Agentic Swirl

Every project makes
the next one better.
Automatically.

Self-improving agent swarms. Learning loops that compound quality across every build. A progressive operating system that turns research into shipped products — seven and counting.

What’s Shipping

Seven products. Five domains.

See all projects

In Development

AI Factory

The orchestration layer behind a one-person studio shipping seven products.

A meta-system that coordinates AI agent workflows, automated content pipelines, knowledge management, and cross-project operations — the reason one founder can ship across five domains simultaneously.

Agent System

In Development

Progressive Learning OS

A research cycle that turns complex goals into compounding knowledge and shipped outputs.

A tri-track operating system that advances objective execution while compounding learning and producing publishable outputs. Decomposes complex goals into risk-prioritized research, evidence-backed learning cards, versioned decision packets, and day-0 to day-7 execution plans.

Agent System

Live Web Platform

Market Research Simulator

From raw research inputs to probabilistic revenue outcomes.

An AI platform that transforms fragmented market research into investor-ready TAM/SAM/SOM analysis and Monte Carlo-based revenue projections.

Web Platform

App Store - Coming Soon

LivesLived Journal Transcription

Turn shoeboxes of letters, postcards, and journals into searchable, narrated, geographically mapped living archives.

An iOS archival intelligence app that combines multimodal AI, knowledge graphs, guided scanning flows, and multi-provider text-to-speech to transform fragile handwritten collections into interactive digital memory systems.

iOS App

Private Beta

Visual Harvester

A sourcing layer that turns browsing into structured ingestion.

A Playwright-powered extraction engine and browser extension for collecting high-fidelity listing media and metadata from eBay, Etsy, and Craigslist workflows.

Browser Extension

Live Tool

SB 1507 Fiscal Impact Model

Interactive fiscal model analyzing Oregon SB 1507 QSBS capital gains tax provisions.

An interactive fiscal impact model for Oregon SB 1507's QSBS capital gains tax provisions. Features Monte Carlo simulation with evidence-graded parameters, cascade visualizations showing economic ripple effects across founders, startups, investors, and companies, and a full research report.

Interactive Simulator

Private Beta

Prediction Markets Engine

Institutional-grade quant infrastructure for live event markets.

A low-latency strategy engine and mission-control dashboard for running quantitative trading strategies in regulated prediction markets.

Engine + Dashboard

In Development

OmniInbox

Zero-friction capture from voice, screen, and research — straight into action.

A multi-surface intake system that turns voice memos, browser captures, and AI research exports into classified, actionable items routed to the right destination automatically.

Agent System