Work Ethic Is Still the Moat
AI can remove friction, compress timelines, and let one capable person do the work of many. It does not replace the willingness to care, learn, and follow through. It makes that gap more visible.
ReadAI / Memory / Opportunities
Congrats on Your Agent Memory System. Here's Where It Falls Apart.
Across seven public agent memory systems, the same five architectural decisions keep showing up, along with the same five cracks. Those cracks are where the costly failures tend to live.
- April 22, 2026
Thoughts
Like an Onion, Agentic Memory Has Layers
Most people say “memory” like it’s one thing, then get frustrated when it doesn’t behave that way. In practice, you’re dealing with at least four layers: context window, session state, compiled context, and durable memory. Pull them apart, and the behavior stops feeling random.
ReadWe’re Using AI to Replace Learning, Not Transform It
I have spent plenty of time assuming AI would make young people softer, lazier, and less capable. That risk is still real. I also think it may be the first tool with a shot at adapting education to the actual student instead of forcing each one through the same delivery system.
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