usmcmin.com · C5iSR AI Consulting · Portfolio · Consulting

Adam Johns

AI Systems Architect — I build self-sustaining agentic systems that solve real business problems.

Not "look what AI can do." The question is always: what problem are you trying to solve? Below are systems I've built and run in production — each one an operator's bottleneck turned into an autonomous engine.

The strategic pivot most businesses miss: the value isn't in prompting AI — it's in architecting complete, self-sustaining operating systems around it. I run a live 13-agent fleet that operates multiple businesses, a ministry, and a household. What I've built for myself, I rebuild for you.

Systems Built & Running in Production

The MOOP AI Fleetflagship · live
Problem
One operator running many ventures — no bandwidth for the always-on execution each one needs.
System
13 specialized, autonomous AI agents, native in Telegram, each with a distinct role — running email, operations, ministry, fitness, and home. Orchestrated, not prompted.
Result
The businesses largely run themselves; a single consolidated status report each morning. This is the proof that AI can be structural infrastructure, not a hobby.
Airbnb Operations Agent Productlive · productized
Problem
Short-term-rental guest messaging, reviews, and turnover tasks eat hours a week and never stop.
System
An autonomous operator that drafts guest comms and reviews and tracks tasks — with a human-approval gate, secure browser automation, and zero recurring software spend.
Result
Hands-off hosting across 5 properties; host reviews posted automatically, owner stays in control.
Email Autopilot Productlive · productized
Problem
Inbox overload across multiple accounts buries what actually matters.
System
Rule-based triage across 5 accounts — auto-files junk, flags priorities, turns dates into calendar events, and reports daily.
Result
Personal inbox taken from ~9,200 to ~1,900; new mail handled automatically, hours reclaimed weekly.
Persistent AI Memory Productlive · productized
Problem
AI tools forget everything between sessions — no durable, canonical company memory.
System
A structured long-term memory store that keeps every agent coherent across sessions, synced three ways (docs, site, vault).
Result
A real second brain — the fleet stays consistent, on-context, and never re-briefed from scratch.
RESOLUTE Citizen — Civic Data Platformlive
Problem
Citizens can't see how their elected officials actually vote and align.
System
A scorecard of ~8,500 officials built on a 300+ script data pipeline with web-verified sourcing and a tiered rating model.
Result
A live, public civic platform — large-scale data engineering, automated and maintained by agents.
Bow & Arrow Studio OSlive
Problem
Six-plus income streams with no single operational view.
System
A custom ops dashboard (FastAPI + SQLite) unifying Airbnb, photography, merch, vending, rentals, and direct bookings.
Result
One pane of glass for a diversified small business.
Content-at-Scale Enginelive
Problem
Content pipelines get rate-limited or content-filtered and don't scale.
System
A 30,779-verse text engine with automated multi-channel daily delivery, plus a cross-linked lexicon and dictionary — zero external API dependency at runtime.
Result
Full-scale content shipping reliably every day, no third-party bottleneck.
Emerging: AI Personal Training & Assessment Suitein development
Problem
Coaching and formation programs lack measurable, personalized feedback loops.
System
An AI personal-training lane (built on real fitness-coaching experience) plus a self-assessment suite that scores and guides progress.
Result
New productized lanes — expanding the offering with each week's build.

Productized Offerings — ready to deploy for you

STR Ops Agent

Your Airbnb/short-term-rental messaging, reviews, and tasks — automated with a human-approval gate.

Build $500–$2,000 · Retainer $500–$1,500/mo

Inbox Autopilot

Triage, prioritize, calendar, and report across all your accounts. Reclaim hours every week.

Quick Win $100–$500 · Retainer from $500/mo

AI Memory Layer

Give your AI tools a durable, structured company memory so they stop starting from zero.

Build $500–$2,000

C5iSR AI Consulting

"You bring the problem. We bring the AI."

Free consult → a custom AI system built and your team trained to run it.

Adam Johns · Fredericksburg, VA · bowandarrowstudiollc@gmail.com

Portfolio v1 · 2026-07-26 · live at usmcmin.com/portfolio.html · systems shown are built and running; select metrics are point-in-time. Print this page for a one-sheet leave-behind.