What services does Louay Elbiche offer?

Technical product management, AI agent architecture, full-stack SaaS development, infrastructure and DevOps, RAG chatbots, branding and design systems, and AI creative production. Available for consulting, contract, and full-time engagements.

Where is Louay Elbiche based?

New York City, NY. Available for remote work and on-site engagements across the US and internationally.

What is Louay's experience with AI agents?

32 autonomous AI agents built and deployed across business automation, customer engagement, content generation, and data analysis. The orchestration system processes 2,132+ learning signals and maintains 249 behavioral patterns.

Does Louay do consulting or contract work?

Yes. Available for consulting engagements (advisory, architecture review, technical strategy), contract roles (3-12 months, embedded PM or technical lead), and full-time positions.

What tech stack does Louay use?

Next.js 16, React 19, TypeScript, Tailwind CSS v4, PostgreSQL, Prisma, Docker, nginx. For AI: Gemini, Claude, GPT-4o, custom RAG with hybrid search. Infrastructure: SOPS + Age encryption, Gatus health monitoring, PM2.

What industries has Louay worked in?

Blockchain and crypto (Blockdaemon), music streaming (SiriusXM/Pandora), mobile apps (Influence Mobile), financial services (Spryte Labs/ETF), hospitality, e-commerce, legal, and professional services through Runwell Systems.

What is Runwell Systems?

Runwell Systems is an AI infrastructure company founded by Louay Elbiche in 2024. It builds AI chatbots, business dashboards, custom websites, and marketing automation for small and mid-size businesses. Headquarters in New York City.

How does Louay's PM approach differ?

Full-stack ownership from PRD to production deploy. Every product decision is backed by an artifact (PRD, spec, ticket) with traceability. The claude-PM system captures decisions as learning signals, so the process improves with each project.

Blog | Louay Elbiche

2026-04-05

HOW I BUILD AI AGENT SYSTEMS

A practical breakdown of the 32-agent orchestration system behind Runwell Systems: role-based delegation, token budgets, graduated autonomy, and the Adaptive Agent Loop.

BLOG

HOW I BUILD AI AGENT SYSTEMS