If you have a web workflow that keeps breaking because of dynamic DOM structures, shifting selectors, multi-step forms, or portals without an API, I will build a reliable Python + Playwright browser automation agent or hybrid LLM workflow tailored to your process.

My engineering approach combines deterministic code with targeted LLM reasoning (grounded in my open-source NavIA / NAVIA_PATH browser agent and Support Request AI Agent architectures):

Deterministic Steps First: Fast, predictable Playwright, Python, REST API, or UiPath steps for login, navigation, file handling, and database/queue updates.

Targeted AI Agent Navigation & Triage: Live DOM state inspection and structured multi-provider LLM reasoning (Google Vertex AI, Gemini, OpenAI, Anthropic Claude, Azure OpenAI) only where layouts shift or unstructured inputs require semantic judgment.

UiPath & Enterprise Ready: Can run as a standalone Python CLI/executable or integrate directly into UiPath Studio and REFramework via custom .NET activities and machine-parseable JSON outputs.

Complete Handover: Clean, documented Python + Playwright source code, environment configuration, safety guardrails, execution logs/screenshots, and walkthrough.