refinery
Treating training data as if it was source code
What it does
refinery is the data-centric sibling of your favorite programming IDE. It provides an easy-to-use interface for weak supervision and data management, neural search, and monitoring to ensure that the quality of your training data is as good as possible.
Does the same job
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- RDRefinery – Data anonymization and governance for the masses2020 · ▲11
https://www.openquery.io/refinery We are Christos, Damien and Nodar, founders of OpenQuery. We are building Refinery, an Open Source deployment written in Rust to automate the process of anonymizing sensitive data and governing how different consumers access that data using our 'policy-as-code' framework (It's based on Hashicorp's HCL). We noticed that companies have been solving the same problem over and over in different ways. The problem boils down to giving a data-consumer (this could be an analyst, a BI tool, an ML workflow, a different company etc. ) access to a…
More ai this month
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I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device. The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.
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AI · 18d ago · company-app.joinastute.com
Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits between 400-1,500 tokens/sec on VR devices like Meta Quest 3S and Apple Vision Pro, and ranges…
AI · 26d ago · cactuscompute.com
Launched alongside, September 2022
the whole month →- IM
Life & fun · 2022 · dogbunnypuzzle.com
- IM
A couple of years ago, I had an interesting idea. What if there was a marketplace where all the underlying tech was open-source? The order management system, the storefront, customer support, etc. The marketplace would simply connect to the seller’s infra instead of locking them in. If, for some reason, the seller is removed from the marketplace, their software stays with them and they can continue accepting orders directly. This model can be used to disrupt any marketplace from AirBNB to UberEats: building tech for home renters and restaurants and later, leveraging that to build a competing…
Dev tools · 2022 · openship.org
