New AI architecture delivers 100x faster reasoning than LLMs with just 1,000 training examples

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Singapore-based AI startup Sapient Intelligence has developed a new AI architecture that can match, and in some cases vastly outperform, large language models (LLMs) on complex reasoning tasks, all while being significantly smaller and more data-efficient.

A minisaga is a concise narrative composed of exactly 50 words, excluding the title. This form challenges writers to convey a complete story within strict constraints, fostering creativity and precision. The concept was introduced by author Brian Aldiss and The Daily Telegraph, which has hosted several minisaga competitions. (en.wikipedia.org)

Writing a minisaga offers several benefits:

  • Expands Creativity: The brevity forces writers to think critically about word choice and story elements.

  • Stretches Thinking: Crafting a narrative within 50 words encourages innovative approaches to storytelling.

  • Enhances Discipline: The strict word limit requires careful planning and editing, honing writing skills. (rajeshsetty.com)

For those interested in reading or submitting minisagas, FiftyWordStories.com is a dedicated platform that publishes two reader-submitted stories every weekday. Additionally, the book Mini-Sagas: Fifty 50: Short stories of exactly 50 words by Barry Galvin offers a collection of such narratives. (goodreads.com)

An example of a minisaga by author Daniel H. Pink illustrates the form:

When I was shot, fear seized me at first. No surprise that. But once I realized I wasn’t going to die – despite the thermonuclear pain and widening puddle of weirdly warm blood – my mind recalibrated. And one thought, comforting yet disturbing, leapt into my head: I need to Tweet this. (en.wikipedia.org)

This example showcases how a complete story can be effectively conveyed within the 50-word limit.

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