AI ENGINEERING SERVICES
Production AI systems that actually ship
I build RAG pipelines, LangGraph agents, and security automation for companies that need real AI. From architecture to deployment — available globally, remote-first.
WHAT I BUILD
End-to-end AI engineering
From proof-of-concept to production-grade systems — I handle the full lifecycle.
RAG Systems
End-to-end retrieval-augmented generation with Weaviate, LangChain, and Anthropic Claude. Built for accuracy at scale — not hallucinating chatbots.
- Document ingestion & chunking pipelines
- Hybrid search (vector + keyword)
- Re-ranking & evaluation harnesses
- Production monitoring & drift detection
Agentic Workflows
Autonomous LangGraph agents that reason, act, and deliver outcomes 24/7 — with full observability and guardrails.
- Multi-step reasoning chains
- Tool use & API orchestration
- Human-in-the-loop checkpoints
- LangSmith observability integration
Security Automation
AI-powered security pipelines: threat detection, automated response, and audit tooling for enterprise environments.
- Automated threat detection & triage
- Incident response playbooks
- Compliance audit reporting
- SIEM integration & enrichment
Full-Stack AI Apps
Ship complete AI products with FastAPI + Next.js + Vercel — from proof-of-concept to production in days, not months.
- FastAPI + Python backends
- Next.js / Astro frontends
- Vercel / AWS deployment
- CI/CD & monitoring setup
HOW I WORK
From brief to production in days
I prioritize shipping over endless planning. Every engagement follows a tight, iterative cycle.
Discovery
We define the problem, data landscape, and success metrics. No AI solutionism — only if AI is the right tool.
Architecture
System design, tech stack selection, and prompt prototyping. You see a working prototype before any commitment.
Build & Ship
Rapid iteration in 2–7 day cycles. Daily demos, tight feedback loops, production-first mindset.
Optimize & Scale
Performance tuning, cost optimization, monitoring, and handoff. Your team owns it fully.
TECH STACK
Tools I work with
The full modern AI stack — from models to deployment.
LLMs
Frameworks
Vector & Data
Backend
Frontend
Infra
READY TO BUILD?
Need production AI? Let's talk.
Available for contract work, consulting, and long-term partnerships. Remote, globally.