Can AI Think Beyond Its Training Data Limits?
Transformers predict tokens brilliantly but hit limits. Emerging architectures like Pathway’s BDH and Google’s MIRAS aim for modular, memory-rich systems that reason like living organisms, not parrots.
Transformers predict tokens brilliantly but hit limits. Emerging architectures like Pathway’s BDH and Google’s MIRAS aim for modular, memory-rich systems that reason like living organisms, not parrots.
When conflict heats up, ask “What need are they trying to meet?” and guess out loud. After 20+ years studying empathy, I’ve seen enemies become allies when you treat anger as data, not attack.
Breaking AI tasks into specialized agent teams—each handling research, drafting, or review—often beats dumping everything into one prompt. Cleaner output, faster results, lower cost.
Cognitive empathy with people who trigger you isn’t about excusing them—it’s resistance training for your nervous system, turning hard conversations into data and building regulation skills.
Social anxiety runs on judgment—yours, theirs, and your inner critic’s. PEP (Practical Empathy Practice) teaches three moves to stop the mental spiral and stay present.
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