About

Product Manager by trade. Builder by curiosity.

I write code to better understand the products I help build. This site is a log of that learning process—experiments in hardware, AI agents, and full-stack development. I'm not an engineer, but I believe in getting my hands dirty to see how things really work.


Selected Builds

Tools, toys, and explorations.

2025

Handwrite

Full-Stack Product
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A full-stack platform that turns digital messages into real handwritten postcards. Users write their message, pick a design, and the system generates authentic handwriting using custom SVG fonts—then physically produces the card on a pen plotter and mails it. The pipeline includes a Next.js web app for ordering, a Python rendering engine that converts text to plotter-ready G-code, and real hardware integration for the actual writing. Built to explore the intersection of digital convenience and physical authenticity.

AI Ops
Google Gemini 3 ProClaude Sonnet 4.5Claude Opus 4.5
Stack
Next.js 15TypeScriptTailwind CSSPrisma / PostgreSQLStripePythonG-code / Pen Plotter
2025

VibeEcho

iOS App
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An Instagram analytics app powered by AI. Analyze any public profile for engagement insights, comment sentiment, content recommendations, and optimal posting times. Uses Gemini's File API to upload and analyze Instagram Reels frame-by-frame for content understanding.

AI Ops
GPT-4oGemini 1.5 Flash (multimodal video)
Stack
SwiftSwiftUIFirebaseApifyOpenAI APIGemini APIStoreKit 2
2025

Automation & Agents

Workflows
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A collection of practical scripts and n8n workflows designed to reduce manual repetitive tasks in daily operations.

AI Ops
GPT-4oClaude 3.5 Sonnet
Stack
n8nPythonWordPress API
2025

AnimalTaskSim

Research / Open Source
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A benchmarking suite that scores AI agents against real rodent and primate behavioral data. Instead of optimizing for reward, agents are evaluated on the same metrics neuroscientists use—psychometric curves, reaction time patterns, and history effects. Achieved animal-like decision dynamics using a hybrid DDM+LSTM agent with curriculum learning.

AI Ops
Claude 3.5 SonnetGemini 2.5 Pro
Stack
PythonGymnasiumPyTorchStable-Baselines3NumPySciPyPandasMatplotlibPydantic
2025

PMX CLI

Developer Tools
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A terminal-based product operating system for founders and technical PMs. Investigate codebases with a "Deep Thinking" agent, generate context-aware PRDs, and break features into actionable tickets—without leaving your workflow.

AI Ops
GPT-5 MiniGemini 3 Pro
Stack
TypeScriptNode.jsReact (Ink)OpenAI API