Continual

What it does

Continual is the easiest way to build continually improving predictive models - from customer churn to inventory forecasts - directly on your cloud data warehouse.

Take control of your data and operations with software and AI agents built for how your business actually works.

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  Continuous Machine Learning – CI/CD for Machine Learning Projects2020 · cml.dev · ▲171

  Bring DevOps practices to your projects for automatic, reproducible, and fast machine learning.

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  Continual Learning with .mdApr 2026 · github.com · ▲34

  I have a proposal that addresses long-term memory problems for LLMs when new data arrives continuously (cheaply!). The program involves no code, but two Markdown files. For retrieval, there is a semantic filesystem that makes it easy for LLMs to search using shell commands. It is currently a scrappy v1, but it works better than anything I have tried. Curious for any feedback!

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  Mini-AGI – Dynamic continual learning model trained on 8GB VRAMSep 2026 · github.com · ▲277

  Continual learning model trained from scratch on 8GB VRAM laptop with batch-1 stream of data. - volotat/mini-AGI

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  Amazon Machine Learning 2015 · aws.amazon.com · ▲211

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