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Agentic AIPlaywrightSystem Design

How I Accidentally Built a Self-Healing AI Agent

From a simple Playwright script to an autonomous workflow intelligence system.

1 July 2026·15 min read·🧠 IntentIQ

Can I build a smart, self-healing bot that works across every web application without writing scripts for each one? That question changed everything.

The Obsession Begins

I wanted to build a smart bot.
It needed to work everywhere.
AI would become its brain.
It should heal itself.
It should minimize API calls.
It should require minimal human intervention.

The Turning Point

The Turning Point

"Humans don't think in selectors.
Humans think in workflows."

That realization became the turning point of the entire project. I wanted one file: `smart-bot.py`. Instead, I accidentally built a monster.

WATCH INTENTIQ IN ACTION

"Three short demonstrations that explain IntentIQ better than a thousand lines of code."

TRAIN

Teach IntentIQ Once

Human demonstrations become machine memory.

Watch IntentIQ learn a new application's workflow and convert human actions into reusable blueprints.

EXECUTE

Watch IntentIQ Think

OpenAI thinks. Playwright executes.

Observe IntentIQ receive a mission, reason about the task, execute it in a browser, and generate results.

EVALUATE

Judge Engine

Execution without evaluation is just automation.

IntentIQ evaluates the final output using AI, assigns a quality score, and generates actionable feedback.

Final Thoughts

Initial Goal

Build a smart bot.

The Reality

Somewhere along the way, I accidentally built:

A Recorder. A Blueprint Engine. A Judge Engine. A Learning Engine. A Competition Engine. A Workflow Repair System. Native OS-level popup handlers.

The Lesson

Software is easy.

Teaching software to survive in constantly changing environments is hard.

The Truth

"I didn't build a QA tool.
I built an AI agent that learns how applications work."

...What the hell have I built?