What I Do

Services

Production AI systems, private LLMs, full-stack platforms, and the team habits that keep agentic software reliable after launch.

Primary practice

Agentic AI and senior engineering

These are the offers that define the brand: production agents, private AI, full-stack delivery, AI team systems, and AWS infrastructure that can be owned by the client after handoff.

AI Engineering

Production agent systems, MCP server design, RAG architecture, and eval frameworks. Senior engineering for teams shipping real AI into real apps, not pilots that stall.

Agent orchestration & MCP
Eval suites & guardrails
Token economics & FinOps
AI integrated into your existing stack

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Private AI Solutions

On-premise LLM deployment, RAG over your proprietary data, and audit-ready architectures for regulated sectors. Zero data leakage, PDPL and DIFC ready.

On-premise LLM deployment
RAG pipelines with your data
Per-role redaction & audit logs
PDPL, DIFC, GDPR alignment

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Full-Stack Next.js & Node.js

Production Next.js, Node.js, and monorepo work. Server Components, API routes, durable workflows, performance budgets, and shipping under deadline.

Next.js App Router & RSC
Node.js services & APIs
Nx and pnpm monorepos
Performance and SEO budgets

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Build an AI Team

Hire, train, and structure a senior AI engineering team. Talent search, technical interviews, onboarding playbooks, and operational workflows.

AI talent recruitment
Team structure & workflows
Training & upskilling
Operational playbooks

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AI Team Enablement

Train the engineers you already have to ship with agents. Workflow assessment, hands-on AIDLC training, guardrails, and a rollout plan managers can run.

Agentic readiness assessment
Hands-on AIDLC workshops
Agent rules & eval guardrails
90-day rollout plan

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AWS Infrastructure & Cost Optimization

Migrate from Vercel or Firebase to AWS. Cut hosting costs 40-70% with SST v3, Lambda, CloudFront, and DynamoDB. Production-grade infrastructure without surprise bills.

Vercel/Firebase to AWS migration
Cost optimization audits
SST v3 & OpenNext deployment
IAM & CI/CD with OIDC

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Secondary systems

Growth surfaces that support the core work

These services stay available when the engagement needs acquisition, lifecycle, or CRM infrastructure around an AI product. They are support systems, not the center of the practice.