FHRADC Enterprise Management System
Permission-driven ERP covering HR, finance, procurement, approvals, payroll and audit.
AI / Developer Tools
CodeAtlas
A privacy-first, fully local AI developer tool that semantically indexes codebases, visualises architecture and answers context-aware questions — with no reliance on cloud services. Built on AST parsing and a pgvector RAG pipeline.
- Role
- Creator
- Period
- Personal project
- Category
- AI / Developer Tools
The problem
AI coding assistants are genuinely useful, but most require shipping proprietary source code to a third-party API — a non-starter for teams under NDA, in regulated industries, or simply unwilling to export their crown jewels.
The approach
- 01
Built the entire pipeline to run locally, with no dependency on cloud AI services.
- 02
Parsed codebases via AST so indexing follows real program structure rather than naive text chunking.
- 03
Stored embeddings in PostgreSQL with pgvector, giving semantic retrieval without a separate vector database.
- 04
Ran inference through Ollama locally, closing the loop so source code never leaves the machine.
- 05
Added architecture visualisation so the index doubles as a map of the system.
The outcome
A working developer tool that answers context-aware questions about a codebase and visualises its architecture, with the privacy guarantee that nothing is sent to an external service.
Built with
Next.jsTypeScriptPostgreSQL (pgvector)RAGOllamaDocker
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LET'S WORK TOGETHER
Whether you have a specific project in mind or just want to explore possibilities, my inbox is open. Let's engineer something that holds up under load.