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Technical Product Manager | Solutions Architect
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Assessing your cultural and operational fit
Asurion
Frontend Developer
June 29, 2026 – Present
llm-inference-planner
May 23, 2026 – Present
Physics-based LLM capacity planner - size a deployment before provisioning hardware. Roofline model → replica count, cost envelope, and confidence band. Benchmark harness validates estimates against real endpoints and compares configs on latency, cost, and quality.
View Projectmultimodal-agentic-rag
May 5, 2026 – Present
Multimodal agentic RAG with runtime Claude↔Gemini switching, OpenAI text embeddings + caption-then-embed for images, persistent Chroma, streaming SSE answers with prompt caching, and a 3D PCA embedding-space visualizer.
View Projectagent-eval-kit
April 19, 2026 – Present
Behavioral evaluation for agentic AI systems. Test whether your agents honor their spec — role, scope, escalation, handoff. Claude-as-judge, markdown in, PR-gated CI.
View Projectllm-wiki-blueprint
April 14, 2026 – Present
A self-maintaining knowledge base for technical leaders — Solution Architects, Tech Product Managers, and Tech Program Managers — built on Karpathy's LLM Wiki pattern.
View Projectinner-circle-ai
April 6, 2026 – Present
Five AI agents. One team. You're the CEO. A file-based multi-agent framework with approval governance — pure markdown, any AI tool.
View Projectrag-system-design-guide
April 5, 2026 – Present
A practitioner-focused guide to designing, building, and operating production RAG systems — from foundations to enterprise architecture.
View Projectai-terms-and-myths
April 2, 2026 – Present
A practitioner's reference for AI/ML terminology and the misconceptions that won't die. 80+ precise glossary definitions and 20+ myth-busting entries — no jargon inflation, no hand-waving.
View Projectclaude-certified-architect-guide
March 31, 2026 – Present
Study guide for the Claude Certified Architect exam — 10 domain pages, interactive quiz, traps & gotchas, and cheat sheet. Built with MkDocs Material.
View Projectcrushit
March 23, 2026 – Present
CrushIt is a family task and rewards app built with Expo and Supabase, where kids earn points for real tasks and redeem parent-approved rewards.
View ProjectCultural Fit Analysis
The candidate's project portfolio is heavily skewed towards AI/ML and RAG systems, with several projects focused on study guides and knowledge bases. While this demonstrates intellectual curiosity and a strong learning ethic, the direct relevance to a 'Frontend Developer' role is limited. The projects 'gpu-calc-v2' and 'crushit' show frontend development skills, but the overall diversity of projects for a pure frontend role is moderate. The candidate's current role as 'Frontend Developer' at Asurion (starting in 2026) is noted, but without further details or past experience, it's hard to fully assess alignment. The focus on personal projects suggests an individual contributor mindset, which may or may not align with team-oriented cultural values depending on the organization.
Soft Skills & Operational Fit
The candidate's project descriptions indicate a strong drive for personal development and a focus on practical problem-solving. The nature of personal projects suggests self-motivation and an ability to work independently. However, without specific psychometric test results or interview data, it's difficult to assess stress handling, team collaboration, or other operational fit aspects.