I started to use superset 2 days ago. Which seems similar. It's pretty nice: https://superset.sh

Fyi: here are some things I would like to have for such a tool - notification when an agent is done - each tabs/space has its own terminal, browser, agent - each tab/space runs in a sandbox (eg docker) - each tab/space can run my dev server. But must not conflict with the other dev servers running - each tab/space has a mcp server for the built in browser

Nice to have: - remote access against my machine/tabs - being able to make screenshots

Or is that a man in the middle "attack". And users have to install a certificate?

The part that I don't see are the 'use server' .

   Location: Linz/Austria/EU 
   Remote: OK (Any timezone OK)
   Willing to relocate: NO 
   Technologies: AI (LLM, RAG, Agents, Voice, AI-SDK, Mastra), Typescript, React, Next.js, Supabase, Firebase, Postgres, GCP
   Résumé: https://brandstetter.io/Resume_Brandstetter_Jurgen.pdf
   Email: j@brandstetter.io
   LinkedIn: https://www.linkedin.com/in/j-brandstetter
   Salary: USD 150k / year

I'm very product/customer-focused and pragmatic. I like to move super fast (not only because of Cursor :D).

My dream environment is an early-stage, fully remote startup.

PS: I have a family, which means the main compensation via shares isn't an option for me.

One customer type that will absolutely love that are architecture studios. Basically all data they generate (drawing, plans, presentation) live either on SharePoint or NFS (or some other file system like ACC).

If you can provide for them a solution they can host on their private cloud (air-gapped) you have an enterprise-deal.

Why air-gapped - many documents they generate are secret (military or competition. Think next largest tower in the world) - copy right: for example the German norm body DIN does not allow you to use documents from them and add them into an LLM (I'm not talking training, I simply talk RAG) except!!! if you keep it in a private cloud like Azure.

Why do I know that: because I worked on that problem @howie.systems

Since the first multimodal llms came out, I'm using this approach when I deal with documents. It makes the code much simpler because everything is an image and it's surprisingly robust.

Works also for embeddings (cohere embed v4)

I was recently trying to tackle the same problem (@howie.systems). The hardest 2 problems we had to face were ACL and large files (and large volumes).

How did you solve the ACL part? I worked with a customer that had 200k pdf/images/dwg files on SharePoint and other 1M on samba. It took like a week to sync it all and keep tabs on the access rights of each employee.

How did you solve unpredictable large files: a pdf 2000pages, maybe some A0 in the mix. Or some 4GB power point presentations?

PS: great fan of gather. PPS: say hi to Clinton from me (amy.app) if he is still around. He was our mentor back in New Zealand at the flux accelerator (2016)

Question: you say you do semantics search. If I understand correctly that means you must somehow index all data (Gmail, GDrive, ...) otherwise the AI would have to "download/scan" thousands of files each time you ask a question. So how do you do the indexing?

For some background: I'm working on something similar. My clients are architects. They have about 300k files for just one building. With an added 50k issues and a couple of thousand emails. And don't forget all subcontractors.

Would Slashy be able to handle that?

- We’re building Howie.systems, an AI platform for the architecture/engineering/construction industry. Our focus: automating knowledge extraction and retrieval from large document sets (100k+ files, multi-tenant, multi-user, with Supabase/Postgres + pgvector under the hood). We’re fully funded by international investors and are expanding our team in Vienna.

Role: We’re looking for a Full-Stack Engineer with a love for strong typing and AI.

- Must: Next.js, Supabase, very TypeScript-safe mindset

- Super plus: experience with AI frameworks (Vercel AI SDK, Mastra, LangChain, etc.)

- Should have good experience with AI Coding tools like Cursor, Cloud Code

You’ll help us scale our ingestion, RAG, and AI interaction layers into production-grade tools dealing with enterprise customers

What we offer:

- Competitive salary + equity possible Onsite in Vienna (no remote option)

- Small, hands-on team with big international backing Work on a fully modern stack (TS, Supabase, Vercel, AI frameworks)

If this sounds like you, send your CV and a cover letter to: contact@howie.systems Please include within the cover letter, detailing your experience and why you think you would be a fit for the role

Comments URL: https://news.ycombinator.com/item?id=45019712

Points: 4

# Comments: 1

My use case is mostly ETL related, where I want to pull all customers data (enterprise customer) so I can process them. But also keep the data updated, hence pull?

For my client I've "built" a similar setup with Supabase + pgVector and I give the AI direct SQL access.

Here is the hard part: Just last week did I index 1.2 million documents for one project of one customer. They have pdfs with 1600 pages or PPTX files of >4GB. Plus lots of 3D/2D architecture drawings in proprietary formats.

The difficulty I see is - getting the data in ETL. This takes days and is fragile - keep RBAC - Supabase/pgVector needs lots of resources when adding new rows to the index -> wish the resources scale up/down automatically. Instead of having to monitor and switch to the next plan.

How could chroma help me here?

Comments URL: https://news.ycombinator.com/item?id=44848227

Points: 1

# Comments: 0

I have just moved my company's RAG indexing to images and multimodal embedding. Works pretty well.

   Location: Linz/Austria/EU 
   Remote: OK (Any timezone OK)
   Willing to relocate: NO 
   Technologies: AI (LLM, RAG, Agents, Voice, AI-SDK), Typescript, React, Next.js, Supabase, Firebase, Postgres, GCP
   Résumé: https://brandstetter.io/Resume_Brandstetter_Jurgen.pdf
   Email: j@brandstetter.io
   LinkedIn: https://www.linkedin.com/in/j-brandstetter
   Salary: USD 150k / year

I'm very product/customer-focused and pragmatic. I like to move super fast (not only because of Cursor :D).

My dream environment is an early-stage, fully remote startup.

PS: I have a family, which means the main compensation via shares isn't an option for me.

AFAIK, the Oauth claims of SharePoint don't allow specifying particular projects only. (BTW: same counts for platforms like ACC/BIM360)