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- From Information to Article Once the information agent has pulled content in, the hard part isn't piling up links. It's turning them into candidates that the content agent can actually judge, sort, and write from. What's missing between Shen Zhixing and Suwan isn't more sources — it's a content chain that can be handed off.
- An Information Agent Is Not a Fetcher A retrospective on building Shen Zhixing: why 40 sources running doesn't mean done, why 257 fetchable sources still isn't Day 1, and how I stopped letting GPT's false sense of completion pull me off course.