The week I stopped trusting clean demos
A short note on why polished AI workflows still need receipts, friction, and a human with a raised eyebrow.
Three ways in: read, learn, keep up.
Keep up with AI. Learn what matters. Read the field notes.
Dustin Cole Data turns fast-moving AI news, hands-on experiments, and hard-won lessons into clear signals, practical learning paths, and honest notes from the workbench.
Pick your door
A clean front door for the parts of AI worth keeping.
Read Dustin
Thoughts, experiments, and notes from the AI workbench.The human lane: what I am trying, what broke, what was useful, and what I would steal again.
Learn AI
Concise lessons for normal people who want useful AI fluency.Plain-English modules on agents, context, evals, workflows, model judgment, and safe delegation.
Keep Up
Important AI changes translated into why they matter.A calmer signal brief for tools, model releases, workflows, and strategy shifts worth noticing.
How the work becomes useful
01Agents filter signals
Inputs get collected and narrowed before they become a firehose in a nicer hat.
02Brain stores lessons
The useful bits become durable notes, examples, and reusable explanations.
03Dustin translates
The output becomes field notes, concise lessons, and signal briefs normal humans can use.
Latest outputs
Static previews for now. Real feeds come after the process proves itself.
What generative AI is, and why it lies
A beginner-friendly explanation of pattern prediction, hallucination, and why confidence is not proof.
Agents are becoming workflow teammates
What changed, why builders care, and what to try before handing an agent the big red buttons.