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mehfuzh/README.md
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Applied AI Engineer · Co-Founder @ Smartloop · Local AI Orchestration 🧠

20+ years shipping software. Microsoft MVP (C#). Currently deep in LLM fine-tuning, multi-agent systems, and local AI inference. Previously building infra @anaplan, dev-tools @telerik. Now building Smartloop — run AI agents on your own machine, connect tools, build custom skills, and get things done without sending your data anywhere.

🎯 Current Focus

  • Building Smartloop — a local AI agent harness with an OpenAI-compatible API; run quantized open models on your hardware, connect MCP servers, and build custom skills, no cloud required
  • Building agentic workflows to extract information and generate new content
  • Fine-tuning local models and building LLM infrastructure
  • Occasionally writing about LLM fine-tuning, evaluation, and agentic design patterns

💻 AI & ML Expertise

  • Post-Training: PEFT (LoRA/QLoRA), SFT, DPO, RLHF
  • Evaluation: LLM-as-judge, offline eval harnesses, benchmark design
  • Serving: OpenAI-compatible APIs, INT4/INT8 quantization, speculative decoding, distillation
  • Agentic Systems: Multi-agent coordination, RAG, text-to-SQL, tool use
  • Languages: Python, Go, TypeScript, C#

🚀 Currently Building

  • 🤖 Smartloop — Local AI orchestration. Multiple small models, one smart router. Your data stays on your machine.

🛠️ Tech Stack

Python Go TypeScript Rust PyTorch HuggingFace Docker Kubernetes Terraform AWS GCP Azure PostgreSQL Kafka

🔗 Connect

💬 Philosophy

"Think → Build → Repeat."


I have a cat named KitKat 🐱 · Puedes hablarme en español

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