Hi, I'm

Jay Ghiya

Builder. Engineer

Currently building unoplat-code-confluence — an open source code intelligence platform for better AI workflows.

About Me

I’m a full-stack engineer and builder.

As the founder and maintainer of unoplat-code-confluence, I’m passionate about creating tools that improve developer workflows. This project represents my commitment to open-source development and building solutions that make a difference in the developer community.

My expertise spans modern web development, cloud infrastructure, and DevOps practices. I specialize in architecting full-stack applications that are not just functional, but production-ready from day one. This includes implementing CI/CD pipelines, containerization, infrastructure as code, and monitoring solutions.

Currently, I’m expanding into LLM engineering, exploring the fascinating intersection of traditional software development and artificial intelligence. My focus areas include retrieval-augmented generation (RAG), fine-tuning techniques, and developing autonomous agents that can solve complex problems.

Technologies & Skills:
  • React & TypeScript
  • Python & Bun
  • Design Systems & UX
  • Backend Engineering
  • Docker & Kubernetes
  • Infrastructure as Code
  • Cloud Security
  • CI/CD Pipelines
  • Observability
  • Retrieval-Augmented Generation
  • Fine-tuning Techniques
  • Autonomous Agents
  • Prompt Engineering
  • Vector Databases
  • LLM Integration

Featured Projects

Python Microservice Workflow Orchestration Agents RAG Tree-sitter LLM Engineering
Unoplat Code Confluence

A codebase intelligence platform that uses formal grammars and schemas to create reliable, structured context from your code. Unlike brittle heuristics or LLM guesswork, it enables reliable, auditable, and efficient AI workflows built on trustworthy foundational context.

Core Values:

  • Precision: Grammar-based analysis, not regex or LLM guesswork
  • Efficiency: Process large codebases without drowning in noise
  • Reliability: Consistent results you can trust
  • Self-hosting: Your code stays on your infrastructure
  • Transparency: Open Source

First AI Use Case: Auto-updating AGENTS.md per repository that captures sections like Project Structure, Development Workflow, and Business Logic through deterministic code grammar and agents.

View Demo