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StudentOfAi/README.md

👋 Hey, I'm Brayden

Founder · AI Automation Systems — I build pipelines that find demand, produce content, and publish it without a human in the loop.

Remote (Philippines) · Canadian Citizen


The Stack I Ship

Every project below is one stage of the same end-to-end system:

Find demand  →  Create content  →  Render media  →  Ship product  →  Prove rigor

1 · Find demand

reddit-lead-gen-analytics — Mines subreddits for recurring pain points and clusters them into a market-intelligence report. Stdlib-only Python, CI, full test suite.

2 · Create content

content-mate — End-to-end content pipeline: scrape → create → publish from one CLI, driven by an Airtable control panel. Runs unattended.

3 · Render media

viralcut — AI viral-clipping engine: scores footage for hooks, pattern interrupts, and story arcs, then renders vertical clips with animated captions. Strict TypeScript + Remotion, 50+ tests.

fastapi-ffmpeg-stitch — The rendering microservice behind the pipeline: REST API that stitches images + audio into .mp4 via FFmpeg. Tested, CI-backed.

4 · Ship product

Home-Director — A shipped desktop app: local RAG chatbot over your entire home directory. Electron + Flask + Ollama with a zero-dependency binary vector store. No cloud, no API keys.

5 · Prove rigor

riddle-loop — A riddle that finds you while you work. Zero dependencies, cross-platform, 3-OS CI matrix, a test suite where every test encodes a bug that actually happened. The repo to spot-check if you're wondering whether I test my claims.

Side quest

ai-game-solvers — Autonomous 0-player game solvers, live in-browser: Minesweeper CSP inference, Pac-Man A* with ghost avoidance, Snake BFS + flood-fill autopilot, Word Search 8-directional scanner. ▶ Play live

Tech Stack

Category Tools
Languages Python, TypeScript, JavaScript, PHP, SQL
AI/ML PyTorch, local LLMs (Ollama), RAG, prompt engineering, LLM output evaluation
Media Pipelines FFmpeg, Remotion, OpenCV, ComfyUI, Whisper
Backend FastAPI, Flask, REST APIs, MySQL, SQLite, Airtable
Algorithms A* pathfinding, CSP, BFS, flood fill, heuristic search
Dev Tools Claude Code CLI, Cursor, Git, GitHub Actions

How I Work

  1. Tear it apart — I don't just use tools. I break them, audit their outputs, and find where they fail.
  2. Build the pipeline — If a process is manual and repetitive, I script it. Python + CLI tools + automation.
  3. Evaluate relentlessly — Every AI output gets audited for logical failures, prompt drift, and edge cases before it touches production.
  4. Document everything — If it isn't written down, it doesn't exist.

Currently Building

  • Autonomous content pipelines (demand discovery → creation → publishing)
  • Multi-agent AI orchestration patterns
  • Local LLM deployment and evaluation

📍 Remote · 🇨🇦 Canadian · 📧 Clawd2Bot@Gmail.com

"There's got to be a better way." — My approach to every problem.

Pinned Loading

  1. riddle-loop riddle-loop Public

    A riddle that finds you while you work. 300 riddles, 30-minute cycle, never steals focus. macOS/Windows/Linux, zero dependencies.

    Python

  2. ai-game-solvers ai-game-solvers Public

    Autonomous game solvers — Minesweeper CSP, Pac-Man A* pathfinding, Word Search KMP string matching

    HTML

  3. autoresearch-ml-runner autoresearch-ml-runner Public

    Autonomous ML experiment runner — propose hypothesis → execute GPU run → evaluate → commit or revert (PyTorch)

    Python

  4. Home-Director Home-Director Public

    Desktop RAG chatbot — Ollama + Flask + FAISS + Electron. Searches your entire home directory with local LLMs.

    Python

  5. reddit-lead-gen-analytics reddit-lead-gen-analytics Public

    Automated Reddit scraping and pain-point analysis for market intelligence

    Python

  6. viralcut viralcut Public

    AI viral video clipping engine — hook-first editing, pattern interrupts, story arcs via Remotion + TypeScript

    TypeScript