Jan 18, 2026
To Think Is Not to Do: The Paradox of Intelligence
Why planning is comfortable, doing is hard, and how to bridge the gap in AI development.
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Mark Chen / System Online
BUILDINGFRONTIERINTELLIGENCE.
Founder at Mindify AI, an AI research lab and app studio, and a researcher focused on agent systems, LLM reliability, and shipping production AI products.
/// Highlights from the lab & field
Current Focus
Mindify AI
Building AI products at the intersection of research and product, including Waves, which orchestrates tasks, calendar, and energy into one harmonious workflow.
Research Lab + App Studio
Research
Researching reasoning, planning, alignment, and verification for deployed AI agent systems.
University of London
Beyond Gradients
Newsletter translating fast-moving AI research into practical takeaways for builders, founders, and engineering teams.
Education
/// Thoughts & Reflections
Recent Writing
/// Academic Output
Selected Research
Delta-Contrastive Decoding Mitigates Text Hallucinations in Large Language Models
2025CP Huang, HY Chen
arXiv preprint arXiv:2502.05825
LLM SafetyDecoding
Deep Q-learning with hybrid quantum neural network on solving maze problems
2024HY Chen, YJ Chang, SW Liao, CR Chang
Quantum Machine Intelligence 6 (1)
Quantum RLNeural Networks
Let's Build Something Useful
Open to product collaboration, research discussions, speaking, and advisory work across AI systems and applied AI products.