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moboutrig/README.md
Header

Hi, I'm Mouhamed Boutrig (moboutrig)

Senior Agentic Engineer | Venture Studio Architect

BEYOND CHATBOTS. I BUILD AGENTS WITH HANDS.
Raw LLMs can write code, but they can't deploy it. They can write emails, but they can't click "Send."
I build the Human-in-the-Loop systems that bridge that gap.


⚡ System Status

> INITIALIZING ORCHESTRATION LAYER...
> CONNECTING TO AWS SDK...
> ANALYZING DEPENDENCY GRAPH...
> DETECTED 4 DRIFT RESOURCES.
> AGENT MEMORY CONTEXT: 84% USAGE.
> STATUS: ONLINE AND READY TO DEPLOY.

🧠 Engineering Philosophy

Most AI stays trapped in the chat box. I specialize in Agentic Engineering & Copilot Interfaces to solve the "Hand Problem."

Concept Description
🛠️ Tool Use My agents don't just talk; they utilize APIs (Stripe, GitHub, AWS) to interact with infrastructure.
🕸️ State Management Using graph-based state (LangGraph), my systems maintain context across multi-day, multi-step workflows.
🛡️ Copilot UIs I build the specific UI that allows humans to approve dangerous actions: The Diff View, The Confirmation Modal, The Canvas.

🏗️ Featured Projects

⚖️ The "Contract Auditor" (Legal Tech)

Problem: Lawyers will never accept an auto-generated contract without reviewing every word.

  • The Agent: Drafts amendments using native 'Track Changes', putting edits in red suggestions.
  • The UI: A "Redline" interface replicating MS Word. Users click 'Accept' or 'Reject' on specific clauses.
  • Stack: Python-docx React OpenAI API

📉 The "Spreadsheet Sentinel" (FinTech)

Problem: Spreadsheets with 10k rows have hidden circular dependencies that break financial models.

  • The Agent: Detects formula errors and circular dependencies using graph analysis.
  • The UI: A "Grid Overlay" highlighting specific cells in red with a "Fix Formula?" dialog.
  • Stack: Pandas Excel JS LangChain

🎬 The "Video Clipper" (Media)

Problem: Editing long-form video into clips is tedious.

  • The Agent: Analyzes transcripts and visual cues to identify viral moments.
  • The UI: A "Smart Timeline" where the agent places cut markers. Hover to preview, click to render.
  • Stack: FFmpeg OpenCV Next.js

💻 Technical Capabilities

I don't just list languages. I implement the core Agentic Concepts required for autonomous systems.

Category Tech Stack
Orchestration LangGraph CrewAI Temporal
Sandboxing Docker E2B Firecracker
Browser Control Puppeteer Playwright
Vector Memory Pinecone Weaviate Redis
Frontend React TypeScript Tailwind

🔮 The Vision: Service-as-a-Software

"Stop building chatbots. Start building Systems. I can help you architect the Agent, the Tools, and the User Interface that makes it usable."

GitHub Stats

© 2026 Agentic Systems Lab. Architecting the Post-Chat Era.

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    01-edu all Branch-AI projects

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  5. algo_ai_data_branch_42 algo_ai_data_branch_42 Public

    Forked from jmcheon/algo_ai_data_branch

    Algo AI Data branch is a collection of submodules, each representing a unique project from Ecole 42.

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  6. maths_branch_42 maths_branch_42 Public

    Forked from jmcheon/maths_branch

    Maths branch is a collection of submodules, each representing a unique project from Ecole 42.

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