Applied AI research
Designing evaluation systems, guardrails, and operating playbooks that make intelligent tooling reliable in production.
- Agent safety scaffolds
- Evaluation pipelines
- Reasoning-first architectures
My name is Mark Chen. I help teams design AI systems that are reliable, responsible, and ready for real-world impact.
How I help
Each engagement blends research depth with product execution. These are the spaces where I lean in the most.
Designing evaluation systems, guardrails, and operating playbooks that make intelligent tooling reliable in production.
Co-founding Mindify AI to deliver AI-native workflows that compound growth for SaaS teams scaling globally.
Teaching builders through cohort-based courses and private workshops focused on practical AI shipping.
Supporting founders and executives on where to apply AI, how to launch responsibly, and how to hire the right teams.
Current work
A snapshot of the ventures, research threads, and community initiatives that define my current cycle.
Co-founder building decision co-pilots that give growth teams superpowers.
View product work →Researching alignment and verification for deployed agent systems.
See research agenda →Weekly newsletter with 3 ideas, 2 resources, and 1 question on building with AI.
Get the brief →Navigate the ecosystem
Explore the programs, writing, and services that support the builders around me.
Whether you need a research partner, a product co-founder, or a trusted advisor, I work with teams who care about craft, measurable outcomes, and responsible deployments.