#2. Data wrangling is still the thingEven with extended context windows and increased quota’s on input tokens, we still do a ton of data wrangling. As mentioned above, Playwright trace files easily go over 100Mb, a network PCAP file parsed to text can also be very large. These are all data sources want the LLM to take into account.
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它要求创始人深刻理解这些“活人质感”背后高昂的商业代价，并且真正愿意为了这份真实去支付成本，去忍受短期的低效，去坚持长期的复利。 因为只有那些伴随着阵痛、摩擦与真金白银代价的坚持，才能凿穿数字世界的虚无，真正在消费者脑海中，建立起一道难以割舍的心智防线。
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This is a much more specific claim than “middle layers do reasoning.” It’s saying the reasoning cortex is organised into functional circuits: coherent multi-layer units that perform complete cognitive operations. Each circuit is an indivisible processing unit, and the $(i, j)$ sweeps seen in the heatmap is essentially discovering the boundaries of these circuits.
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