Engineer → Project Manager → Systems Builder
Derek M. Clifford
I build AI systems — and the freedom they buy back. A decade of running programs and businesses taught me operations; a book and 170+ podcast episodes taught me to explain it. AI is where I build now.
170+
Podcast episodes
70+
Airbnbs operated
1
Book published
3+1
Freedoms
01What I Do→
02AI Consulting→
033 Degrees of Freedom→
04Proof & Story→
05Recent Adventures→
06Now & The Bookshelf→
07Links→
08Contact→
In one line
AI is the focus. Everything else is proof.
The real-estate era — the fund, the book, the podcast — is a chapter I'm proud of and finished with. It bought the reps. What I build now is AI systems.
01
AI systems builder
I design and run multi-agent systems that handle real work — research, operations, decision support — across my life and ventures. Engineer's rigor, PM's discipline, builder's bias to ship.
Now · primary focus02
Real estate investor & fund manager
Built and operated a multifamily portfolio and raised outside capital as a fund manager. The discipline came from systems; the systems now build elsewhere.
Track record · chapter closed03
Author
Part-Time Real Estate Investing for Full-Time Professionals — the playbook from my real-estate chapter, written for busy professionals building wealth on the side.
Book · the RE years04
Podcast host
3 Degrees of Freedom — 170+ conversations on location, time, and financial freedom. Hosting retired in 2025; the full archive lives on YouTube.
Archive · 170+ episodesSystems in production
Not demos — agents running on real schedules against real work. Described loosely on purpose.
Morning heartbeat
A daily digest agent that reads email, calendar, chat, and the knowledge base before I'm out of bed.
Meeting prep
Property meetings auto-detected from the calendar; briefing docs researched and posted before 6 AM.
Weekly rollups
Meeting history distilled into per-asset concern logs, with recurring issues and trends flagged.
Transcript pipeline
Daily voice-recorder transcripts filtered into domain brain files, so every agent stays current on my life.
Domain brains
Specialist agents for real estate, finance, career, and ventures — each with its own memory, routed by a meta-orchestrator.
Property trackers
Action-item trackers per asset, updated from meetings and messages, with stale items nudged automatically.
Investor comms
Quarterly update drafts researched across four data sources and staged for review. Never auto-sent.
Cleanups & audits
Scheduled hygiene agents that reconcile state, archive the stale, and keep the whole system trustworthy.
The point of view
3 Degrees of Freedom
The lens from the podcast years — and still the way I build, now with AI doing the compounding: optimize for freedom across three axes, and protect the fourth that makes them count.
Degree 01
Location
A life and income that isn't tied to one place.
Degree 02
Time
Own your calendar — systems and assets that work while you don't.
Degree 03
Financial
Enough independence to choose your work, not be chosen by it.
The 4th
Health
The freedom that makes the other three worth having.
“Location. Time. Money — and the health to enjoy all three.”
Placeholder imagery · Unsplash
Selected proof
Things I've built & done
All under my own umbrella — a mix of systems, assets, and stories.
AI / Systems
Personal multi-agent system
A network of cooperating AI agents I designed to run research, operations, and decision support across my work and ventures.
Real Estate
Multifamily portfolio & fund
Acquired, improved, and operated cash-flowing apartments; raised and managed outside capital. Track record, not an active offer.
Author
Part-Time Real Estate Investing for Full-Time Professionals
A book for professionals building wealth alongside a demanding career.
Podcast
3 Degrees of Freedom — 170+ episodes
Long-running conversations on freedom, building, and the operator's mindset — now archived on YouTube.
Story
Engineer → project manager → systems builder
Chemical engineering at the Colorado School of Mines, a year in Munich, an MBA and PMP, years running complex capital programs — then 70+ Airbnbs across Japan and Europe while building companies. Reps that compound.
Off the clock
Home base is the Pacific Northwest.
My wife and I travel whenever we can. Most of my best ideas show up somewhere between flights, and most of the systems I build exist to protect that time.
Location freedom, practiced
Recent adventures
The first degree of freedom isn't theoretical. A running photo log of where the work travels with me.
Japan · the Airbnb years
Thailand · spring 2026
Pacific Northwest · home base
Munich · the year abroad
Somewhere quiet
The road between
Placeholder frames for now — real photos from the road are rotating in.
/ now
What I'm focused on right now
A snapshot of current focus — updated regularly. Inspired by the now page movement.
- Building Apollo — a personal multi-agent chief of staff that runs research, ops, and decisions across my ventures.
- Shipping AI workflows for real operating businesses — from asset management to marketing.
- Stewarding a stabilized multifamily portfolio — track record now, not an active raise.
- Capturing what I learn each week — a public learning log lands on this page soon.
Last updated · August 2026
The bookshelf
The books that shaped the 3DoF lens and the systems obsession — a rotating shelf.
The 4-Hour Workweek
Tim Ferriss
Where the location-time-money framing first clicked.
Rich Dad Poor Dad
Robert Kiyosaki
The book that reframes what an asset actually is.
The Total Money Makeover
Dave Ramsey
The envelope-system era — $60K of student debt gone in under three years.
Atomic Habits
James Clear
Systems over goals — the operating belief behind everything here.
Who Not How
Dan Sullivan & Dr. Benjamin Hardy
The delegation unlock — now applied to agents, not just people.
The Almanack of Naval Ravikant
Eric Jorgensen
Leverage: capital, code, media — and now autonomous systems.
Principles
Ray Dalio
An operating system for decisions — record, systematize, repeat.
Cashflow Quadrant
Robert Kiyosaki
E, S, B, I — the map from paycheck to ownership.
The Compound Effect
Darren Hardy
Small reps, relentlessly repeated — how every chapter here got built.
The hub
Find me everywhere
One place for the podcast archive, the book, and the channels I actually use.
3 Degrees of Freedom — the YouTube archive170+ episodes · watch every conversation↗The book — AmazonPart-Time Real Estate Investing for Full-Time Professionals↗Amazon author pageAll titles & editions↗LinkedInConnect professionally↗Elevate EquityThe real-estate company & track record↗ContactStart a conversation→Podcast hosting was retired in 2025 — the Apple and Spotify feeds are gone, but every episode lives on in the YouTube archive above.
AI consulting for small-business operators
I translate stories into workflows.
The model is the easy part. The hard part is getting what lives in your head into a form a machine can act on: how you decide, what good looks like, where your data can and cannot go. I interview first, build second, and hand you a system you own.
Context is the product. Better prompts come from better interviews, not better tools.
Owner-operatorsLean teamsMicrosoft 365 or GoogleReferral-based
The ecosystem
How the system fits together
The same pattern I run for myself every day, scaled to your business. Your tools feed one coordinating agent with a shared memory; specialists do the work; you approve what leaves the building.
1 · Inputs
What already happens
EmailCalendarTeam chatVoice notesDocs & filesYour CRM
2 · Coordinator
One chief-of-staff agent
Routes the workShared memoryYour decision profile
3 · Specialists
Focused agents
OperationsFinanceSales follow-upMeetingsReporting
4 · Outputs
Ready for you
Morning briefDraft repliesMeeting prepTrackersWeekly rollups
You approve. Agents draft; a person always presses send. Nothing leaves without a human yes.
Proof of work
Where the agents actually work
Box size is each area's share of the work. Color is heat: how much a use case matters and how often it runs. Select any area to zoom in.
The process
How an engagement runs
Seven steps in four phases. Scoping is billed hourly until we both know what we are building; the build itself is a fixed scope with a clear finish line.
- 00
Fit call
Fifteen minutes, no charge. Is there a real problem, and am I the right person for it?
A straight yes or no - 01
Discovery interview
An hour on how you work and decide. Prework: a few dated voice notes about your week.
Your written decision profile - 02
Systems & data audit
Where work really happens, which tools hold what, and where data may and may not go.
A heat map of 10–20 repeatable tasks - 03
Estimate & roadmap
What gets automated first, what stays human, and what it takes.
A fixed-scope plan and quote - 04
Build the foundation
Your instructions become a global layer the AI always works from. Agents draft; people send.
Working workflows in your tools - 05
Rollout
Weekly check-ins while it settles: tune what misfires, train the team, add the next workflow.
Adoption, not shelfware - 06
Handoff & true-up
You take the keys: documentation, a true-up against scope, change orders only if you want more.
A system you own
Principles
What I don’t bend on
Learned building my own agent stack and helping a traditional engineering organization adopt AI.
Interview before you automate
The decision profile comes first. Tools change every quarter; how you think does not.
Drafts, not sends
Agents prepare the email, the brief, the update. A person always presses send.
Governance first
Know what data is sensitive and where it may go before anything is connected.
Repeatable output only
Same kind of output on a schedule? Candidate. Otherwise it stays human.
Tool-agnostic
Microsoft 365 and Copilot, or Google, Slack and Notion. I build where your team already works.
One-to-one before one-to-many
Depth with a few clients beats a course nobody finishes.
Who this is for
Small-business operators with more work than hours
- Owner-operators whose know-how lives in their head, not their systems
- Lean teams buried in repeat work: follow-ups, briefs, reports, status updates
- Operators who will actually implement, and want to own the result
I work by referral and keep a small client load, so every engagement gets real attention. If this sounds like your business, start with the fit call.
Fifteen minutes. No pitch deck.
Say hello
Know who I am? Let's talk.
No hard funnel. Recruiter, potential collaborator, or just figuring out who I am — reach out.
Or email directly:
derek@elevateequity.org
