We re wrapping up our Summer of Workflows with something big: Embedding Generation for Videos in ApertureDB!
This workflow lets you generate embeddings for frames and clips so you can finally treat videos as a first-class citizen in your AI applications, just like ApertureDB always supported.
We are almost at the end of our Summer of Workflows series! This week we are featuring the Label Studio Workflow inside ApertureDB Cloud: See It In Action
Spin up Label Studio connected to your ApertureDB instance
Label & annotate images right where your data lives
Build labeled datasets faster without manual transfer of cloud bucket URLs.
Perfect for anyone building multimodal AI agents or applications and looking to streamline annotation + dataset creation. Ready to try it yourself? Start here Read The Docs | Explore The Code | Additional Resources Only 2 workflows left in the summer series stay tuned!
Feedback always welcome we re building this for the AI/ML community!
The Summer of Workflows is in the home stretch and we are down to the final 3 releases!
This week we spotlight Face Detection.
See It In Action
Face detection powers photo libraries, security systems, and recommendation engines but building a scalable face search pipeline is often complex and expensive.
Summer may be winding down, but the Summer of Workflows is still heating up.
This week, transform raw images into actionable insights with our latest Object Detection Workflow! ApertureDB treats bounding boxes and polygons as first-class citizens, enabling powerful search capabilities that go beyond traditional computer vision solutions.
ApertureData Summer of Workflows is Still Going Strong!
Last week we unlocked SQL ingestion and now it's time to go further. This week, we are taking it further with the SQL Server Workflow, giving you a SQL interface to ApertureDB via PostgreSQL.
Why It Matters:
Your multimodal data is now queryable with SQL. No new syntax to learn. Just SQL. Seamless connection to your existing stack.
Some folks need total silence. Others need lo-fi beats, caffeine, and a messy Notion doc.
Me? I m usually recording on Clueso in my workspace with background chatter and chaos not ideal, but honestly, it doesn t bother me much. Clueso cleans up things and replaces the audio with a solid voiceover, so I don t have to stress about the noise.
Hello Product Hunt, We heard you - it was complicated to setup and login to your ApertureDB instance. You can now use passwordless login to ApertureDB, generate API tokens, and it's particularly easy on ApertureDB Cloud!
No more passwords at instance creation
You no longer need to set or remember passwords when spinning up a new instance. Instead, simply generate a secure access token during setup.
Users can generate secure access tokens directly from the console.
These tokens grant immediate access to the Web UI no login prompt required.
Tokens are also used to authenticate via the Python SDK and other client tools.
Nobody said running a startup was easy but some issues whether it's increasing DAU, perfecting ad copy, increasing MRR, hiring, or whatever can be pull your hair out levels of frustration.
What's one pain point you are struggling with at the moment? Drop it in the replies and then help someone else based on your experience!
A few of us at Product Hunt are putting on our most brutally honest (but helpful!) hats and roasting landing pages for the next two days. Want in? Drop your link below, and we ll give you real, no-BS feedback on:
Clarity Does your message make sense or sound like corporate soup? Calls to Action Do we feel compelled to click, or just leave? Design & UX Smooth experience or rage quit territory? Anything else Tell us what you want feedback on.
How do you easily generate embeddings, detect objects, infer new attributes, or query your multimodal data? Stop wrestling with your datasets - use ApertureDB Multimodal AI workflows instead! Ingest or enrich complex datasets, run Jupyter notebooks, and more.
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