Independent practitioner. I show up, do the work, leave your team stronger than I found them. No army of juniors, no white-paper deliverables nobody reads.
Testing after the fact is too late. Build the pipeline, gates, and architecture that prevent defects from leaving the developer's machine.
A 90% coverage suite that nobody trusts is worse than 40% coverage that catches regressions in 4 minutes.
LLMs are great at scaffolding tests and reviewing diffs. They are bad at understanding your risk model. Use them accordingly.
Helping teams manage quality across the delivery lifecycle through requirements analysis, test coordination, release readiness, risk identification, defect prioritization, and structured QA practices focused on reliable, business-aligned software releases.
Recognized for expertise and ethics in consulting practices.
Credential ID 18-CTAL-TA-139710-05
Credential ID 17-CTFL-124389-03