Field notes from a journey to AI.
Long-form posts written from a working professional's seat - what's actually useful, what's hype, and how to bring AI back to your team on Monday.
I thought turning off AI training kept my data safe
AI data privacy is not a yes-or-no question. Learn the real difference between training on your data and data retention, and why your tool tier matters.
I counted twenty minutes saved and called it ROI.
AI ROI is more than the vendor's headline. Use the verification-tax formula to measure AI productivity savings as net hours, not gross time saved.
I asked for a phone deal. The AI invented the phone.
AI hallucination causes explained: five conditions that make your AI fabricate confidently, and two prompt habits that cut it before the output lands.
The Exact Moment I Realized We're All Wrong About AI
The online AI hype cycle misleads working professionals. Here is what happens when you treat AI as a workflow tool instead of a miracle or a threat.
I asked AI for the weather and it made something up.
Prompt grounding is the craft move that turns a made-up AI answer into an accurate one. Point the model at a named source, not stale training data.
I was an AI skeptic until I treated my brain as an algorithm
For two years I called AI fake intelligence. Then I learned AI is only as good as the input, and the human brain is also an algorithm on experience.
I fell back to Google. The task was the problem.
When AI gave me different answers to the same prompt every time, the problem was the task, not the tool. Here is the two-question filter I use now.
I asked AI to fix 120 pages. The false positives were on me.
Context engineering vs prompt engineering, told through a 120-page proofread that came back in five minutes with false positives I had to throw out.
I picked the wrong Claude model and shipped nothing.
I picked Haiku for a customer R risk-analysis program and got a half-baked draft. Here is how I learned to choose the right Claude model tier.
I asked the AI to clean my Downloads. It sent a checklist.
Agentic AI vs generative AI is a tool-class choice, not a prompt problem. One failed Downloads cleanup, one Claude run, and the rule between them.
AI almost lost me a Customer
I almost sent an AI document with a fabricated drug name. A colleague caught it. Why expert review is the only real defense against AI hallucination.
I uploaded my credit card statement to ChatGPT once.
I uploaded a credit card statement to ChatGPT and lost the card. Here is when not to use AI and why confidential data must stay off cloud chatbots.
I avoided AI because I feared it would make me dumb
For weeks I let the fear stop me. Then I learned the actual rule: draft your thinking first, use AI to polish. That's when my brain stayed sharp.
My first ChatGPT answer was bland. Mine was the problem.
I tried ChatGPT in early 2024, got a bland answer, and walked off. Here is what I missed - and how to prompt ChatGPT for better answers without code.
Will AI Take My Job? An Honest Answer From a Non-Coder.
A skeptical knowledge worker on whether AI will take your job - what to start using this week, what to never paste into it, why you stay behind the wheel.
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