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I’m experimenting with a multi-stage voice pipeline something that takes raw audio input and processes it through multiple NLP layers (like emotion, tone, and intent). The idea is to understand not just *what* is being said, but deeper nuances behind it.

I’m being intentionally vague for now, but would love to hear from folks who’ve worked on:

* Audio-first NLP workflows
* Transformer models beyond standard text applications
* Challenges with emotional/contextual understanding from speech

Not a research paper request — just curious to connect with anyone who’s walked this path before.

DMs are open if that’s easier.

Imagine this:Customer A pays full price.Customer B gets a 15% discount.Both convert.

[Delta Airlines](https://fortune.com/2025/07/16/delta-moves-toward-eliminating-set-prices-in-favor-of-ai-that-determines-how-much-you-personally-will-pay-for-a-ticket/?utm_source=emailoctopus&utm_medium=email&utm_campaign=%23235%20-%20ChatGPT%27s%20Squeeze%2C%20Agentic%20AI%20Wars%2C%20%26%20Gmail%20Shopping) is already doing it. The company is experimenting with AI technology that calculates what each customer is willing to pay based on demand, booking patterns, and individual behavior – and charges accordingly. 

Only 3% of their fares are priced this way now, but they plan to grow that to 20%.

If it works for airlines, how long before ecom brands follow?

The Source of the Bitcoin Rally is not Retail

“While retail investors are selling, institutional and large investors continue to accumulate.”

I moved from chatgpt to Claude a few weeks ago and once thing I’ve noticed is that I run the chat limit way faster (pro). I feel like I’m just demolishing chats as I can hit the context limit on roughly one chat a day on pro while ChatGPT would take me probably close to a week if I’m really pushing in that specific chat. Though it does forget stuff at times it’s easier to nudge a reminder or paste in the specific context/doc again vs load up all the context again especially if you really loved how it was writing.

It’s fine for me because I’ve reached a point where jumping chats is fine since I mainly work with projects now.

But If I had started my business with Claude then I don’t think I would’ve been as far along as I am as the ai really does change its tone the longer you talk to it.

Another inconvenience is that when working with longer docs Claude gets confused and doesn’t change stuff etc. which also forces a new chat.

So for me ChatGPT is better for longer docs and more stable while Claude gives high quality bursts if you’re willing to work with running out of context and some editing errors with artifacts.

Just curious about how you all are handling the limits etc. or if this is all just me lol

[Source](https://www.greaterwrong.com/posts/2pkNCvBtK6G6FKoNn/so-you-think-you-ve-awoken-chatgpt#comment-mMFcuSXevsMEvAoRT)

I just launched a new B2B website (pharma niche), and I’m starting SEO from scratch. No backlinks or traffic yet.

Right now, I’m:

* Writing content for long-tail keywords
* Keeping posts clear and helpful
* Skipping backlinks for now — just focusing on content

What helped you most in the first 1–2 months of starting SEO?
Would love to learn from your early experiences.