F1 drivers raise concerns over self-learning power units

Drivers and team principals at the Belgian Grand Prix discussed unpredictable behavior in current power units linked to self-learning algorithms. The issues affected qualifying performance at Spa-Francorchamps last weekend.

At Spa, McLaren team principal Andrea Stella described ongoing debrief discussions about unexpected differences in power deployment. He noted that the algorithms predict optimal strategies based on parameters but can react to small variations in driver input, grip, or wind.

Oscar Piastri said qualifying grids can be decided by computers behaving or misbehaving. He added that even out-lap actions influence later deployment, making the system tricky to manage.

Lando Norris and George Russell echoed the concerns, noting many factors remain outside driver control. Isack Hadjar provided an example from Q3 where stopping to give a tow confused the power unit, leading to inconsistent power delivery.

Stella indicated teams are still a few races away from full understanding, though simulation tools may help. Piastri said the characteristics are ingrained in the regulations and unlikely to be fully resolved by planned changes in 2028.

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Mercedes engineers reviewing data on George Russell's F1 car software issue at Spa-Francorchamps
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Mercedes identifies software calibration issue in Russell's F1 car

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George Russell and Mercedes have traced his recent Formula 1 performance issues to a power unit software calibration problem rather than his driving style. The team found the anomaly in data from the Belgian Grand Prix at Spa-Francorchamps. A fix has been implemented but requires validation at the Italian Grand Prix in Monza.

McLaren team principal Andrea Stella linked Oscar Piastri's two-tenths deficit to Lando Norris in Belgian Grand Prix qualifying to power unit algorithms rather than driving differences. Similar issues appeared between Mercedes teammates George Russell and Kimi Antonelli at Spa-Francorchamps.

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Formula 1 drivers are preparing for significant energy management difficulties at the upcoming Belgian Grand Prix at Spa-Francorchamps. The track's long straights and limited braking zones are expected to limit battery deployment, similar to the challenges faced at Silverstone.

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