Ariel Williams @FromAriel

Vibe coder · AI consultant · technology & culture writer

I turn confusing technology into working tools and clear decisions.

I’m Ariel Williams, a writer, artist, developer, and public explainer. I build rapid software prototypes, map practical AI workflows, and make complicated technical and cultural questions understandable to real people.

Is your organization ready for AI? Contact me

Proof of practice · Codex activity

50.3B tokens of hands-on AI building

A day-by-day record of software, prototypes, research, and edutainment work. Each living cluster is one day; stronger fields mean heavier Codex use. August 30, 2025 through August 8, 2026. 332 dates returned usage; 12 dates had no usage bucket returned.

1.8B tokens Peak day
151.5M tokens Average / reported day
332 Reported days
344 Calendar days
Daily Codex activity visualization.

Use Left and Right Arrow to move by week, Up and Down Arrow to move by day, Home for the first date, End for the latest date, and Escape to clear the selection.

Seven rows represent Monday through Sunday and each column represents one week. Dates without a returned usage bucket use a dim marker; violet, blue, and cyan particle clusters grow stronger with reported token use.
View the daily data
Daily recorded Codex token usage
DateTokens
Hover or tap for exact values · focus and use arrow keys · daily table above

A focused first engagement

Is your organization ready for AI?

Answer a few questions and I’ll prepare a private, organization-specific presentation focused on your industry, location, relevant rules and laws, realistic opportunities, and actual risks.

$500 Flat fee for a tailored 60-minute presentation plus live Q&A, typically 75–90 minutes total.
  • Research tailored to your organization, industry, state, and local environment
  • A practical map of what AI can do now, what it should not do, and where humans must stay in control
  • Live examples, direct questions, and a candid discussion of the next sensible step

Educational and strategic guidance only; discussion of laws or regulations is not legal advice.

Start the brief

Submit sends your answers directly to Ariel through Formspree. No email app is required.

Questions? Email me: fromariel@gmail.com

Proof of practice · Codex activity
28M+views on explanatory writing
6×Quora Top Writer
Major outletsForbes, Gizmodo, Newsweek, Nerdist, BBC, Slate, and HuffPost

Beyond the hour

Have something more ambitious in mind?

The readiness session is a low-risk way to start. I also accept commissioned consulting, custom presentations, live prototypes, internal tools, coding, creative technology, and larger software engagements at flexible project rates.

  • AI workflow consulting
  • Vibe-coded prototypes
  • Internal tools
  • Training & talks
  • Technical writing
  • Creative technology
Pitch me the project
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