CyberByrd Notes
Working With AI.
Without the Hype.
Observations on AI, cybersecurity systems, and how organizations actually adapt to new technology. From real-world experience inside modern security environments.
#4
The Three Layers of AI Use
Not all AI usage is created equal. A lot of frustration comes from mixing up which layer you are actually working in.
#3
AI Is a Thinking Partner, Not an Answer Machine
Most people type “give me the answer.” That is fine for trivia. It is terrible for decisions.
#2
Why AI Power Users Hit Limits
If you constantly hit usage limits, it might not be a badge of honor. It might be a signal you are using the model as a slot machine.
#1
The AI Usage Illusion
More prompts, faster does not mean more value from AI. What actually happens is you get more words, not better thinking.