第三节 提高政府治理数智化水平
OpenAI-powered assistant will help to ‘understand overall service patterns’, company says, as move sparks backlash
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Part of the value of push-based systems is that each node only needs to keep track of its own dependencies and dependents, which makes analysing each node locally easy, but analysing the system as a whole hard. In the extreme case, you might dynamically create and destroy nodes in the tree depending on previous values — this doesn’t make sense for our spreadsheet analogy, but is essentially what’s happening with RxJS’s switchMap operator. Essentially, the more dynamism we want in our system, the harder it is to achieve efficient updates, and the more we want efficient updates, the more we need to specify our dependency graphs up-front.
Opus 4.6 with 1M context window made our Devin Review agent significantly more effective. Large diffs didn't fit in a 200K context window so the agent had to chunk context, leading to more passes and loss of cross-file dependencies. With 1M context, we feed the full diff and get higher-quality reviews out of a simpler, more token-efficient harness.
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