Musadiq Gilal  ·  AI Developer & Integration Engineer

Building production RAG systems and autonomous AI agents that actually ship.
Currently wiring LLMs into business workflows at Hudson Pharma · Karachi, PK

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🔭  What I'm working on

• 🏗️ Production RAG @ Hudson Pharma — 5–8 yr organisational knowledge base with natural-language retrieval across Sales, Finance, HR, and Operations (Python · LangChain · pgvector · AWS Bedrock · Vertex AI)
• 🤖 Multi-department AI agent suite — autonomous agents for cross-functional decision support, routed into Slack (LangGraph · Lambda · Slack API)
• ⚡ AI workflow automation — transitioned 25 % of daily org workflows to AI-driven automation via n8n, MCP servers, and custom toolchains

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🧠  Current focus

RAG systems          ██████████████████░░   90 %
LLM agent design     █████████████████░░░   85 %
Agentic orchestration ████████████████░░░░   80 %
MLOps / prod AI      ██████████████░░░░░░   70 %
Full-stack (Next.js) ████████████░░░░░░░░   60 %

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🛠️  Tech Stack

AI / ML Core

LLM Providers

Cloud & Infra

Databases & Vector Stores

Backend & Integration

Frontend

Dev Tools

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📈  GitHub Stats

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🏗️  Featured Projects

Project	Stack	Status
Organisational Knowledge RAG	Python · LangChain · pgvector · Supabase · AWS Bedrock	🔒 Proprietary
Multi-Dept AI Agent Suite	LangGraph · Lambda · Slack API · Python	🔒 Proprietary

Production work lives behind closed doors. Architecture and design patterns are fair game in interviews — feel free to reach out.

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📫  Let's talk

I'm open to roles involving LLM systems, agentic AI, RAG architecture, and AI integration engineering.

DM on LinkedIn or drop a mail at mkgilal@gmail.com

_{Last updated April 2026 · Karachi, Pakistan}