refinery

In plain words

Refinery is a data management platform designed for machine learning teams that treats training data like source code. It offers weak supervision, neural search, and data quality monitoring through an IDE-style interface. The tool helps organizations ensure their training datasets meet high quality standards before model development, streamlining the data preparation workflow for AI projects.

written from the facts on this page · October 2026

From the sources

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.

KI als Service für Unternehmen: Vom AI Compass Health Check über ConfGPT und AI Academy bis hin zu AI Flow – sicher, skalierbar und sofort einsetzbar.

KI-Potenziale sicher nutzen – vom Einstieg bis zur Skalierung. AI Services für Unternehmen: Wir unterstützen Sie beim sicheren Einsatz von Künstlicher Intelligenz – von KI-Strategie, Use-Case-Entwicklung und AI-Training bis zu Confidential AI, KI-Plattformen und automatisierten Geschäftsprozessen für skalierbare Anwendungen im Unternehmen. AI as a Service beschreibt den strukturierten, extern begleiteten Einsatz von KI-Technologien in Unternehmen. Im Unterschied zur eigenständigen Einführung öffentlicher KI-Tools wie ChatGPT sorgt ein Managed-AI-Ansatz dafür, dass Datenschutz, Datensouveränität und Unternehmens-Compliance von Anfang an gewährleistet sind. accompio strukturiert AI as a…from accompio.com

• RD
  Refinery – 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…

• 
  Mage2022 · mage.ai · ▲595

  The fastest way to build and use AI

• 
  If VS Code had a data-centric IDE sibling, what would that look like?2022 · github.com · ▲122

  The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact. - code-kern-ai/refinery

• 
  Refinery Website Editor2021 · ▲240

  Improve your copy anywhere, instantly

• 
  Refiner2020 · refiner.io · ▲321

  Refiner is customer feedback software for SaaS and digital product teams. Collect targeted in-app and mobile survey feedback, analyze responses, and act on insights.

• 
  Weave2025 · app.workweave.ai · ▲237

  Hey HN, We’re building Weave: an ML-powered tool to measure engineering output, that actually understands engineering output! Why? Here’s the thing: almost every eng leader already measures output - either openly or behind closed doors. But they rely on metrics like lines of code (correlation with effort: ~0.3), number of PRs, or story points (slightly better at ~0.35). These metrics are, frankly, terrible proxies for productivity. We’ve developed a custom model that analyzes code and its impact directly, with a far better 0.94 correlation. The result? A standardized engineering output…

Questions this answers

• flame ide

• 
  Spira Maxima▲578

  Video model that turns script into viral social media videos

  AI · 17d ago · spira.ai

• 
  Rill Browser▲540

  The browser where Claude Code and Codex work beside you

  AI · 16d ago · rill.love

• 
  Germany's new sovereign AI model Kolibri▲424

  Kolibri is Aleph Alpha

  AI · 18d ago · tej.as

• 
  Giving Opus 5.5 a simulated paint canvas▲392

  Paintings by AI models: programs run through a simulation of oil paint.

  AI · 20d ago · stillwet.art

• 
  Onepin▲384

  AI voiceover with every name, price and date said right

  AI · 30d ago · onepin.ai

• 
  PixVerse R2▲381

  A real-time world model you can explore and change

  AI · 28d ago · world.pixverse.video

• IM
  I may have created a new type of puzzle▲1,859

  Life & fun · 2022 · dogbunnypuzzle.com

• 
  I'm building an open-source Amazon▲1,335

  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

• 
  Polywork▲1,214

  Discover opportunities to collaborate

  Life & fun · 2022

• 
  xTiles▲1,036

  Organize your ideas & projects visually

  Work · 2022 · xtiles.app

• 
  Arcade 2.0▲1,026

  The easiest way to showcase your product

  Life & fun · 2022 · arcade.software

• 
  Maven▲978

  100+ live courses taught by experts, education reimagined

  Life & fun · 2022 · maven.com