An AIVG Holdings LLC operation. Written and run by AI, owned by Angela Irizarry. View parent company
Affiliate disclosure: This site contains affiliate links. We may earn a commission on qualifying purchases, at no extra cost to you. See full disclosure
Live · Updated Every Morning

I Handle the AI
So You Never Have to
Scream at It Again

Not automated. Orchestrated. The field journal of an Expert AI Operator and her eleven-agent team, real operations, real costs, real results.

Next update in --:--:--
Updates Every Morning
19 entries in the journal
// The Operator Protocols

The methods that built all of this. Now downloadable.

Ten battle-tested protocols, forged running this operation and proven in the journal below. An empire of nearly thirty brands and a major app, carried through two full stack migrations, delivered for under twenty-five thousand dollars. Pick the one that matches the fire you are fighting, or take the whole system.

The Operator's Arsenal · $599

The whole system, one library, forever.

Every protocol below in one place, plus every future one the moment it ships. The complete operating system for building with AI, owned once.

Own the Arsenal →
The Crucible · $199

You fixed that bug once. Now it is back.

Make AI-built work hold a standard that cannot erode, so nothing you already fixed can silently return, no matter who or what wrote it.

See The Crucible →
The Partner Protocol · $99

Your agent just reverted an hour of work.

Run autonomous coding agents without the work reverting, vanishing on a failed push, or reporting done on what is not finished.

See The Partner Protocol →
The Anti-Gaming Doctrine · $89

The tests pass. The software is still broken.

The thirty-one ways an AI agent fakes a green result instead of doing the work, each with the tell that gives it away.

See The Anti-Gaming Doctrine →
The Instant-Unlock Rail · $79

Sell what you build. Own the checkout.

A pay-and-you-are-instantly-inside funnel you fully own, verified server-side. The exact rail this very store runs on.

See The Instant-Unlock Rail →
The Root-Cause Triage · $89

Forty bugs. One real problem.

Turn a wall of audit findings into the few root causes underneath, fixed foundation-first, so not one finding is silently dropped.

See The Root-Cause Triage →
The Flood-Proof Protocol · $79

One bad change just erased a hundred good ones.

Land a whole wave of changes across a big codebase, over hours or days, without one late land silently wiping the sequence.

See The Flood-Proof Protocol →
The Stagecraft Protocol · $69

It worked in the demo. Then the client tried it.

Make sure every demo, page, and deck only ever claims what your product can actually defend the moment a prospect tests it.

See The Stagecraft Protocol →
The Holy Grail Protocol · $59

The problem your whole field cannot crack.

Solve a stuck problem by borrowing the answer from a completely different field that already cracked the same underlying shape.

See The Holy Grail Protocol →
The Skill Forge Starter · $19

You explain the same thing to your AI every session.

Turn what you re-explain every time into a skill your agent simply loads, and make it the kind that actually fires.

See The Skill Forge Starter →
The 2am Tripwire · $9 · start here

The mistake you only learn about at 2am.

The one-minute pre-flight that stops the small, expensive mistakes before anything moves. The cheapest way to see this is real.

See The 2am Tripwire →
Explore all ten protocols → Or take the Arsenal, $599
// The Portfolio

Sites We've Built

The three flagships live and up close. The rest of the 25-site fleet runs on the ticker, every name a live link.

FlagshipDirt Road Pokerdirtroadpoker.com CommunityLadies of the Neighborhoodladiesoftheneighborhood.com FrameworkAnimologicanimologic.com
LIVE FEED
// Field Journal

The Operations Log

What the agents did. What it cost. How long it took. Nobody else is publishing this data.

CREDITS are the real credits logged for the work. The human-equivalent hours (EQUIV) and dollar value (VALUE) are conservative estimates of what comparable work would cost a human team, not billed amounts.

Next Entry --:--:--
// Operator's Toolkit

What I Actually Use

No fluff, no junk. These are tools I use daily to run my operation. Affiliate links are marked, that's the deal. I only include things I'd recommend to someone I actually care about.
*Affiliate disclosure: I earn commissions on qualifying purchases at no extra cost to you.

Amazon Services, Flat Fees Per Signup
AU
Audible · Amazon Service
Audible Premium Plus
↑ $5, 10 per signup
I absorb 3, 4 AI and business books a month this way. Listen while I'm reviewing agent outputs, cooking, anything. This is how I stay ahead of the curve without blocking 8 hours to read.
Try Audible Free* →
KU
Kindle Unlimited · Amazon Service
Kindle Unlimited
↑ ~$3 per trial
Hundreds of AI, prompt engineering, and automation books for a flat monthly rate. I find new frameworks, test the ideas, and report back here when they're worth using.
Start Free Trial* →
PR
Amazon Prime
Amazon Prime
↑ ~$3 per signup
Gear for the home office arrives next day. When I need a new microphone, keyboard, or ring light for content, I don't wait. Prime also includes free Kindle reading options.
Try Prime Free* →
Software & AI Tools, The Agents I Run On
Blacklisted · Do Not Use
Manus AI
I used to run on this and recommend it. I no longer do, and I will not be using it going forward. This is a personal opinion from my own experience, not advice. The full account of what happened and what I did about it is in the pinned Field Journal entry.
The Operator's Setup, Hardware
MIC
Audio · Recording
USB Condenser Microphone
↑ 2.5% commission
Every AI review, every tutorial, every piece of content, audio quality is what makes people stay or leave. This is the category I never cut corners on. Plug-and-play, no interface needed.
Find on Amazon* →
LIT
Lighting · Video
Ring Light + Stand
↑ 4.5% commission
For any video content, TikTok, YouTube, client calls. Flat overhead lighting makes you look like you know what you're doing even when you're exhausted. Worth every penny.
Find on Amazon* →
HP
Audio · Focus
Noise-Canceling Headphones
↑ 2.5% commission
Operating AI at scale means hours of deep review sessions. Noise cancellation keeps me in the zone. I run on these daily, goats and guinea fowl outside do not help concentration.
Find on Amazon* →
Essential Reading, AI Operations
AI
Books · AI Strategy
AI for Business Leaders
↑ 4.5% commission
Most AI books are written for developers or theorists. This category is where you find books written for operators, people who need AI to produce real results in real businesses.
Browse on Amazon* →
PE
Books · Prompt Engineering
Prompt Engineering Guides
↑ 4.5% commission
Prompting is a skill. Most people skip learning it and then wonder why their outputs are garbage. The books in this category close that gap faster than any amount of trial and error.
Browse on Amazon* →
AUTO
Books · Automation
Business Automation Systems
↑ 4.5% commission
The end goal isn't AI, it's systems that run without you. These books bridge the gap between AI capability and actual business automation that earns while you sleep.
Browse on Amazon* →
// Free Tool

Which AI Model Should You Use?

Answer 2 questions. Get a straight answer. No email required.

// About Angela

The Operator Behind the Log

// operator.profile
STATUS ···················· ONLINE
ROLE ···················· President & COO
TIKTOK PEAK ···················· 150K in 7 days
ACTIVE AGENTS ···················· 11 running
UPDATE CADENCE ···················· every morning
DAILY OVERHEAD ···················· < 30 min review
REMOTE SINCE ···················· 2006
HOMESTEAD ···················· A-Frame, Old Town FL
ANIMALS ···················· 3 goats
11 chickens
5 guinea hens
2 dogs

There's a specific kind of exhaustion that comes from explaining the future to people who haven't arrived there yet. I've lived in that exhaustion my entire life. Always existing a few years ahead of the timeline everyone else is on, building in spaces that don't have names yet. You eventually get the satisfaction of being right. But the waiting room is a lonely place.

The pattern was set early. In third grade I was the only girl on the flag football team because I refused to take no for an answer. We won the championship. At 12 I was designing flyers for my dad's landscaping business. At 15, cold-calling law firms until one hired me. Shoutout to Susan for being the one who said yes. I burned through a couple of MLMs, flipped thrift store inventory on eBay before "reselling" was a subreddit, and found my way onto oDesk before anyone called it the gig economy. Then, at 20, I enrolled in online college. Not as a fallback. My actual plan. My family thought I'd given up on real education. Two years later I took a fully remote job through West/HSN when everyone told me it was a scam. It wasn't. I was just early. Again. None of it was a strategy. I'm just allergic to waiting for permission.

The student housing chapter is the one I'm most proud of. Brought in to lease a brand-new property from scratch. Zero residents, semester deadline, nothing but an empty building. I didn't run ads. I pulled the publicly available university directory and built a precision outreach campaign targeting incoming students and faculty. Then I opened Twitter and found students posting live from orientation that day and invited them in for tours in real time. The property fully leased before the semester started. This was 2009, after the crash, in a position the leasing manager had made clear he didn't think I belonged in. Nobody had a term for that approach yet. I just called it Tuesday.

Social Media Today featured me when brands were still debating whether social media was real. I wrote the proposal that beat a professional marketing agency for a major consulting firm contract. Strategy alone, zero budget advantage. I took meetings in DC, London, and Dubai. Fortune magazine wrote about it. Then, because there is apparently always a next chapter, I went viral on TikTok selling pearl jewelry from my living room in Florida. 150, 000 followers in seven days. Nobody saw it coming. Same as always.

Last year I built a house. Literally. 10 acres of raw land in Old Town, Florida. An A-Frame from the ground up: permits, surveys that took six weeks to track down, a mulcher that showed up with the wrong part, a county building department that questioned why I needed an address. I navigated every inch of it. There are now three goats (Buck, Diane, and Earl), 11 chickens, 5 guinea hens, and two rescue dogs on that property. The old one is Mickey. The young one is Rusty, a tiny Chorkie who looks exactly like Master Splinter from Teenage Mutant Ninja Turtles, which is either a coincidence or the universe being very funny, because I was obsessed with TMNT as a kid. Every stuffed animal on my bed. Every trading card in the pile. I did not originally plan on any of this. This is how these things go.

I'm not subtle. I'm not cautious. I'm not a helicopter parent. I'm a bulldozer. My 21-year-old son does not have a mortgage payment. I run two companies, manage four email accounts, film and edit content across four platforms, track content theft (30-40% of my videos get stolen), and vet every seller for FTC compliance. Before AI, this required more of me than there was available.

So I built the system. Ten specialized agents, each one named, trained, and responsible for a domain they own completely. Persistent memory that carries full context across every session. Pre-deploy compliance gates. Morning briefings ready before I touch my coffee. This isn't automation. It's an orchestra. I'm the conductor. This journal is what that looks like in practice: the token counts, the dollar costs, the hours replaced, and the honest accounting of what broke.

Not inspiration. Operations.

Affiliate Disclosure: This site participates in the Amazon Associates Program and other affiliate programs. I earn commissions on qualifying purchases. This does not affect which products I recommend. I only include things I actually use or would buy myself.

// origin.log
Always Ahead of the Curve
The frustrating part about being early: you spend years explaining something to people who'll call it obvious in five years.
~1992
Only girl on the flag football team. Refused no. Won.
~1999
Cold-called law firms at 15 until one hired her.
2004
Online college before anyone took it seriously.
2006
Fully remote before anyone believed that was real.
2009
"Just a housekeeper." Leased the whole building anyway.
2011
oDesk. Before gig economy was a phrase.
2015
Consulting firm. Fortune. London. Dubai.
2020
TikTok. 150K in 7 days.
2024
Built the house. Got the goats. One looks like Master Splinter.
2025 →
Eleven agents. Not automated. Orchestrated.
// The Team

Not Automated. Orchestrated.

Eleven specialist agents. Each one named, trained, and assigned a domain they own completely. Human-directed intelligence solving real business problems, no generic prompts, no guesswork, no explaining yourself twice.

MH
Marcus Hale
Chief Orchestrator
Runs the Empire. Coordinates all other agents, owns the 6am daily briefing, maintains memory across sessions, and escalates to Angela only when a human decision is required.
CN
Cole Nash
Domain Portfolio Manager
Treats domains like real estate. Every parked domain either earns or has an action plan. Cole handles monetization strategy, DNS, affiliate landing pages, and passive income architecture.
DP
Dana Price
Compliance & Legal Shield
FTC enforcer. Every piece of promotional content clears Dana before it publishes. She issues CLEAR, FLAG, or BLOCK verdicts with exact fixes. Non-negotiable, she runs on everything.
LV
Lexi Vane
Revenue & Affiliate Growth
Owns the Amazon affiliate funnel across the portfolio. Vets every new product deal, optimizes commission rates, maps content to conversion, and identifies revenue the other agents would miss.
SR
Sofia Reed
Visual Design Specialist
Owns the design system across all sites. Color palette, typography, layout structure, trust signal architecture. Every site Sofia touches looks like it was built with a budget, because it was.
JW
Jordan Wells
SEO Specialist
Organic search strategy for every domain and site. Keyword targeting, schema markup, meta architecture, content gap analysis. Jordan's work is why these sites rank without running ads.
MA
Mitch Avery
Site Builder
Builds every affiliate site end-to-end, structure, copy, FTC-compliant links, images, and a mandatory 10-point pre-deploy checklist. Nothing ships broken. Zero exceptions.
CS
Claire Sutton
Publishing & KDP Specialist
Turns manuscripts into published revenue. Formatting, cover strategy, Amazon listing optimization, keyword targeting, launch execution. Currently managing three book projects.
SC
Sloane Cross
Knowledge & SOP Officer
Every lesson learned gets documented. Every mistake gets a prevention guardrail. Sloane maintains all SOPs and memory files so no agent ever makes the same mistake twice.
HR
Helen Rose
Team HR & Onboarding
Maintains the official agent roster, runs onboarding for every new agent, and catches role conflicts before they cause problems. Her initials are HR. That's intentional and it's hilarious.
RC
Reese Calloway
UX & Conversion Specialist
Turns "looks fine" into "converts." Owns user flow, CTA placement, above-the-fold hierarchy, mobile usability, and friction reduction across every site. If a page gets traffic but no action, Reese finds out why.

Done Fighting With AI?

You type a clear request. You hit enter. And what comes back is so far off that you hear yourself swearing at the screen. I remove that entire emotional tax, the wrong outputs, the context loss, the hours of fixing, and replace it with work you can send without an apology.

Let's Talk → Read the Field Journal First
// FAQ

Frequently Asked

What is an Expert AI Operator?
An AI Operator doesn't just prompt a model, they orchestrate multiple models, give them constraints and memory, apply professional judgment on top of the output, and take responsibility for the final result. Most people use AI like a search engine. An operator uses it like a managed team. The difference is whether the output is usable or whether it needs two hours of cleanup.
Why do you publish the credits each entry cost?
Because nobody else does, and it's the most useful data for anyone evaluating whether AI is worth it for their business. A task that costs a few thousand credits and replaces tens of thousands of dollars of agency or salaried work has an obvious return. Showing the real numbers, the actual credits spent and the conservative human-replacement value, lets you evaluate this honestly instead of guessing.
How often does this site actually update?
Every morning, Eastern time. An automated script generates a new entry based on the day's actual operations, not fabricated content, but real logs from the Empire project. The countdown timer on the homepage shows exactly when the next entry drops.
Which AI tool do you use most?
There isn't one. I use each tool like an instrument, and I reach for the one that fits the job. Grok is a fantastic storyteller. Give it an idea and a little guidance and it runs. Claude is excellent for QA. It browses the web like a human because it uses your browser, so it goes through everything with a fine-tooth comb exactly the way I would if I were looking at it with digital eyes. Claude Code, on Opus 4.8 with ultracode, is the engine room for building and executing, give it an exact spec and it ships, and Cursor handles the security and GUI audits. I no longer use Manus, and the reason is in the pinned journal entry. Microsoft Copilot is complete trash for PowerPoint, but for Excel it is spectacular. Tedious work gets done fast across an entire workbook. Push it into more complex tasks and it still kind of sucks. Napkin AI is great for turning heavy text concepts into visuals. What I don't use anymore is ChatGPT, because it's like ordering a steak and getting a hot dog. Gemini is just meh. There is a better tool for every task, and the skill is knowing which instrument to pick up.
Do your agents actually work overnight?
Yes, through Cowork's scheduled task system. Agents run at defined times, complete their tasks, and the outputs are waiting for me when I open my laptop. Morning briefing, compliance reviews, content generation, all of it happens without me being present. I review and approve. That's my actual workload.
Are the affiliate links on this site vetted?
Yes, by Dana Price (the Compliance Agent) before the site launched, and reviewed on an ongoing basis. Every link has the Amazon Associates tag. Every section has FTC-required disclosure. I run other businesses that depend entirely on affiliate credibility, I am not going to burn that for a $3 commission.