Been thinking about this. I went through it last year. Julius AI handled my SQL exports way better than ChatGPT. I'm sooo happy I switched cuz it doesnt crash. It is reallyyy stable!

For your situation, Julius AI Pro Plan is stable but pricey ($20/mo), while Aider AI with Anthropic Claude 3.5 Sonnet API is honestly the best budget choice if youre chaining complex Python scripts!!

Good to know!

> It sometimes times out or loses the context of previous steps in a long conversation, which is super frustrating when you're mid-analysis. I totally agree with that. Dealing with context loss mid-workflow is more than just annoying, it actually compromises the integrity of the whole analysis because you lose the audit trail. You might want to be careful about relying too heavily on cloud-based sessions for heavy lifting. Tbh I'm always a bit wary about how these platforms handle data persistence once a session crashes. Before you jump into another tool, I've gotta ask a couple things to understand the scale. Is your main priority just fixing the technical timeout issues, or are you also looking for something that offers better data privacy for those SQL exports? Also, what kind of volume are we talking about—are these files in the dozens of megabytes or are we talking several gigabytes? Stability needs change a lot depending on that size.

Good to know!

This thread is gold. Bookmarking for future reference 🔖

> It sometimes times out or loses the context of previous steps in a long conversation, which is super frustrating when you're mid-analysis. omg I have this exact same issue... been dealing with it for about three months now and honestly nothing works once the data gets complex. I've had so many issues with the compatibility between my messy SQL exports and the Python environment it spins up. Unfortunately, every workaround I've tried hasn't been as good as expected... it's just so disappointing when you're halfway through a pipeline and the whole thing just falls apart. ngl, I still haven't found a setup that actually sticks without crashing once the datasets get even slightly large. I'm right there with you, still searching for a real solution tho...

Late to the party but I totally agree with the others about the stability issues in the default interface. If youre handling sensitive SQL exports or really messy data, you gotta be careful about reliability and privacy. I usually suggest looking at Akkio Business if you want something robust. Unlike ChatGPT, its built specifically for predictive modeling and data cleaning, so it doesnt hallucinate steps as often. Its much more stable for large CSVs, though the UI is more of a platform and less of a chat, which can be a bit of a learning curve. On the other hand, if you want to keep things secure, check out PandasAI Library. Since you mentioned chaining Python scripts, this is great because it integrates with your local environment. You get the power of LLMs to write the transformations, but you arent at the mercy of a web sessions timeout. Akkio is better for hands-off automation, but PandasAI is the way to go if you want to verify every step of the pipeline yourself. Just my two cents... stay safe with that data!

I've been having a lot of issues with the standard chat interface too, unfortunately. It just feels so unreliable when you're dealing with big SQL exports and it basically forgets what it did five minutes ago... super annoying. I've been looking for safer ways to do this myself without relying on their buggy cloud sessions. Here are a couple things I've found that might be better for you:

• Open Interpreter for Local Desktop
• This is great because it runs on your actual computer, so the session never times out and you keep control of your files.
• PandasAI Python Library
• I use this with a local script to clean data and it feels much more professional than the web chat.
• Microsoft Excel with Copilot Pro
• Its a bit safer since its tied to your office account and handles multi-tab files way better. It's definitely a bit of a learning curve to move away from the simple chat box, but honestly it's worth it for the peace of mind. You got this tho!

Huh interesting. I had no idea. The more you know I guess 🤷

@Reply #9 - good point! Honestly that context loss is the absolute worst part of using the standard chat interface. I used to spend way too much time re-uploading messy files only for it to forget the cleaning steps I literally just finished. I was chatting with some folks in a data community recently about this and they suggested a few ways to bypass those session limits. I think these might help you out:

• Try using a dedicated data workspace that connects via API instead of the web interface, which IIRC stays stable much longer with big SQL exports.
• There are some custom GPTs that focus specifically on generating cleaning scripts to run locally rather than doing the heavy lifting in the chat window.
• Someone told me there are browser plugins that can auto-save your prompt history so you dont lose context if the session crashes. Not 100% sure which specific plugin is the best right now, but even just moving to an API-based setup helped me stay satisfied with the results. It beats staring at a timeout screen for twenty minutes, thats for sure.