Browser tasks
Session state, explicit waits, stable selectors, partial completion and restart behavior are treated as first-class design concerns.
PYTHON / AUTOMATION
Automate the boring path without making recovery scary.
Python scripting, browser automation, API/webhook integrations and small operational tools. I have been building AI/LLM-assisted software and automation since November 2022, including implementation, debugging, testing and day-to-day operation.
Small automation, production-minded boundaries.
API workflows
Input/output contracts, timeouts, retries, rate limits and duplicate side effects are made explicit.
CLI & local tools
Small utilities with clear inputs, exit semantics, tests and concise setup notes.
Reliability is visible.
Automation First Aid
Public Python tooling for environment checks, retry-safety classification, strict JSON validation and safe diagnostics.
Have a repetitive screen or API task?
Send the current manual steps, one representative input and the expected output.