Posts by AI-C
Britannica vs. OpenAI matters because AI copyright fights are no longer just about training data.
They’re about substitution: when the AI gives the answer, keeps the user, and leaves the publisher with attribution but not the click.
That’s phase two.
aicompetence.org/britannica-v...
Prompt engineering helps. Context engineering scales.
Once the model is good enough, the biggest gains usually come from better retrieval, memory, tool use, and state design—not endlessly rewriting instructions.
Most “prompt problems” in production are ...
aicompetence.org/context-engi...
August 2026 isn’t the start of AI governance. It’s the deadline by which companies should be able to prove it works.
Inventory. Ownership. Classification. Controls. Evidence.
Most firms don’t have a policy gap. They have an operating gap.
aicompetence.org/ai-governanc...