.png){kind=logo}
Ayush Patel
Junior Full-Stack Software Engineer specializing in payroll and event-driven systems
Connect with Ayush
Ayush already has a relationship with Reval, so a warm intro from us gets a much better response than cold outreach.
Recommended
Already have an account?
About
Interned at Paycom and shipped a productionized ML/AI system that automatically regenerates XPath selectors to self-heal Selenium UI tests when the DOM changes. The pipeline handled 1,000+ failing tests/hour with ~90–95% auto-fix accuracy, using confidence thresholds, human-in-the-loop fallbacks, logging/dashboards, and retraining loops to manage distribution shift and maintain reliability.
Find your next great hire
Our AI agents source, screen, and vet candidates for your open roles. Get qualified candidates within 48 hours.
Key Strengths
- Built ML-driven automated XPath self-repair system for Selenium tests (Paycom internship)
- High-volume automation: processed 1,000+ failing test cases per hour
- Measured impact: ~90–95% self-repair accuracy reducing manual QA effort
- Production reliability design: confidence thresholds with manual-review fallback to prevent bad auto-fixes
- Handled distribution shift via feedback loop and retraining on new UI patterns
- Designed multi-step orchestration with per-test-case state isolation, intermediate status storage, and retry/fallback handling
- Data/inputs robustness: schema checks, normalization, and validation to handle inconsistent/missing attributes
Like what you see? We'll introduce you to Ayush directly.
Experience
Education
Awards
Skills
Languages
Browse Similar
Similar Candidates
Senior Full-Stack Software Engineer specializing in cloud-native distributed systems and AI
Senior AI/ML Engineer specializing in applied AI and scalable backend systems
Staff-level Software Engineer specializing in LLM inference infrastructure and scalable model serving
Senior Full-Stack Engineer specializing in AI/ML platforms and cloud-native systems
Senior AI/ML Engineer specializing in NLP, LLMs, and retrieval systems
Staff Software Engineer specializing in distributed systems and AI infrastructure
Interested in Ayush?
We'll personally introduce you - no strings attached.
Build your dream team with Reval
Our AI agents source, screen, and vet candidates for your open roles. Get qualified, high-intent candidates on your desk within 48 hours.
Discover more candidates like Ayush
Search across thousands of pre-screened, high-quality, high-intent candidates on Reval.
Search Talent