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# Introduction
Standard Python objects store attributes in instance dictionaries. They are not hashable unless you implement hashing manually, and they compare all attributes by default. This default behavior is sensible but not optimized for applications that create many instances or need objects as cache keys.
Data classes address these…
What customers are saying Google Cloud customers are already using Gemini’s native audio capabilities to drive real business results, from mortgage processing to customer calls. “Users often forget they’re talking to AI within a minute of using Sidekick, and in some cases have thanked the bot after a long chat…New Live API AI capabilities offered…
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# Introduction
If you are just starting your data science journey, you might think you need tools like Python, R, or other software to run statistical analysis on data. However, the command line is already a powerful statistical toolkit.
Command line tools can often process large datasets faster than loading…
Zhipu AI has open sourced the GLM-4.6V series as a pair of vision language models that treat images, video and tools as first class inputs for agents, not as afterthoughts bolted on top of text.
Model lineup and context length
The series has 2 models. GLM-4.6V is a 106B parameter foundation model for cloud and…
Scientists are using AlphaFold in their research to strengthen an enzyme that’s vital to photosynthesis, paving the way for more heat-tolerant crops. As global warming accompanies more droughts and heatwaves, harvests of some staple crops are shrinking. But less visible is what is happening inside these plants, where high heat can break down the molecular…
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# Introduction
Time series data is everywhere. Stock prices jump daily. Temperatures shift. Website traffic spikes and crashes. Most people plot a line. Then they stop.
But here's what a single chart won't tell you: Is the trend speeding up? Slowing down? About to reverse completely?
In this…
TLDR: VISTA is a multi agent framework that improves text to video generation during inference, it plans structured prompts as scenes, runs a pairwise tournament to select the best candidate, uses specialized judges across visual, audio, and context, then rewrites the prompt with a Deep Thinking Prompting Agent, the method shows consistent gains over strong…
Increasing speed of discovery Cyril Zipfel, professor of Molecular & Cellular Plant Physiology at the University of Zurich and Sainsbury Lab, saw research timelines shrink drastically. They used AlphaFold alongside comparative genomics to better understand how plants perceive changes in their environment, paving the way for more resilient crops. AlphaFold has been cited in more…
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# Introduction
Tired of duct-taping scripts, tools, and prompts together? The Claude Agent SDK lets you turn your Claude Code “plan → build → run” workflow into real, programmable agents, so you can automate tasks, wire up tools, and ship command line interface (CLI) apps without tons of glue code.…
Black Forest Labs has released FLUX.2, its second generation image generation and editing system. FLUX.2 targets real world creative workflows such as marketing assets, product photography, design layouts, and complex infographics, with editing support up to 4 megapixels and strong control over layout, logos, and typography.
FLUX.2 product family and FLUX.2 [dev]
The FLUX.2…