Vetted Education Professionals

“Psychology- and care-management-trained candidate pivoting into hockey player representation/advising, with hands-on experience supporting people through high-pressure transitions (relocation, schedule changes, performance stress). Builds trust-based relationships through consistent communication and creates educational content (website/LinkedIn) focused on athlete wellbeing and navigating Prep/AAA/NCAA/pro pathways.”

“Lifelong hockey player turned youth coach who remains deeply embedded in the hockey ecosystem (coaching, stick demos, and maintaining strong coach relationships). Has a practical, multi-step approach to scouting/recruiting youth and junior players—combining film, in-person evaluation, and family/coach relationship-building—while actively learning pathway insights from scouts and agents.”

“Real-time VFX artist working in Unity with experience shipping and optimizing effects for mobile (and some VR), including post-process speed-boost effects and a feature-rich hexagonal barrier shader. Demonstrates practical performance tuning via texture/particle budgeting and shader-instruction reduction without sacrificing visual quality.”

“Backend engineer who built and evolved a low-latency document search platform (C++/gRPC on Kubernetes with a vector database), emphasizing resilience under concurrent load through strict deadlines, retries, idempotency, and observability. Also experienced building secure, frontend-friendly FastAPI services (Pydantic + JWT) and executing safe incremental refactors using feature flags and parallel validation.”

“Built a production automated resume matching system using Python, FAISS vector search, and Selenium-based job scraping, including mitigation for IP blocking and heterogeneous site structures. Also develops LLM/RAG applications with LangChain, using Pydantic-guardrailed structured outputs and LLM-as-a-judge evaluation (including a project focused on tone/semantics for a 3D avatar’s emotional responses).”

“Frontend-focused builder with multiple end-to-end academic product builds (event manager, niche social media app, airline booking site, AI-based obituary generator). Experienced in React/Next.js with an emphasis on scalable component architecture, pragmatic state management/performance, and strong collaboration with design via Figma; has shipped complex user flows like real-time chat, booking/seat selection, auth, and media upload under tight timelines.”

“Built a production LLM-powered interview-prep app that ingests job postings and generates tailored preparation plans. Iterated from a single generalist LLM to a multi-LLM pipeline and used RAG to ground the final chat assistant on locally stored intermediate outputs; has also experimented with n8n vs Python-coded pipelines for orchestration.”