The Problem Stalling Your Roadmap: Demo notebooks are easy, but shipping low-latency pgvector/Milvus RAG, multi-LLM gateways, and secure MCP servers requires battle-tested systems engineering.
Production code written in TypeScript, Python, and PHP with strict schemas, automated tests, and zero junior handoffs:
We build end-to-end document ingestion, async web crawling (Crawl4AI / FastAPI), intelligent Markdown chunking, HNSW vector indexing, and source-cited retrieval.
We build custom Model Context Protocol (MCP) servers with OAuth 2.1 and unified gateways across OpenAI, Claude, Gemini, and Grok with real-time SSE streaming.
From multi-tenant SaaS dashboards and Stripe Connect billing to AI vision apps and automated WordPress content & CRM pipelines, we own the stack end-to-end.
How we scope, build, and deploy custom AI software and full-stack platforms.