Vetted Automation Professionals

“Talent Acquisition/Talent Operations leader who has managed multi-site teams (8–15) and rebuilt high-volume recruiting workflows end-to-end, combining process rigor (structured intake, SLAs, standardized interview kits) with deep ATS analytics. Hands-on with Lever and Workday Recruiting, and led a Workday + GoodTime implementation delivering major efficiency gains (40% scheduling improvement, 50% less manual coordination) alongside measurable hiring outcomes (33% faster time-to-fill, 42% increase in DEI hiring).”

“Backend/data engineering candidate specializing in Python/Flask services and ML-enabled systems, deploying containerized workloads on AWS ECS/EKS with strong observability (Prometheus/Grafana) and PostgreSQL performance tuning. Built multi-tenant architectures with row- and schema-level isolation and optimized a Kubernetes-based Airflow + Spark nightly ETL pipeline for an e-commerce client, improving performance by 250%+ and reliably beating morning reporting deadlines; also contributed to Apache Airflow (SQLAlchemy/PostgreSQL area).”

“Operations-focused leader/consultant who has built corporate teams from scratch and redesigned customer success vs. implementation workflows for scalable new-client onboarding. Uses structured operational audits (tools, contracts, process mapping) to identify redundancies and automation opportunities, then drives adoption through team buy-in. Also mentors cross-functional leaders and has been retained for post-acquisition systems integration.”

“Game designer from Turn 10 Studios who owned major Forza Motorsport multiplayer features end-to-end, including a refreshed competitive multiplayer mode built for live service (skill/safety ratings, rotating events, telemetry-driven tuning) and the post-launch return of Public Meetups shipped for the 20th Anniversary update under proprietary-engine/UI constraints. Also builds UE5 Blueprint prototypes (third-person action-adventure) with animation blueprints and data-table-driven randomized loot systems.”

“Sri Lanka–based DevOps/Platform engineer focused on Kubernetes and AWS who has led real production incidents and recoveries (network-policy-induced asymmetric routing; node pool failure due to CNI upgrade). Built production CI/CD with GitHub Actions (ephemeral self-hosted runners on EKS), ArgoCD, Vault, and Terraform, and led a phased ECS-to-EKS migration including Kafka consumers and MongoDB Atlas private endpoints.”

“Backend engineer who designed and evolved an AWS-based event-processing system in Python/PostgreSQL, achieving a 60% p95 latency reduction while improving reliability during traffic spikes. Led a zero-downtime migration from a monolithic Django app to FastAPI microservices using feature flags, strong testing, and cross-team coordination, with production-grade observability (Prometheus/Grafana/CloudWatch) and security (JWT/OAuth2, RBAC, Postgres RLS).”

“Audio post professional with 5 years selecting and editing music for America's Most Wanted, handling rapid emotional shifts across missing-children segments, reenactments, and action sequences. Emphasizes seamless music/SFX transitions and tension-building techniques (e.g., reverse drones), with a structured Pro Tools workflow from dialogue leveling through final loudness/stem deliverables.”

“ML/MLOps practitioner who built production systems for telecom network analytics, including an automated labeling + multi-label Random Forest solution that cut labeling effort by 90% and sped up RCA. Led an Ericsson auto-deployment platform using Airflow, Azure IoT Hub, Docker, and Celery to orchestrate 120+ containerized ML/rule-based deployments, saving ~80 hours of setup per deployment.”

“Candidate states they have worked on many robotics software system projects and has overcome many technical challenges, but declined to provide any project details during the screening and ended the interview early.”

“Operations leader experienced in scaling and professionalizing founder-led and early-stage/growth manufacturing organizations (Keyline USA, Novagard, Process Technology). Known for implementing structured operating systems (RACI, S&OP, balanced scorecard, lean daily management) and ERP-enabled visibility (SAP HANA), delivering quantified improvements in throughput, inventory, capacity, and EBITDA while driving cultural adoption through pragmatic change management.”

“Backend engineer with hands-on experience designing and refactoring scalable Node.js/MongoDB systems and building Python/FastAPI services. Emphasizes production-grade security (JWT, refresh tokens, RBAC, Supabase Auth, RLS) and reliability practices like strong testing, monitoring, and rollback planning, including resolving concurrency and token/validation edge cases.”

“Engineering leader focused on developer platforms and open-source frameworks/SDKs, with strong community and release-engineering chops. Drove major reliability and DX improvements (30–50% faster release cycles; 2–3x repeat contributors; ~50% faster onboarding) and led an incremental Python monolith to TypeScript event-driven migration using Protobuf contracts, feature flags, and a plugin architecture to preserve backward compatibility.”