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Nil06/README.md

Nil Amara

Product-minded engineer building AI systems, computer vision, IoT, and agentic developer tools.

I turn rough product ideas into shippable systems, from browser extensions and mobile apps to industrial edge AI platforms.

Industrial AI Computer Vision IoT and Edge Agentic Devtools Local First AI Rabat


What I build

Industrial AI systems

Real-time production tracking platforms with IoT sensors, MQTT event pipelines, operational dashboards, APIs, and databases designed for factory workflows.

Computer vision and edge AI

On-device detection, tracking, model conversion, embedded inference, and camera workflows using K230/RISC-V boards, YOLO-style models, VLMs, and custom datasets.

Agentic and local-first AI tools

Developer-facing AI tools, local translation, local LLM gateways, embeddings, RAG, speech processing, and workflow automation that stay cheap, private, and useful.

Web and mobile products

Product-grade apps, browser extensions, dashboards, reservation flows, social layers, and mobile experiences built with clean UX and pragmatic infrastructure.

Selected work

Public open-source · npm

A real-time multi-agent coding CLI where agents share live context, co-edit without locks, run in dedicated terminals, and support headless CI runs.

Public open-source

A local-first browser extension for translating Chinese websites without API keys, token budgets, or paid translation services.

Nitra-style industrial AI

Private/local work

Production dashboards, ESP32/RFID sensor flows, MQTT ingestion, TimescaleDB analytics, FastAPI backends, and Vue/Next.js operational UIs.

Edge vision and VLMs

Private/local work

K230 edge vision, YOLO INT8 deployment, multi-object tracking, textile-state VLM experiments, auto-annotation, and MQTT event publishing.

Layr

Private product

A browser extension and web app for pixel-anchored discussions on any webpage, with realtime sync, moderation, profiles, credits, and a Pro plan.

Kinu AI

Private product

A mobile AI companion product built around long-term personality, memory, retention, Supabase, embeddings, and async AI jobs.

Technical surface

TypeScript Python React Next.js Vue React Native FastAPI PostgreSQL Docker MQTT Supabase OpenCV PyTorch Ink OpenAI compatible

Current focus

  • Industrial AI for production monitoring, traceability, and operational decision-making.
  • Edge computer vision that can run close to the machine, not just in the cloud.
  • IoT systems that connect sensors, devices, brokers, APIs, and dashboards cleanly.
  • Agentic developer tools that make multiple AI coding agents observable, steerable, and practical.
  • AI products with a sane cost model: local-first when possible, cloud APIs only where they matter.
  • Open-source tools that are easy to install, honest about tradeoffs, and useful on day one.

Public profile note

I keep this profile focused on original work and active directions. Forks, old experiments, and private repos are not featured here unless they explain what I am currently building.


Building practical AI and product systems for the physical world and the web.

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