Evaluation-first AI systems โ harness engineering for reliable automation
GitHub CI/CD workflows packaged as reusable, precisely-triggered Claude Skills with sandbox execution and idempotency.
Self-healing browser agent with AOM-first locators, semantic state tracking, and silent failure prevention.
Hybrid rule+LLM pipeline for structured extraction with XBRL cross-validation and cost discipline.