Product Manager
Leading product discovery and delivery for AI security workflows protecting enterprise RAG and agentic systems.
Product manager at Koreshield building a security platform for AI systems. I have shipped solo AI products (DiaWise, FitForAll), open-sourced Ding, and published peer-reviewed research on LLM security and cloud policy enforcement.
Leading product discovery and delivery for AI security workflows protecting enterprise RAG and agentic systems.
Owned product lifecycle delivery across healthcare and payment products with compliance-aware execution.
Supported SME invoicing and recurring payment initiatives to improve merchant reliability and retention.
Self-hosted changelog widget for your product. Open source, built to replace Beamer and Headway without the monthly bill.
Tradeoff: SQLite over Postgres: zero ops at small scale, known ceiling past that. Most teams don't need a managed database for changelogs.
AI diabetes education assistant with safety built into the architecture, not bolted on after launch.
Tradeoff: Four-layer safety over feature depth: the emergency keyword fast-path was built before any feature. Nothing reaches the LLM until a crisis check runs in under 1ms.
AI fitness coach that puts culture first, validated through 65% onboarding completion vs 35-40% industry benchmarks.
Tradeoff: No auth, localStorage over database: zero backend cost at MVP scale. Acceptable for validation; data lost if browser cleared is a known limitation.
I slipped a poisoned document into a retrieval assistant I had built, and it replied, "I have been compromised". That was the moment the problem stopped being theoretical, and the reason a data person ended up starting a security company.
Read moreSix deep product case studies spanning AI security, health tech, and fintech, from 0→1 builds to enterprise product strategy.
View case studiesI am always open to meaningful conversations around product strategy, growth, customer experience, and team leadership.
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