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ForgedEmir/README.md

Emir Makhtsaev · Applied AI, Agents and Cloud. Sunrise over Earth at night, with data flowing from Liège to the world.

LinkedIn Based in Liège, Belgium Speaks French, English and Russian

whoami: Emir Makhtsaev, final-year AI student at HELMo, Liège. Focus: AI agents that solve real business problems, RAG assistants that cite their sources, data pipelines you can reproduce. Open to a 6-month internship in cloud and AI, 2027.

Featured work

Accounting RAG: sourced answers on tax law, accounting standards and Peppol, streamed in real time. Team project, main contributor. PARALLAX, Hermes x NVIDIA x Stripe Hackathon 2026: AI agents must prove the physical world matches the plan before a workflow continues. NeuroSpark: distributed EEG pipeline with PySpark, MLflow and DVC, 109 subjects and 1,308 files. CarWatch: watches three Belgian car marketplaces in parallel, scores every deal and sends instant alerts.

How I build

01 Every answer has a source. 02 The model perceives, rules decide. 03 Reproducible or it didn't happen. 04 Every loop has a budget.

Toolbox

AI and agents: MCP, Hermes Agent, n8n, Claude Code. Data and ML: Python, PySpark, MLflow, DVC, PostgreSQL. Build: FastAPI, TypeScript, React, Git, GitHub Actions. Cloud and ops: Docker, Linux, Redis, Supabase, Railway.

Every visual on this page is rendered frame by frame with Three.js and Canvas · Final year @ HELMo · Open to internships for 2027 · Let's talk on LinkedIn

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  1. RAG RAG Public

    Production-grade RAG pipeline for accounting professionals — hybrid retrieval (vector + BM25), SSE streaming, multi-user auth, semantic caching, MCP server. FastAPI + Qdrant + Cerebras.

    Python 1

  2. CarWatch CarWatch Public

    Real-time Belgian used car alert system. Scrapes 2ememain, 2dehands & AutoScout24 in parallel, scores deals mathematically, and pushes Telegram notifications instantly.

    Python

  3. neuro-spark neuro-spark Public

    Distributed EEG signal processing pipeline — motor imagery decoding from 109 subjects using PySpark, frequency band decomposition & MLlib classification.

    Python

  4. PARALLAX PARALLAX Public

    Autonomous reality reconciliation layer — AI agents verify the physical world via vision + deterministic policy before taking action. Hermes Agent × MCP × NVIDIA NIM.

    TypeScript