Reading Matt Shumer's 12,000-word article "A Great Transformation Is Unfolding" left me with a very strong impression.


Many people are still debating whether AI can write poetry, but Matt reveals a more brutal critical point: February 5, 2026.
On that day, OpenAI and Anthropic will release new models on the same day. The most important thing is not performance improvements, but that AI has begun to deeply participate in its own development (recursive evolution).
Building AI requires code, and AI is now best at coding—this positive feedback loop has already closed.
As AI evolution accelerates from “yearly” to “monthly” or even “weekly,” where is the cognitive leverage for ordinary people?
That’s also why I’ve been working hard on x-reader, this “platform-wide content hub.”
In the face of the upcoming “AI-generated garbage content sea,” we need a stronger digital immune system.
- Dispatch Center (Dispatcher): No longer rely on a single crawler. Tasks are automatically assigned to specialized scrapers based on URL recognition logic.
- Multi-pipeline integration: links are simulated with Puppeteer, chat logs are captured with AppleScript UI, podcasts/videos go through Whisper transcription pipeline.
- Output standardization: a 12,000-word long article is processed, resulting in a clean, structured deep insight report.
Just now, I tested crawling this long article, and it was completed in seconds.
In this era, the advantage isn’t who has the most readership, but who has a higher “information intake/transformation ratio.”
A little reflection for builders: don’t just treat AI as a search engine; see it as your “orchestration object.” If a task requires repeated operations, turn it into an agent-driven pipeline.
On the eve of this “intelligent explosion,” waking up early, learning quickly, and conducting deep experiments are the only certainties we can hold onto.
That’s all.
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