Observations
Long-form notes on AI workflows, model behavior, and product-level implications.
Structured Thinking for AI Prompting: The Shift from Reactive Collaboration to High-Quality Output
Starting with vague AI prompts weakens cognitive clarity. Structured thinking before collaboration leads to higher-quality professional output and long-term capability growth.
The Authorship Collapse: When AI Made Creative Ownership Impossible to Trace
AI collaboration blurs authorship until credit, value, and ownership systems stop working. When human intent and machine execution merge, singular authorship becomes impossible to trace.