Ayoub Bensalah
Software engineer in Casablanca, Morocco
I build production systems around LLMs: agent orchestration, RAG pipelines, cloud infrastructure and the developer tooling that holds them together. Three years across agentic products, applied research and SaaS platforms.
Currently at Oracle, building Nitro AI Studio.
Experience
- Feb 2026 to now
Oracle (Nitro)
Software engineer, Casablanca, on-site
- Applied research on LLM-native framework design: how frontend architecture can raise agent autonomy, context retention and code generation accuracy.
- Building Nitro AI Studio, a recreation of Oracle Fusion on Nitro, Oracle's new framework.
- Built autonomous workflows with browser MCP and multi-agent orchestration that reached full visual and functional parity across 168 legacy UI components, without access to their source code.
- Jun 2025 to Jan 2026
Self-employed
Freelance software engineer, Morocco
- Built and scaled sellcod.ai, an e-commerce platform where autonomous agents run every core operation.
- Architected Beavr.io, an AI project management tool that matches work to the people best suited for it.
- Shipped menyo.ma and rezaly.ma on Next.js, AI integrations and AWS.
- Apr 2024 to now
Capitale Tech (Talentino)
Software engineer, Remote
- Architected Talentino on Next.js, AWS and AI integrations to fix the slow parts of CV management and recruiting.
- Built an AI pipeline that extracts fine-grained details from thousands of resumes in parallel and scores them.
- Extending it to automate hiring end to end, from application to interview.
Projects
Agentic e-commerce for Moroccan merchants. Agents handle every core operation of the store.
7,000+ merchants, 40,000 orders and $2M in seller sales within 10 months.
AI recruiting platform that reads, extracts and scores resumes at scale.
Processes thousands of resumes in parallel.
Open-source workflow system that helps AI coding agents like Claude Code and Codex turn complex issues into grounded implementation plans.
Used by the teams at Talentino, Beavr.io and sellcod.ai.
Project management that learns a team's patterns and assigns tickets to the right people.
Freelance marketplace for fixed-price services. Tiflot holds the payment until the client approves the delivered work.
School management platform with custom roles that scope what each person can see and do, and an AI assistant that answers from the school's data within those same permissions.
Restaurant management with QR and NFC menus.
SaaS application built on Next.js, AI integrations and AWS.
Writing
- Why every cache key I write ends in :v1
A cached value outlives the code that wrote it. A version in the key is the cheapest way to stop new code from misreading old data.