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Achievement: Pull Sharkx3Achievement: YOLO

Achievements

Achievement: Pull Sharkx3Achievement: YOLO

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mugilan-sakthivel/README.md

Hey, I'm Mugilan 👋

AI engineer. I build production-ready agents and take things from 0 → 1.

Head of Engineering at Metaflow — building the v3 marketing-agent platform from scratch. Founder at Lua Labs. One of 12 across India in the Young Minds Fellowship, backed by partners at Accel.

53rd of 12,885 worldwide — HackerRank Orchestrate, 24-hour multi-modal agent build (June 2026).

Building

  • caption-engine — AI that learns a video editor's caption style from one After Effects project, then captions any raw video as a real editable AEP. Verifies its own output pixel-by-pixel (SSIM 0.99).
  • Lua — an AI that learns design from real websites and generates production-ready landing pages.
  • whatsapp-agent — a personal AI living in WhatsApp. Three-tier memory, per-user Google Workspace tools.
  • voice-ai-workspace-agent — voice-first mobile agent for Google Workspace with approval-gated writes.
  • agent-harness — a reliable deep-agent harness: deepagents + LangGraph + Gemini + MCP.
  • train-your-own-gpt — autograd → makemore → nanoGPT on my own GPU.

Learning

Going deep on ML by building it — my own LLM from scratch, to understand how neural networks actually work: backprop, attention, training. Not just calling APIs.

Stack

Models — GPT, Claude, Gemini Agents — LangChain, LangGraph, Vercel AI SDK, OpenAI SDK, Claude Agent SDK, MCP Ship & observe — Cloud Run, LangSmith, Langfuse Foundations — TypeScript, Python, PyTorch

Say hi

Portfolio · LinkedIn · Instagram — AI content · X · [email protected]

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