Human-Centered, AI-Enhanced Products & Services
Hi, I'm Mario Guerra. I create intelligent tools that transform how developers build software, delivering measurable productivity gains and higher quality code.
By merging human-centered design principles with strategic AI capabilities, I turn complex workflows into intuitive, efficient experiences for teams of all sizes.
Featured Content
My most recent writing and insights.

The Embarrassingly Simple Way AI Models Get Smarter
A recent paper reveals that models can dramatically improve at hard coding tasks by training on their own outputs, with no labels, no reinforcement learning, and no human feedback required.

Shift from Vibes to Production Code with the SOLO Protocol
Transform sloppy AI output into software that's actually production-worthy with Single Operator Loop Orchestration.

Rise of the Product Engineer
How a new hybrid role uses rapid prototyping, customer sessions, and AI-assisted development to de-risk product decisions and accelerate innovation.
My Skills
Technologies and tools I specialize in
TypeScript
Python
C#
Next.js
Tailwind CSS
Azure OpenAI
Azure Cognitive Services
Vertex AI
RAG
API Design
Semantic Kernel
Microsoft Graph API
NLP
Azure
GCP
Knowledge Mining
AI-Assisted Development
Document Processing
Let's Work Together
Have a project in mind? Let's discuss how I can help bring your ideas to life.