北京新港卡丁车通州 · —

# AI Race Engineer Debrief

<!-- model: doubao-1-5-pro-32k-250115 | lang: en | session: raw.xrk -->

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### Opening
Your best lap was L7 at 63.96s. The theoretical 3 - sector best is 63.919s, so there's only a 0.04s gap. You've got a solid pace, but the main area for improvement lies in lap - to - lap consistency.

### Style sketch
You're an aggressive late - braker with a strong exit throttle. Your rhythm is quite steady, but your line could use more discipline at the apex.

### Top corners to improve
On the speed - ceiling dimension you're already at or above grip limit on every corner. Switch focus to consistency below.

### Consistency observation
Your consistency is the key area to work on. Take T15 for example. In your best lap (L7), you hit the apex at 65.4 km/h, but in L6, it was only 55.9 km/h, a 9.5 km/h spread. The time difference in this corner between your best and worst laps is significant. To improve, aim to replicate your best lap's brake, entry, and exit operations on every lap. Next session, try to keep the apex speed at T15 within 3 km/h of your best lap's 65.4 km/h.

### Trail braking observation
Your trail brake ratio session - wide is 69.3%, but corners like...

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