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Radical Imperfection! Building in Public...
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Radical Imperfection! Building in Public...

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chanelle/README.md

Hi, I'm Chanelle 👋🏾

AI Product + UX Systems Strategist building agent evaluation, human-centered AI, accessible tools, and systems that reduce cognitive load.

I investigate what breaks. Then I design what should have existed.

I build things where AI, product, research, accessibility, and human behavior collide.

Most of my work starts the same way: I notice something that isn't working quite right, pull at the thread, and eventually build the thing I wish had existed.

Right now I'm experimenting with:

  • human-centered AI evaluation
  • agent systems that know when not to act
  • tools for neurodivergent workflows
  • turning research and judgment into reusable systems
  • occasionally making something weird just because I want to see if it works

A few things I'm building

90/10 Agent Benchmark Applied AI evaluation framework testing whether agents reduce human cognitive load instead of adding to it. 30 scenarios, explicit behavioral criteria, a real run, reproduction guidance, and documented limitations.

Carousel Studio — live demo A low-spoon Instagram carousel builder: eight reusable format anatomies, print-clean 1080×1350 exports, contrast checked to WCAG 2.2 AA — and everything runs locally, so your photos never leave your device.

Career Pivot Navigator AI-assisted career exploration for neurodivergent and burned-out professionals. Realistic exits over toxic positivity, tactical plans over vague inspiration.

VisionPT / StabilityLabs A high-fidelity spatial computing prototype for EDS physical therapy on Apple Vision Pro: isometric protocols, built-in joint-safety guardrails, glassmorphic interface. A prototype, not a production app.

How I tend to work

I investigate what breaks. Then I design what should have existed.

That might turn into a product, a prototype, a research system, a framework, an article, or something I didn't have a name for when I started.

Ask me almost anything

UX. AI evaluation. Research systems. Accessibility. Agent behavior. Neurodivergent product design. Why a supposedly "simple" workflow is making people miserable.

Or ask me what I'm building this week.

Philadelphia · Portfolio · LinkedIn · Email

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  1. career-pivot-navigator career-pivot-navigator Public

    AI-powered career pivot analysis for neurodivergent and burnt-out professionals using LangChain + GPT-4o. Realistic exits over toxic positivity, tactical plans over vague inspiration.

    Python

  2. safeshop-ai safeshop-ai Public

    A Chrome Extension security co-pilot for the Google Chrome AI Challenge 2025. Uses on-device AI to analyze checkout pages for fraud risks.

    JavaScript

  3. carousel-studio carousel-studio Public

    Carousel Studio — a low-spoon Instagram carousel builder encoding 8 reusable format anatomies. Type copy, drop photos, download 1080x1350 PNGs. All local, no accounts.

    HTML

  4. 90-10-agent-benchmark 90-10-agent-benchmark Public

    90/10 agent benchmark: evaluating whether AI agents absorb cognitive load instead of adding to it. 30 scenarios, a real run, honest results.

  5. StabilityLabs StabilityLabs Public

    VisionPT — a high-fidelity spatial computing prototype for EDS physical therapy on Apple Vision Pro: isometric protocols, joint-safety guardrails. A prototype, not a production app.

    TypeScript

  6. boundary-proof boundary-proof Public

    Authority-boundary auditing for AI agents: intended vs configured vs observed authority, checked verb by verb, with evidence. Python, stdlib only — the auditor does not phone home.

    Python