01
AI Agents & RAG
Retrieval pipelines, tool-using agents and LLM features that hold up in production — grounded answers, reranking, memory, and end-to-end tests.
- LangChain
- LangGraph
- pgvector
- Voyage AI
- AI SDK
Portfolio
Hamza Talhaouia
AI Software Engineer
Hamza Talhaouia — AI Software Engineer
RAG pipelines, automations and the full-stack products around them — from the vector index to the billing page. Currently shipping at NovoAgent and Motkan Labs.


01 — About
AI Software Engineer · Tetouan, Morocco
I'm an AI software engineer from Tetouan, Morocco, trained at 1337 Coding School (UM6P). I build the systems behind AI products: retrieval pipelines that give agents real knowledge, automations that let them act across CRMs, phones and messaging apps, and the product around them — realtime inboxes, billing, dashboards.
Right now I'm building AI agents for real-estate agencies at NovoAgent and shipping AI features on Brainfast and Clipaf at Motkan Labs. I like owning a feature end to end and proving it works with real tests, not demos.
02 — Selected work
01 · Team productMotkan Labs · 2025 — 2026
No-code AI agents for every channel
02 · Team productMotkan Labs · 2026
Social publishing meets an AI media studio
03 · Client workNovoAgent · 2026 — Present
AI agents for real-estate agencies
Vynta LLC · 2025 — 2026
Agentic automation across business tools
05 · Client workCu4tro Studio · 2025
RAG chatbots and web products for clients
03 — Capabilities
01
Retrieval pipelines, tool-using agents and LLM features that hold up in production — grounded answers, reranking, memory, and end-to-end tests.
02
Workflows that connect CRMs, telephony, messaging and payments so agents can act on real business data instead of just chatting.
03
Typed APIs and realtime interfaces, plus the parts that make a product real: auth, billing, consent, migrations and observability.
Full toolkit
The same stack I use in production and in side builds, grouped by practice area.
04 — Journey
Apr 2026 — PresentRemote
NovoAgent
Building AI agents for real-estate agencies: a production RAG microservice, an AI missed-call system over Telnyx and WhatsApp, live CRM property search, and the tests and observability behind them.
Sep 2025 — PresentRemote
Motkan Labs
Shipping features on Brainfast (no-code AI agents) and Clipaf (social publishing + AI media): live human takeover, Stripe trials and paywalls, consent and ad tracking, an AI Studio and avatar designer.
Oct 2025 — Mar 2026Remote
Vynta LLC
Designed n8n and LangGraph systems that connect Microsoft services, WhatsApp, Fireflies.ai and 2Chat — agent workflows with memory, tools, and retries built in.
Mar 2025 — Sep 2025Tetouan, Morocco
Cu4tro Studio
Built Django/FastAPI backends and Next.js frontends for client products, including a RAG-powered AI chatbot, all organised in a shared monorepo.
Feb 2024 — Jul 2024Rabat, Morocco
Elbotola Media
Developed a gaming profile and management platform with social and event features using FastAPI, Django, React and MongoDB, in an Agile team.
2022 — PresentMorocco
UM6P · 1337 Coding School
Project-based, peer-to-peer learning in the 42 Network: C/C++, algorithms, Unix systems, networking and full-stack web development, alongside a computer engineering degree.
Beyond code
Founder & President, LEECHTICHAT
Created and hosted a podcast at 1337 on software engineering, and ran the club's activities.
Experience Manager, AIESEC in Morocco
Owned the full exchange journey for applicants, from sign-up to reintegration.
05 — Contact
Open to full-time roles, contract work and ambitious AI products. Tell me what you're shipping.