Learning from Data

Links

• Open website home.work.caltech.edu

Tags

1. 
   Bodywork

   Bodywork is a command line tool that deploys machine learning pipelines to Kubernetes, handling containers and orchestration. Any pipeline stage runs either a batch job or a long-running process. It is presented as a lightweight alternative to Kubeflow or building a platform around workflow tools such as Apache Airflow, Argo Workflows or Dagster. Stages are defined as Python modules or Jupyter notebooks and configured in a single bodywork.yaml file.

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   Timeline of AI forecasts - AI Digest

   A page from AI Digest presenting a timeline of AI forecasts, describing what to expect in AI capabilities, potential harms, and society's response, according to the median prediction of forecasters on Metaculus and Manifold. Forecasters predicted when statements about the future would come true or the probability they would occur by a given date. The page notes the forecasts have limited precision and were last updated June 26, 2026.

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   Neanderthal

   Neanderthal is a Clojure library for fast native matrix and linear algebra, built with native BLAS and LAPACK for number crunching and wrapped in a small Clojure layer. It offers pluggable engine implementations, including a pure Java engine, plus primitive versions of map and reduce.

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   CronAI

   CronAI converts plain English scheduling descriptions into cron expressions. Users describe when something should run and the tool generates 5-field cron syntax. It is stated to work with cron-compatible systems including Linux crontab, GitHub Actions, AWS CloudWatch, Kubernetes CronJobs and Vercel Cron. The page also describes the generator as free.

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   Napkin

   Napkin AI is a tool that turns pasted text into visuals such as flowcharts, mind maps, infographics, diagrams, data charts and slides, without design skills. Users generate visuals from their text, then adjust colors and elements. Visuals can be exported as .ppt, .png, .pdf or .svg. A free plan offers 500 AI credits per week, and pricing lists Plus at $9 per person per month.

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6. 
   Questflow

   Questflow is described as an AI finance agent that lets users invest alongside top investors across markets. It supports selection among models such as GPT, Claude and Gemini, skills defining investment strategy, plugins for financial data, and accounts that connect exchanges, brokerages, wallets and tokens for analyzing positions and executing trades.

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