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A closed launch drew 36 million views and six functional clones inside 48 hours. The architecture was never the moat, and the people who run agents should read the copy wave as a supply-chain warning, not a bargain bin.
Andrew Ng's relaunch of DeepLearning.ai around 'AI Engineering' is not another course drop. It's a data-backed signal that the industry's center of gravity has moved from chatbots to agents, and that the people who build them are now a distinct labor class.
A consumer coding agent, an open-source harness, and a frontier model's reasoning shipped as a dataset all landed in one week. The consensus says agents are converging. The evidence says they're fragmenting.
OpenClaw’s clawhub 0.16.0 release reveals why agent security is moving from model-centric to harness-centric, redefining where value accrues in the AI agent ecosystem.
