Agent Apprenticeship Quick Review: AI That Learns on the Job
Ever watched your AI agent nail a complex task, then completely forget how it did it the next time you asked? Yeah, me too. And that’s the dirty secret of today’s agent frameworks — every run starts from zero. No memory. No improvement. No compounding. So when I heard about Agent Apprenticeship (940★ in 7 days on GitHub), I had to try it. It’s the first open-source infrastructure that treats every task execution as a learning opportunity. Not a training dataset you curate. Not a fine-tuning pipeline you maintain. Just real work → real experience → shared learning signals that make every agent in the ecosystem smarter. ...