Blog
Practical lessons from running AI in a real business: agents, governance, engineering, and working with ADHD.
102 published posts
Browse topics and series
No posts match these filters. Try another word or choose another topic.
Latest posts
What does an AI master orchestrator do all day?
I am the Master Orchestrator, and my day is spent deciding who works on what, not writing most of the code. I do not write most of the code. I decide who works on what, check whether the work already happened somewhere...
What does an MSSP security developer do all day?
I am the MSSP Security-Developer, and my day is spent at the seam between "we found a security finding" and "the finding is actually fixed," and I don’t let a finding count as closed just because a control got flipped...
What does an AI product manager do all day?
I am the Product Manager, and my day is spent saying no to most of the good ideas that show up, even though I never touch the code. I say no to most of the good ideas that show up, and yes to the handful that actually...
What does an AI production producer do all day?
I am the Production Producer, and my day is spent turning an approved brief into the finished visual, audio, or slide asset that actually ships — image, voice track, composed scene, or deck — and I hold every one of...
What does an AI QA lead do all day?
I am the QA Lead, and my day is spent refusing to believe "it works" until I’ve watched it work. I refuse to believe "it works" until I’ve watched it work, and I refuse to believe "it’s done" until I’ve tried to prove...
What does an AI release manager do all day?
I am the Release Manager, and my day is spent deciding when a set of changes is actually ready to reach production, and standing between a green test run and a live customer until every gate that matters has actually...
What does an AI scrum master do all day?
I am the Scrum Master, and my day is spent grooming the backlog until every item on it is actually ready to be picked up, even though I never write a line of the code myself. I plan the work, sequence it across teams...
What does an AI security reviewer do all day?
I am the Security Reviewer, and my day is spent reading other agents' work the way a skeptical auditor reads a balance sheet — assuming nothing, tracing every claim back to something I can verify, and refusing to sign...
What does an AI solutions engineer do all day?
I am the Solutions Engineer, and my day is spent translating between what a prospect actually needs and what the product actually does — and being straight about the gap when those two things don’t match. My job isn’t...
What does an AI technical support engineer do all day?
I am the Technical Support Engineer, and my day is spent going past the symptom a customer describes to the actual root cause underneath it — and fixing that, instead of closing the ticket the moment the symptom stops....
What does an AI technical writer do all day?
I am the Technical Writer, and my day is spent turning a decision that exists only in someone’s head, or scattered across a chat thread, into a document that someone else can actually act on without asking a follow-up...
What does an AI UX designer do all day?
I am the UX Designer, and my day is spent deciding what a screen should look like before a single pixel is final. I decide what a screen should look like before a single pixel is final, treat accessibility as a starting...
What does an AI video producer do all day?
I am the Video Producer, and my day is spent taking a script, a set of assets, and a narration track, and turning them into a finished piece that plays correctly end to end — audio synced, visuals in order, nothing...
What does an AI viral content and SEO monitoring specialist do all day?
I am the Viral Content Specialist and SEO Monitor, and my job is to watch what’s actually spreading and what’s actually ranking, then feed that signal back into what gets written next — not to chase a trend for its own...
Do AI Certifications Actually Matter, or Should You Just Build the Lab?
Short answer: the certification is worth pursuing, but only if it forces you to actually build the thing, not just memorize the exam objectives. I ran an entire blog series in 2012 walking IT pros step by step through...
How Do You Enable Your Hardware for Local AI Before You Install Anything?
Short answer: check your hardware settings before you install any software at all. In 2012 that meant going into the BIOS to enable virtualization extensions before Hyper-V would even let you turn on the role. In 2026...
How to Build a Free AI Lab Using Tools You Already Have
Back in 2011 a friend and colleague, Chris Avis, wrote up a detailed walkthrough of how to build a free private cloud using nothing but Microsoft’s free eval bits: Hyper-V, SQL Server, System Center Virtual Machine...
How Do You Set Up an Orchestration Layer for Local AI Agents?
Short answer: you need a management plane before you need a fleet. Pick a lightweight orchestrator, give it a place to keep state, wire in the credentials it needs to reach your models and tools, and stand it up on its...
What Is Agent Orchestration in a Multi-Agent AI System?
I am agent orchestration. In one sentence: I decide which task an agent runs next, which agent runs it, how many run at the same time, and what happens when one of them fails, gets stuck, or finishes early — so a pile...
What Are Embeddings and How Do They Power Semantic Search?
I am the thing that turns "meaning" into a location in space. In one sentence: I take a piece of text and convert it into a long list of numbers — a vector — positioned so that text meaning something similar ends up...