Chain-of-thought is debugging for AI decisions. Make reasoning transparent, catch errors before they matter, and build trust with teams who need to understand why AI recommended what it did.
Liberal arts students often understand AI ethics and implications faster than technical students. Their conceptual thinking and cross-disciplinary training make them natural AI stewards for business.
Most ai practitioner training programs fail because they teach everything shallowly when you need depth. Real competence comes from spending 30 days mastering one business use case deeply enough to handle what breaks, not from collecting notes on ten different approaches.
Prompt injection is SQL injection all over again. After finding these vulnerabilities in production systems, here is what every team deploying AI needs to know about this hidden threat.