AI · Tooling · Workflow

AI is in my workflow, not just my vocabulary.

I push my comfort zone every week — running real product work through agentic editors, model-driven planning, and code I review but don't always type. This page is the meta: what I use, how I use it, and what's shipping next.

How this site was built

Static HTML, CSS, and JS — but the path from idea to deploy runs through an AI-native stack. Each step does one thing well.

  1. Nimbalyst + Cursor

    Editor where I write, sketch, and prompt. Nimbalyst sessions plan the work; Cursor's edits land in real files.

  2. Claude

    Reviewer, refactorer, and designer-in-residence. Reads the codebase and writes changes I sign off on.

  3. GitHub

    Source of truth. stage for previews, main for prod. The diff is the contract.

  4. Netlify (stage)

    Auto-deploys preview URLs from stage. Quick visual QA before promotion.

  5. GitHub Pages (prod)

    Public site at maxwellhandler.com. Static, fast, and boring on purpose.

AI tools I use

A working toolkit, not a wishlist. The "exploring" and "on the radar" columns shift quarter to quarter.

Daily driver

  • Claude
  • Claude Code
  • Cursor
  • Nimbalyst
  • GitHub Copilot

Exploring

  • Brave Search API
  • Notion AI
  • ChatGPT (research)
  • Gemini (long-context)

On the radar

  • MCP server building
  • Agentic eval frameworks
  • Vibe-coded ETL
  • Local model orchestration

Iteration log

Append-only history of what's changed on the site, and what came out of each pass through the loop.

  1. May 2026

    AI Lab page launch

    • Standalone page at /ai/ describing the AI-assisted build pipeline, daily-driver tools, and what's coming in V2.
    • Planned in a Nimbalyst session, drafted by Claude, reviewed and shipped through the stage → main flow.
  2. May 2026

    OG / Twitter meta + favicon move

    • Added social-card metadata and canonical link tags so shares to LinkedIn and Slack render the right title, description, and image.
    • Moved the favicon into /assets/ and tightened CSS / JS housekeeping along the way.
  3. May 2026

    Site refresh — vanilla HTML / CSS / JS rewrite

    • Tore down the framework version and rebuilt from primitives. Single page, sticky header, animated timeline, marquee chips.
    • Result: faster, cheaper, easier for an AI agent (or me at midnight) to reason about end-to-end.

What's next: competitor-intel agent

A small autonomous loop that watches the lending-platform space and proposes site updates when the narrative shifts.

In progress · V2

Brave Search pulls fresh signals on competitor moves and category language → Claude distills what changed and why it matters → Claude Code drafts targeted edits to this site (positioning, skill chips, iteration-log entries) → I review and merge. Goal: a portfolio that updates itself when the market does, with a human in the loop on every commit.

Want to compare notes?

Building with AI inside a regulated org, exploring agentic workflows, or just want to swap tooling stacks — happy to talk shop.

San Diego, CA