Vetted Mentorship Professionals

Shriya Bannikop

Screened

Mid-level Software Engineer specializing in cloud platforms, data engineering, and distributed systems

Seattle, WA5y exp

“Full-stack engineer who built and owned an AI-assisted job-matching dashboard in Next.js App Router/TypeScript, keeping LLM logic server-side and improving performance via deduplication, caching/revalidation, and streaming (35% fewer duplicate LLM calls; 40% faster first render). Also has strong data/backend chops: designed Postgres models and optimized queries at million-record scale (1.8s to 120ms) and built durable AWS multi-region telemetry workflows with idempotency, retries, and monitoring.”

Jignesh Desai

Screened

Director of Software Engineering specializing in fraud detection and payments platforms

San Francisco Bay Area, California, USA26y exp

“Engineering manager/player-coach who focuses on laying technical foundations and improving team execution: kickstarted Visa standard UI library adoption, standardized API exception handling, and introduced a test automation framework that enabled a shift from quarterly to monthly releases. Led a phased latency/throughput initiative that doubled throughput, and owned a production incident caused by a dependency’s expired certificate, driving monitoring and certificate-expiry notification improvements across dependent systems.”

“LLM/MLOps engineer who has shipped production systems for complaint intelligence and contact-center NLU, including LoRA/RLHF-tuned LLaMA models deployed on GKE with vLLM and Vertex AI batch pipelines to BigQuery. Demonstrates strong practical focus on hallucination control, data imbalance mitigation, and production monitoring (Langfuse) with regression testing and canary rollouts, plus experience orchestrating complex workflows with AWS Step Functions.”

“Operations leader with manufacturing-heavy experience across Greene Tweed, Chem-Trend, and Ketjen, known for building operational structure (org design + KPI flow-down) and translating shop-floor realities into measurable financial outcomes. Has delivered significant profitability gains (20% site profitability; 15% product profitability) through Lean methods, process documentation, SIOP/production planning improvements, and cross-functional alignment with Sales/CCO.”

Roger Woody

Screened

Executive Operations & Transformation Leader in Federal and Defense organizations

36y exp

“Operations and Chief of Staff leader with experience at NRO, DHS/TSA, and NOAA, translating complex, regulated enterprise environments into startup-like scalable operating systems. Implemented Salesforce/PeopleSoft/Cognos-driven process optimization, governance, and keystroke-level SOPs, delivering measurable improvements (20% performance gains; 15% error reduction) while driving adoption through hands-on change management and executive alignment.”