Bedrock
Weights & Biases
Modal
Replicate
Vector DBs

/ Cloud Solutions

AWS
GCP
Azure
DigitalOcean
Hostinger
Railway
Render
Docker
Terraform

Great AI products start here,
when ideas meet execution.

Have a technical challenge? Need guidance on AI systems? Or just want to discuss production ML? Let's talk.

/ LOCATION

Metro Manila, Philippines

/ RESPONSE TIME

Within 24-48 hours

/ SEND MESSAGE

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