Work
Case studies and experiments from the studio.
Case Studies
Meta Ads Agent
2024Conversational Campaign Management
An AI agent that creates and manages Meta ad campaigns through natural conversation. From brief to live campaign in minutes, not days.
Data Analyst Agent
2024CodeAct for Marketing Analytics
An AI agent that writes and executes Python code to answer marketing questions. Metrics are computed, not hallucinated.
Programmatic SEO Engine
2024Template-Driven Page Generation
97 pages from a single template. Design system extraction, ISR optimization, and audience-specific landing pages at scale.
Ad Copy Pipeline
2024DSPy + LLM-as-Judge Optimization
Automatic prompt optimization for ad copy generation. DSPy modules, synthetic data, LLM-as-judge evaluation, and MIPROv2 optimization.
Prompt Eval Framework
2024Data-Driven Prompt Optimization
A testing framework for prompt iteration. Six prompt versions, three copywriting frameworks, LLM-as-judge scoring, and statistical analysis. 95% platform compliance.
Grant Proposal Help
2024NIH Consultancy Website
A client website for an NIH grant proposal consultancy. Built with Next.js 16, Tailwind v4, and shadcn/ui with built-in A/B testing and analytics.
Lab
Connect4 Zero
2024AlphaZero from Scratch
A from-scratch implementation of DeepMind's AlphaZero algorithm for Connect 4. Self-play reinforcement learning, Monte Carlo Tree Search, and neural network training.
Mini Manus
2025AI Coding Agent with Sandbox Execution
An AI agent that writes, executes, and iterates on code in isolated Docker containers. Describe what you want, get working code with live preview.
Infinite Canvas AI
2024Sketch to Image Generation
Draw rough sketches on an infinite canvas, and AI transforms them into polished images. TLDraw meets DALL-E 3.
MG's Kitchen
2024Family Cooking Platform
A platform where families collect recipes, cook together, and share what they make. Social feed, mobile-first, real active users.
Lumen
2024Professional Photo Editor
A VSCO-style photo editor with tone curves, HSL adjustments, local masks, and film grain. Professional-grade color grading in the browser.
Podcast RAG
2024Production RAG for 500+ Hours of Audio
Search and chat with 500+ hours of podcast content. Whisper transcription, hybrid retrieval, reranking, and streaming responses with citations.
Ad Sheets
2024AI-Powered Spreadsheet Assistant
A spreadsheet with AI tool use. The agent reads, writes, and analyzes cells through structured tools. Univer.js meets Claude.