Wetime

For us it speeds our internal Chatbot.

For us it speed up our technology internal Chatbot

https://github.com/corbenicai/galahad/ free for 1 gpu to use

https://huggingface.co/papers/2607.23806 this is a cheaper solution

A cache remembers answers (only useful for the exact same question again). We remember the proven method and redo the work on every new question, so it solves ones it's never seen, which a cache simply can't.

We handeld llm like a human brain we decopelled knowledge from the memory and build a memory layer that makes redoing things free and fast, so the llm can once it learned something solves it for free the next time

We handeld llm like a human brain we decoupled knowledge from the memory and build a memory layer that makes redoing things free and fast, so the llm can once it learned something solves it for free the next time

This paper show a new tool called Galahad.Normally, AI has to think and guess the answer every time, which costs time and money.

The knowledge of the model grows next to it not the model itself and no it is not the same as cache

No fine-tuning needed

It gives the exact same right answer every time, costs zero extra tokens, and saves lots of energy

Byte-exact KV grafting stores verified reasoning on disk. Replaying it lets a frozen 12B LLM beat 31B models at 8,700x less energy.

https://arxiv.org/abs/2607.14431, s

Yes, thank you, it is technical so we get push back but we try to build something that all can benefit from

Thanks, we work hard

Hi HN,

We’re building Wetime AI, a travel-specific AI architecture designed to offer personalized recommendations at scale—without the pricing and opacity of generic LLM APIs.

The cost of using commercial LLMs (like OpenAI’s) for real-world applications—especially in verticals like travel—is a major barrier. Most APIs are priced per token, which becomes extremely expensive and hard to predict at scale.

So, we ran a comparative analysis of three approaches:

OpenAI API (gpt-4o-mini)

Self-hosted open-source (LLaMA 3.1 1B on AWS)

Our own specialized travel AI (Wetime)

Result: At 1 million requests/month:

OpenAI: ~$2,830

Wetime: ~$230–$410 → That’s a 10x–100x cost efficiency gain depending on complexity.

We’ve just received a grant from the Camino Network Foundation (a blockchain built for travel) to accelerate this infrastructure—making our architecture not just efficient, but also transparent and verifiable through on-chain data provenance.

We're going live with our Camino validator node this Friday and launching a Chrome extension for itinerary generation next. Curious to hear your thoughts—especially if you're building in vertical AI, travel tech, or decentralized data infra. AMA.

—Sietse CEO, Wetime AI

We’re launching Wetime AI on Product Hunt and could really use your support!

Would you be willing to follow our page and upvote it when it goes live? It would mean a lot to us! Here’s the link: https://www.producthunt.com/products/wetime-ai

In return, I’m happy to do the same for your launch or project. Let me know if you’re interested!

Thanks so much for your support!

Burn out is nasty. I had several friends and family that have it. Step 1 is acceptance. 2. Be aware 3. It never goes away and dare to ask help. So if I cantaloupe you with anything just ask I be here for you

Burn out is something bad. But it learns so much to you. I have several friends and family who had it and the first lesson to learn is to accept it. Than you can start healing. Be aware. And 1 step at a time. Also it never really goes away . If I can do anything for you just ask