Real estate follow-through
Listings, buyers, inspection notes, lender emails, forms, showings, and promises kept together so the next action is obvious.
20-year AI engineer / former hacker / local operator
I help working businesses stop losing the thread.
Plain-English AI systems for Appalachian firms, realtors, law offices, and operators who have too much living in email, PDFs, texts, calendars, and somebody's head.
> ask jdot what needs handled
Find it
Explain it
Move it
Prove it
// about
Context engineering in plain English: make the office remember.
A real estate team, law office, or local business does not need vendor jargon. They need to know which file is current, what the client said last time, which deadline matters, and what can be safely drafted or followed up now.
That is the work: organize the scattered context, keep proof beside every answer, and turn the repeated office grind into reliable next steps without taking judgment away from the people responsible.
// work
Legal office context
Client intake, timelines, filings, evidence packets, correspondence, and review-ready summaries with sources still attached.
Local business loops
Lead intake, scheduling, quotes, payments, follow-ups, job notes, and internal know-how turned into a system people actually use.
Map a workflow →// context engineering
The tools change. The job stays the same: get the right context to the right person at the right moment.
Client intake
Document recall
Conversation history
Source trails
Deadline visibility
Draft review
Human approval
Privacy boundaries
Office handoffs
Follow-up loops
Plain-English search
Local workflow maps
// now
Translating scattered office knowledge into plain-English systems.
Keeping sensitive client and business context private by default.
Turning the useful pieces into Fieldkraft-grade workflows for firms that need follow-through.