Every agent framework organizes around tasks. The agencies that actually work organize around competencies. The AI community is about to rediscover this the hard way.
Every organization has this problem: knowledge locked inside one person’s head. Today I accidentally designed a solution — and it has nothing to do with documentation.
Most knowledge workers spend 45 to 90 minutes each morning manually triaging the internet. The time already exists in your day. You’re just spending it on filtering instead of reading.
A junior developer used to wait days for mentor feedback. Now that loop closes in seconds. When feedback is scarce, you batch your questions. When feedback is abundant, learning becomes continuous. AI changes the supply side of learning—most of our systems weren’t designed for this.