Possible applications on Car industry of the language model

A collection of possible applications of language models, including car design for now.

After deployed the language model, most of the colleagues would ask primitives questions such as "do you know Shanghai?" Apart from what the model can do in the last blog. In this blog, we explore more and illustrate some future directions that this language model could go to.

Please keep in mind that the performances of the below scenarios are still not quite, eh, professional. The numbers it gives us will not be accurate. The decision they made is kinda blur as well. That is because the model haven't been trained with vehicle related dataset specifically. We have big confidence on a great improvement once it has been trained with such dataset. (see this blog for evidence).

Fault diagnosis for customers

Imagine that I have a VW car, and I faced a fault code 043, I don't know what does that mean:

avatar 7B	chat history
	I have a Volkswagen car, I start the engine, and it gives me 043 fault code. What does that mean?
	The 043 fault code indicates that the engine is not running properly due to a problem with the fuel injection system. This could be caused by a faulty fuel injector, a clogged fuel filter, or a problem with the fuel pump. It is recommended to have the vehicle checked by a certified mechanic to diagnose and repair the issue.
	What should I check after this code?
	After the 043 fault code, you should check the fuel filter and fuel pump to ensure they are working properly. You should also check the fuel injectors to ensure they are not clogged or damaged. If the issue persists, you should take your vehicle to a certified mechanic for further diagnosis and repair.

I searched for the Internet on VW 043 fault code.

VW Code 043

043 Description And Summary :

Staring in engine linear oxygen sensor exhaust bank 3 / pump current, short to b+ to change the oil filter and use the recommended engine oil to avoid any problems in the future so data bus powertrain, missing message from control module level control and wait then exhaust gas temperature sensor bank 1 sensor 2, circuit will delay your vw fault.

043 Possible Causes:

043 vw fault code may be caused by one or more of the following:

Injection lump Fuel Metering Control 'B' High (Cam/Rotor/Injector)

Throttle/Pedal Position Sensor/Switch A Circuit Intermittent

Cold Start Injector 1 Malfunction

Manifold Absolute Pressure/Barometric Pressure Circuit High Input

Fuel Composition Sensor Circuit Malfunction

What To Check After Fixing 043 Code

Inspect all the connections engine temperature too low

Check the engine oil to ensure it's clean and the viscosity

Restart the vehicle and retest to see if the error returns

First I am impressed that even if it is a really minority task, the AI model's answer somehow matches the true answer, which also mentioned the engine and the fuel system.

Besides, to be honest, after read the Description And Summary section above, I still don't know does it talk about. So I return to our models with its description and asked what does that mean.

avatar 13B	chat history
	043 Description And Summary : Staring in engine linear oxygen sensor exhaust bank 3 / pump current, short to b+ to change the oil filter and use the recommended engine oil to avoid any problems in the future so data bus powertrain, missing message from control module level control and wait then exhaust gas temperature sensor bank 1 sensor 2, circuit will delay your vw fault. What does it mean？
	It means that there is a problem with the engine's oxygen sensor, which is causing the engine to run inefficiently. The problem is likely caused by a short in the engine's electrical system, which is causing the oil filter to malfunction. The data bus powertrain is missing a message from the control module level control, which is causing the engine to run inefficiently. The exhaust gas temperature sensor bank 1 sensor 2 is malfunctioning, which is causing the engine to run inefficiently. The circuit will delay the VW fault, which is a warning message that the engine is experiencing a problem.
i	The text describes a car's engine and its components. It mentions a linear oxygen sensor exhaust bank 3, which is a sensor that measures the amount of oxygen in the exhaust. It also mentions a pump current, which is the amount of current that flows through the pump. The text then says that the oil filter needs to be changed and the recommended engine oil needs to be used. It also mentions the data bus powertrain, which is a system that transmits data between different components of the car. The text then says that there is a missing message from the control module level control, which is a component that controls the car's engine. It also says that the circuit will delay your VW fault. Therefore, the answer is a car's engine and its components.
	The text is a description of a fault in a car's engine. It mentions the linear oxygen sensor, exhaust bank 3, pump current, oil filter, engine oil, data bus powertrain, control module level control, exhaust gas temperature sensor bank 1 sensor 2, and circuit delay. It is unclear what the exact problem is or what needs to be done to fix it.

Better, all the models give me a plausible answer. Then what if I don't know English at all?

avatar 13B	chat history
	043 Description And Summary : Staring in engine linear oxygen sensor exhaust bank 3 / pump current, short to b+ to change the oil filter and use the recommended engine oil to avoid any problems in the future so data bus powertrain, missing message from control module level control and wait then exhaust gas temperature sensor bank 1 sensor 2, circuit will delay your vw fault. 上面这段话是什么意思？
	这段话是一个电子车辆故障信息，它指出了一些问题在某些部件和系统之间，如某些气氛传感器和气气传感器的故障，以及某些电路的故障。
	这段话是一个技术性的描述，它描述了一个汽车的探测器感应器的故障，并提供了一些修复措施。它描述了汽车的探测器感应器在底部的探测器感应器（Linear Oxygen Sensor）发现了一个短路，并指出了在探测器感应器的底部探测器感应器（Exhaust Bank 3）中，短路的位置是底部探测器感应器（Exhaust Bank 3）的探测器感应器（Pump Current）。此外，它还提供了修复措施，如使用推荐的汽车油液以避免未来的问题，并使用探测器感应器（Exhaust Gas Temperature Sensor Bank 1 Sensor 2）来检测探测器感应器（Exhaust Gas Temperature Sensor Bank 1）的探测器感应器（Sensor 2）的电路。最后，它提到了汽车的控制模块
	这段话是一个描述和概述的文本，它包含了一些关于汽车的信息，例如： - 汽车引擎的线性氧气传感器在排气栏3/泵流量上的故障 - 需要更换汽车的滤泵油，并使用推荐的油来避免未来的问题 - 数据总线车辆，燃油系统控制模块级别控制信息缺失 - 排气栏1的气体温度传感器2的电路将会延迟您的vw故障。

Note that the 7B and 13B does not quite finish their job. But the 30B does. So, better use 30B when it comes to bilingual Q&A tasks.

Car designing

In the following conversation, 30B alpaca model, together with AI drawing models help me design a new Volkswagen car within 10 mins.

avatar 30B	chat history
	What are the key parts of a car needed to consider when designing a car's appearance?
	When designing a car's appearance, the key parts to consider include the body, wheels, headlights, taillights, grille, and bumper. The body should be aerodynamic and sleek, while the wheels should be stylish and functional. The headlights and taillights should be bright and visible, while the grille and bumper should be sturdy and protective.
	We are now going to design an electric car for Volkswagen. It needs to have a high range of up to 500km, excellent off-road performance, and fast and good stability. The aerodynamic performance should be excellent to reduce the drag coefficient and extend the range. The target group of the car is young people of 25 years old who have good purchasing power. Describe in detail the parts mentioned above. And calculate the cost of each part and the cost of the whole car.
	The electric car for Volkswagen should have a high range of up to 500km. This can be achieved by using a high capacity battery pack. The battery pack should be able to store enough energy to power the car for a long distance. The battery pack should also be lightweight to reduce the weight of the car and improve its range. The cost of the battery pack is estimated to be around ﹩10,000. The car should also have excellent off-road performance. This can be achieved by using a four-wheel drive system. The four-wheel drive system should be able to provide traction on all four wheels, allowing the car to navigate through rough terrain. The cost of the four-wheel drive system is estimated to be around ﹩5,000. The car should also have fast and good stability. This can be achieved by using a powerful electric motor. The electric motor should be able to provide enough power to accelerate the car quickly and maintain its stability at high speeds. The cost of the electric motor is estimated to be around ﹩15,000. The car should also have excellent aerodynamic performance to reduce the drag coefficient and extend the range. This can be achieved by using a streamlined body design. The body design should be aerodynamic to reduce drag and improve the car's range. The cost of the body design is estimated to be around ﹩5,000. The target group of the car is young people of 25 years old who have good purchasing power. This means that the car should be stylish and have a luxurious interior. The interior should be comfortable and have all the necessary features to make the driving experience enjoyable. The
	go on
	The cost of the car is estimated to be around ﹩45,000. This includes the cost of the battery pack (﹩10,000), four-wheel drive system (﹩5,000), electric motor ($15,000), body design (﹩5,000), and interior (﹩10,000).
	Find the OEMs that can help us with the production of the corresponding components.
	Battery Pack: LG Chem, Panasonic, Samsung SDI, Tesla, BYD Four-Wheel Drive System: BorgWarner, Dana, JTEKT, Magna, ZF Electric Motor: Aisin Seiki, Bosch, Continental, Denso, Mitsubishi Electric Body Design: Magna, Pininfarina, Porsche Engineering, Rinspeed, Toyota Interior: Audi, BMW, Daimler, Ford, GM
	How much do you think this car should be priced appropriately?
	The cost of the car is estimated to be around ﹩45,000. This includes the cost of the battery pack (﹩10,000), four-wheel drive system (﹩5,000), electric motor ($15,000), body design (﹩5,000), and interior (﹩10,000). The price of the car should be around ﹩60,000 to ﹩70,000 to cover the cost of production and make a profit. This price range is reasonable for a luxury electric car with high range, excellent off-road performance, fast and good stability, and excellent aerodynamic performance.
	Please list some competitors in this range and their difference from this newly designed car.
	Some competitors in this range are: 1. Tesla Model S: The Tesla Model S is a luxury electric car with a range of up to 500km. It has excellent off-road performance and fast and good stability. The aerodynamic performance is also excellent to reduce the drag coefficient and extend the range. The cost of the Tesla Model S is around ﹩70,000. 2. Jaguar I-Pace: The Jaguar I-Pace is a luxury electric car with a range of up to 480km. It has excellent off-road performance and fast and good stability. The aerodynamic performance is also excellent to reduce the drag coefficient and extend the range. The cost of the Jaguar I-Pace is around ﹩70,000. 3. Audi e-tron: The Audi e-tron is a luxury electric car with a range of up to 400km. It has excellent off-road performance and fast and good stability. The aerodynamic performance is also excellent to reduce the drag coefficient and extend the range. The cost of the Audi e-tron is around ﹩70,000. 4. Mercedes-Benz EQC: The Mercedes-Benz EQC is a luxury electric car with a range of up to 450km. It has excellent off-road performance and fast and good stability. The aerodynamic performance is also excellent to reduce the drag coefficient and extend the range. The cost of the Mercedes-Benz EQC is around ﹩70,000. The newly designed car has a high range of up to 500km, excellent off-road performance, fast and good stability, and excellent aerodynamic performance. It also has a luxurious interior and a stylish body design. The competitors mentioned above have similar features, but the newly designed car has a higher range and a more luxurious interior.
	Following Volkswagen's tradition of naming, design a code name for this car
	We can name the car "Volkswagen Eco-X". The "Eco" part of the name represents the car's high range and excellent aerodynamic performance, while the "X" part of the name represents the car's fast and good stability and excellent off-road performance.
	Now I need you to describe the appearance of the Volkswagen Eco-X. Describe in as much as possible its material, body line, Front fascia, Wheels and tires, Rear end and all other features. Your answer should be a combination of futuristic and retro and minimalist, separating each keyword with a comma.
	The Volkswagen Eco-X has a futuristic and retro appearance with a minimalist design. The body line is sleek and streamlined to reduce drag and improve the car's range. The front fascia has a futuristic design with LED headlights and a large grille. The wheels and tires are large and have a futuristic design to improve the car's off-road performance. The rear end has a retro design with LED taillights and a large spoiler. The car also has a panoramic sunroof, a large touchscreen infotainment system, and a digital instrument cluster.

Note that the model not only gives me some information, it also gives me a rough description of the newly designed car. I input this description to diffusion models such as Della2 and Stable diffusion, well developed AI drawing models, they gives me these following concept pictures.