AI Knowledge Base
Tax Foreclosure Wiki
A 56-jurisdiction reference on tax- and mortgage-foreclosure law, generated and kept current by a recursive research agent.
56 jurisdictions · self-updatingRead →
Available for select projects
AI systems that
run themselves.
I'm Wyatt Case. I build the AI automation that runs your business — agents, knowledge bases, scrapers, the works — and install it on a machine you own outright. The hardware and the code are yours to keep. You pay once, and you never rent your operations back from a software vendor again.
LLM WikisAgentic AutomationWeb ScrapingNext.js + SupabaseComputer Vision
Selected work
Systems I've designed and shipped — solo, end to end.
Full-Stack Product
AuctionBlock
A surplus-recovery platform that helps people reclaim excess proceeds from foreclosure auctions — built to run with minimal human intervention.
Flat fee vs. 25–40% industry normRead →
Marketplace + SEO
Contract4Deed
An owner-finance real-estate marketplace and operator toolkit, with a deal-state machine and a 51-state operations library.
481 programmatic routes · 51-state coverageRead →
Agentic System
Autonomous Research Engine
A recursive harness that continuously generates hypotheses, backtests them against live market data, and surfaces ranked signals — unattended.
Runs 24/7 on dedicated hardwareRead →
Computer Vision
royale.coach
A real-time game coach that captures a live mobile screen, reads game state with OpenCV and OCR, and renders coaching on a web dashboard.
Real-time CV · no LLM in the hot pathRead →
Content Platform
Tax Sale Resources
Restructured a 45-article educational knowledge base for a tax-sale data company and built an automated social-content pipeline behind it.
45-article KB · automated contentRead →
Marketplace MVP
BigSkyHarvest
A two-sided job marketplace connecting Montana farms and ranches with seasonal workers — designed, built, and deployed as a full MVP.
Full MVP, idea to liveRead →
What I do
Six ways I can move your roadmap forward.
LLM Wikis & Knowledge Bases
I turn your scattered docs and tribal knowledge into a structured markdown wiki your AI reads directly — cheaper than a vector/RAG stack, more accurate than chunk-and-pray retrieval, and kept current by a recursive agent that researches, cites its sources, critiques its own gaps, and improves itself on a schedule.
- Markdown wikis as LLM context — no vector bill
- Cited, hallucination-resistant answers
- Recursive self-improvement loops keep it fresh
Autonomous & Agentic Systems
Agents that research, monitor, and produce work while you sleep — running 24/7 on dedicated hardware instead of racking up a cloud bill every time they think.
- Recursive research loops
- Scheduled, unattended runs
- Human-in-the-loop review queues
Web Scraping & Data Pipelines
The data you need, pulled at scale, cleaned, deduped, and delivered on schedule — from a one-off dataset to an always-on monitor that never forgets to run.
- Resilient, anti-brittle scrapers
- Structured + deduped output
- Recurring delivery on cron
Full-Stack Product Builds
Your idea, live in production — Next.js, TypeScript, Supabase/Postgres, auth, payments, the works. Days to a real product, not months to a status update.
- Next.js 16 + Supabase
- Auth, payments, dashboards
- Shipped to production fast
AI Feature Integration
RAG, structured output, and tool-calling added to the product you already have — minus the hallucinations and the runaway token bill that scare most teams off.
- Structured output & tool use
- Cost & latency control
- Eval-backed reliability
Programmatic SEO
Hundreds of fast, static pages generated from your data — built to rank and convert, capturing demand on autopilot instead of looking like spam.
- Data-driven page generation
- Static rendering at scale
- Clean internal linking
Own it · don't rent it
Own the machine. Own the code. Pay once.
I build your business's AI automation onto a Mac that's yours to keep — set up, dialed in, and running 24/7. The hardware and the code are yours outright. No monthly fee, no platform lock-in, no renting your own operations back from a vendor who can change the deal whenever they want.
Self-updating knowledge bases
Overnight research runs
Scheduled web scraping
Recurring data pipelines
Custom agents & automations
Reports to your inbox or Slack
Secure Tailscale remote support
Always-on, 24/7
Premium
The On-Prem AI Vault
For operations whose data can't live on someone else's cloud — legal, medical, finance, IP-heavy, or just privacy-serious. A top-spec Mac Studio with up to 512GB of unified memory, configured to run large AI models fully on-premise. Nothing leaves your building. No cloud bills, no usage meters — a private, client-owned AI server that's yours forever.
- ✓Everything in the Build, on frontier-grade local hardware
- ✓Large models running fully local — total data sovereignty
- ✓Zero cloud inference bills; pays for itself against heavy cloud spend
- ✓Privacy & security configuration, plus priority support
Most operations start here
The 90-Day Own-Your-AI Build
A done-for-you AI system on a Mac you own outright — hardware billed separately, at cost.
$5,000one-time · paid in 3 milestones, never monthly
- ✓A done-for-you automation build, custom to your workflow — not a template
- ✓Your dedicated Mac configured end to end — you own it, sourced at cost with no markup
- ✓The complete codebase, documented in plain English so any developer can maintain it
- ✓A walkthrough video of every automation: what it does and how to tweak it
- ✓A roadmap of the next highest-leverage things in your business worth automating
- ✓A business-specific prompt & template library, tuned to your operation
- ✓30 days of post-handoff support included — I remote in over Tailscale, free
- ✓Zero lock-in by design: export everything, no clawback, no kill switch
01
Kickoff — $2,000
Locks your build slot. We scope the highest-leverage automations and I architect the system. Your Mac is ordered at cost, or bring your own.
02
Go-live — $1,500
Your first automation is live and earning its keep — usually inside 14 days. You don't pay this until you've watched it work.
03
Handoff — $1,500
Fully dialed in. I hand you the machine and the documented code and walk you through all of it. After this you owe nothing — ever.
🛡️Work-until-it-works: if your system isn't live and doing the job we agreed on by the end of the 90 days, I keep building — at no extra cost — until it is.
🔓You own it. If you ever walk, you keep the Mac and the code — no clawback, no kill switch, no holding your business hostage.
Book a fit call →
Two things sit outside the build fee, both at cost with no markup: the Mac itself (yours to keep — I source and configure it, or bring your own) and metered AI usage paid straight to the model provider, with a cap you control. Neither is a subscription.
Support — packs, not a leash
When the build is done, you don't need me. But if you want changes, new automations, or a hand when something breaks, support is there — bought in blocks, never billed monthly.
Per-incident$150
Pay only when something needs fixing.
Support Pack$500
A prepaid block of help, good for a year. Top up anytime.
Support is a service you choose, not a meter that runs whether you use it or not. No monthly bill, no auto-renew. That's the whole point.
How I work
Clear scope, fast shipping, clean handoff.
01
Scope
A short call to pin down the outcome, the constraints, and exactly what 'done' looks like. No 50-page spec.
02
Architect
I design the system before writing code — data model, interfaces, and failure modes — so it survives contact with reality.
03
Ship
Working software fast, deployed to production. You get something real in days, not a status update in weeks.
04
Iterate & hand off
Tight feedback loops, then a clean handoff — documented, deployed, and built to keep running after I'm gone.
About
I'm a solo founder and engineer. I've designed and shipped a dozen production systems across real estate, fintech, and AI — most of them alone, from blank repo to live product.
I stay at the frontier of AI tooling and build the things most teams consider too ambitious: recursive research agents, self-updating knowledge bases, computer-vision pipelines. The same toolkit that runs my own companies is what I bring to client work — which means you get systems that are efficient, polished, and built to run with minimal human intervention.
If you have a problem that sounds hard, that's usually a good sign we should talk.
Have something ambitious to build?
Tell me the outcome you're after. I'll tell you whether I can build it, how, and how fast.