Product · AI · Financial services
Ashay Kubal
Engineer for the first ten years, product builder for the last ten. I'm AI-native, and I build things. I ship products in regulated environments where the guardrails are real and the mistakes are expensive. I love hunting for patterns the way I read football (soccer) and RPGs, and I build like LEGO: reusable blocks that snap into something bigger. What I chase is the moment a feature clicks for the person using it. Off the clock, it's anime, gaming, football, and one very opinionated cat. Always up for a chat about AI, product, or a good action RPG.
journey
May 2026 — Present
Advisor · Product Strategy & Applied AI
Human Presence · New York
skills
Product Strategy 0-to-1 PM Product Sense Stakeholder Mgmt User Research Roadmap Prioritization Agentic RAG Multi-agent Architecture
Context Engineering Sub-agent Patterns Agent Skill Design LLM-as-judge Evals HITL Evals Prompt Engineering NLP Offline & Online Evals
LLM Guardrails & Safety Ethical AI Claude Code Claude Agent SDK Figma Make MCP Plugins & Skills Claude Cowork
Enterprise MCP Governance Federated Search Semantic Search Relevancy Ranking Real-time Indexing Data Pipelines CRM & CMS AWS
OpenSearch MongoDB Kafka Microservices Salesforce

