AI Architect
Investor × Web3 Researcher × WEB Marketer × Editor
I don't start with technology — I start with problems I deeply understand.
Using COA (Cognitive OS Architecture), a reasoning framework I've spent over a year refining through real-world practice, I structure problems before writing a single line of code. Claude Code then turns that structure into working products.
This isn't about domain expertise in any one field. It's a method: find a problem you have the judgment to evaluate, structure it with COA, build it with Claude Code. The products below span finance, real estate, and physical fabrication (3D printing and CNC) — different domains, same method.
"AI Architect — not someone who writes code for a living, but someone who uses AI to engineer solutions that matter."
Subscription SaaS for strategic analysis — powered by Cognitive OS Architecture, a proprietary reasoning framework built on top of Claude
Rather than prompting an LLM directly, AXIS-COA runs each session through Cognitive OS Architecture — a structured cognitive pipeline executing across discrete phases: web research, situation structuring, assumption surfacing, and strategy generation. Input your context, challenges, and goals; AXIS-COA handles the rest. Supabase handles auth and persistence; Stripe powers subscription billing with plan-based limits, backed by a FastAPI webhook layer for real-time plan sync. Hosted on Render.
Real estate investment analysis platform — combines GSI map tiles, COA reasoning, and real transaction data from Japan's MLIT to structure "what conditions would make this investment work"
Rather than a binary buy/don't-buy verdict, TERRAIN-COA presents the conditions under which an investment becomes viable — price negotiation targets, financing structures, exit strategy triggers. Real transaction data (Reinfolib), elevation/disaster risk (GSI), facility and station data (Yahoo! Local Search), and population trends (e-Stat) are combined with a Claude-powered COA analysis (Market → Asset → Strategy → Risk → Boundary).
Turn a single photo into a 3D model — for pets and children, with consumer-grade simplicity
Today, 3D printers and 3D modeling tools are powerful but built for professionals — most people who'd love a 3D-printed memento of their pet or child have no way to create the data. katachi closes that gap: upload one photo, get a free gray-mesh preview, and purchase a textured GLB/STL ready for printing. Pet/child photos were chosen as the entry point because the emotional motivation is strong and immediate — but the underlying goal is bridging the gap between "people who want something made" and "people who have a 3D printer."
Convert a photo into a CNC-ready relief — carved, not printed
🔗 github.com/ShibaInuChan/Relief-Forge
Where katachi builds form up with a 3D printer, Relief-Forge carves it away. Upload a photo and it becomes a grayscale depth map, then a relief transferred onto a flat plate or an existing STL surface — exported as B-spline IGES, CNC-ready G-code, and a preview PNG, ready to hand straight to a CNC router or mill. Same question as katachi — turning a photo into a physical object — solved through a different output.
Smaller tools built to solve my own day-to-day problems — same method, smaller scope.
US & Japan macroeconomic indicators with monthly AI-powered structural analysis
🔗 investment-dashboard-sooty.vercel.app
US & Japan macroeconomic indicators (CPI, yield curves, rate spreads) auto-fetched from FRED twice daily via GitHub Actions, with monthly Claude-generated structural analysis.
Daily automated price alerts for investment trusts, equities, crypto, and gold
Scrapes prices via BeautifulSoup4 and pushes a morning summary to LINE every weekday via GitHub Actions.
A MoneyForward-like personal asset tracker
🔗 asset-management-nu-seven.vercel.app
Traditional and alternative assets (crypto, gold) tracked separately, with monthly snapshots and chart visualization.
A Claude Code workspace for turning structured thinking into slide presentations
Turns COA outputs (or any structured thinking) into slide presentations — via HTML-to-PPTX conversion or template-based editing, with a content design workflow.
Blockchain-based loyalty points for local communities — zero legal risk by design
Blockchain-based loyalty points for local communities, on Polygon — designed from the ground up to avoid securities law and token regulation risk, with a LINE bot interface for non-crypto-native participants.
Every product here started not with "what can I build?" but "what problem do I have — and do I actually know what a good answer looks like?"