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Achievements

Achievement: StarstruckAchievement: Pair Extraordinairex2Achievement: Pull Shark

Achievements

Achievement: StarstruckAchievement: Pair Extraordinairex2Achievement: Pull Shark

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@2pidata

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miloudbelarebia/README.md

Hi, I'm Miloud 👋

Founder of 2PiData. I build data & AI products and ship them worldwide 🌍 — turning POCs into production, and data into decisions. The rest is just monitoring.

LinkedIn 2pidata.fr databelarebia.com Email

🚀 What I'm building right now

Small focused tools and bigger data products — most of them in the data → AI agents → production lane.

  • 🏃 sprint-agent — Persistent sprint memory for AI coding agents (Claude Code · Cursor · Copilot · Codex · Gemini · Aider · Windsurf). 83% fewer context tokens per session. Zero deps. Live on PyPI (install · website).
  • 🛡️ openclaw-security-guard — Agentic safety guardrails for OpenClaw: prompt-injection detection, dangerous-tool blocking, config auditing.
  • 💸 openclaw-cost-guard — Real-time API spend tracking and hard-stop budget enforcement for OpenClaw.
  • 🧠 claude-code-prompt-engineering-patterns — 10 production prompt patterns documented from the Claude Code source leak. Original Python implementations, zero proprietary code.
  • 🕵️ epstein-files-verifier — RAG over 3.5M+ DOJ pages + SigLIP deepfake detector + image provenance check.

🛠️ Live products

Things that already run in production for real users.

  • databelarebia.com — Daily content engine, automated end-to-end: cron + Gemini Nano Banana → Instagram carousel.
  • DataFrancePro — Production data platform on the French company registry (INPI / RNCS), hardened after a 2026-04 security audit (WAF, CSP, DMARC, secrets in AWS Secrets Manager).
  • MNLA Concept — Multi-location franchise platform (12 sites): PHP frontend + Lambda backend, Git Auto-Deploy.

🧪 In the lab

Active R&D, not yet in the spotlight.

  • belarebia — Translate any video into any language, burn HD subtitles into MP4. Provider-agnostic (Gemini, Whisper, OpenAI, Claude, local Llama). 85+ languages.
  • 2PiData Calendar — Cross-platform productivity timer & focus tracker (macOS · Windows · Linux · iOS · Android).
  • darija-tutor — Conversational language tutor à la Fluently, focused on under-served markets. Next.js · Supabase · LiveKit. Voice-first.
  • News data platform — News + social archives (Reddit Arctic Shift → S3) for emerging markets.

🐢 Open Source

🏢 Organizations

2PiData

📜 Credentials

AWS Certified AI Practitioner

M.Sc. Mathematical Engineering & Modeling, Data Science track — Aix-Marseille University (2017, 2nd of class).

🗣️ Languages

🇬🇧 English · 🇫🇷 Français · 🇲🇦 العربية / Darija

🌍 Working worldwide · 💼 Available for select consulting via 2pidata.fr

Popular repositories Loading

  1. sprint-agent sprint-agent Public

    Turn any AI agent into an agile developer. Persistent sprint context for Claude Code, Cursor, Copilot, Codex, Gemini, Aider, Windsurf. Zero dependencies.

    Python 24 2

  2. claude-code-prompt-engineering-patterns claude-code-prompt-engineering-patterns Public

    10 production prompt engineering patterns reverse-engineered from the Claude Code source leak. Python implementation. No proprietary code.

    Python 12 2

  3. openclaw-security-guard openclaw-security-guard Public

    Agentic safety guardrails for OpenClaw — prompt injection detection, config auditing, and real-time threat monitoring

    TypeScript 2

  4. arabic-tax arabic-tax Public

    Arabic Costs Double on AI — why every Arabic-script language (Darija, MSA, Persian, Urdu) pays a 2x token tax on ChatGPT, Claude & Gemini.

    Jupyter Notebook 2

  5. miloudbelarebia miloudbelarebia Public

    Founder of 2PiData. I build data & AI products and ship them worldwide.

    1

  6. Arabic-Darija-NLP-Resources Arabic-Darija-NLP-Resources Public

    Forked from MoroccoAI/Arabic-Darija-NLP-Resources

    A curated collection of resources and repositories for Natural Language Processing (NLP) tasks specific to Darija, the Moroccan Arabic dialect. This repository aims to provide students and research…

    1