ZNXY I @donjonesii - Twitter Profile

@Rainmaker1973

24 days ago

The human brain, a marvel of biological engineering, boasts an extraordinary storage capacity estimated at around 2.5 petabytes—equivalent to 2.5 million gigabytes or roughly 300 years of nonstop high-definition television playback. This immense capability arises from its roughly 86 billion neurons, which interconnect to form more than 100 trillion synapses. Each synapse acts as a microscopic information-storage site, enabling the brain to encode, process, and retrieve vast amounts of data with exceptional efficiency and minimal energy use compared to digital systems. Neuroscientists and computer scientists increasingly draw inspiration from this neural architecture to design more energy-efficient neuromorphic computers and advanced AI models that replicate the brain's parallel, adaptive processing. Yet the brain's storage feats pale in comparison to the potential of DNA as a data medium. A single gram of synthetic DNA can theoretically hold up to 215 petabytes of information—enough to archive enormous datasets in an extraordinarily compact form. Researchers have already demonstrated this by successfully encoding digital files (including books, images, and even operating systems) into DNA's four nucleotide bases (A, C, G, T), then retrieving them accurately via sequencing. This approach promises a revolutionary shift in archival storage: the entirety of humanity's accumulated digital data could one day fit into a space the size of a small room, offering far greater density, longevity (potentially millennia), and lower energy demands than today's sprawling, power-intensive data centers. While challenges remain—such as synthesis and readout costs, error correction, and scalability—the convergence of biological principles from the brain and DNA highlights exciting frontiers where nature's solutions could transform how we preserve and access the world's ever-growing information trove. [Erlich, Y., & Zielinski, D. (2017). DNA Fountain enables a robust and efficient storage architecture. Science, 355(6328), 950–954. DOI: 10.1126/science.aaj2038]

Rainmaker1973's tweet photo. The human brain, a marvel of biological engineering, boasts an extraordinary storage capacity estimated at around 2.5 petabytes—equivalent to 2.5 million gigabytes or roughly 300 years of nonstop high-definition television playback.

This immense capability arises from its roughly 86 billion neurons, which interconnect to form more than 100 trillion synapses. Each synapse acts as a microscopic information-storage site, enabling the brain to encode, process, and retrieve vast amounts of data with exceptional efficiency and minimal energy use compared to digital systems. Neuroscientists and computer scientists increasingly draw inspiration from this neural architecture to design more energy-efficient neuromorphic computers and advanced AI models that replicate the brain's parallel, adaptive processing.

Yet the brain's storage feats pale in comparison to the potential of DNA as a data medium. A single gram of synthetic DNA can theoretically hold up to 215 petabytes of information—enough to archive enormous datasets in an extraordinarily compact form. Researchers have already demonstrated this by successfully encoding digital files (including books, images, and even operating systems) into DNA's four nucleotide bases (A, C, G, T), then retrieving them accurately via sequencing. This approach promises a revolutionary shift in archival storage: the entirety of humanity's accumulated digital data could one day fit into a space the size of a small room, offering far greater density, longevity (potentially millennia), and lower energy demands than today's sprawling, power-intensive data centers.

While challenges remain—such as synthesis and readout costs, error correction, and scalability—the convergence of biological principles from the brain and DNA highlights exciting frontiers where nature's solutions could transform how we preserve and access the world's ever-growing information trove.

[Erlich, Y., & Zielinski, D. (2017). DNA Fountain enables a robust and efficient storage architecture. Science, 355(6328), 950–954. DOI: 10.1126/science.aaj2038]

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donjonesii retweeted

Sean Welleck

@wellecks

about 1 month ago

All 23 lectures for my CMU Advanced NLP course are now on YouTube. The slides and 20 code examples are also publicly available. - YouTube: https://t.co/PV5FMA47La - Course Page (Slides, Schedule): https://t.co/2C7JNAC9eY - Code: https://t.co/mz6i7tcoMh The lectures are grouped into 7 themes: fundamentals, architectures, learning & inference, modeling, evaluation, RL & agents, and scaling & efficiency. Check them out if you’re looking for an introduction or refresher on the fundamentals of LLMs, key ideas from recent NLP research, or are just curious to learn more.

wellecks's tweet photo. All 23 lectures for my CMU Advanced NLP course are now on YouTube. The slides and 20 code examples are also publicly available.

- YouTube: https://t.co/PV5FMA47La

- Course Page (Slides, Schedule): https://t.co/2C7JNAC9eY

- Code: https://t.co/mz6i7tcoMh

The lectures are grouped into 7 themes: fundamentals, architectures, learning & inference, modeling, evaluation, RL & agents, and scaling & efficiency.

Check them out if you’re looking for an introduction or refresher on the fundamentals of LLMs, key ideas from recent NLP research, or are just curious to learn more.

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donjonesii retweeted

Leonard Rodman

@RodmanAi

about 1 month ago

Google spent years building the browser. One developer built the one they never wanted to exist. Obscura is a Rust browser made for AI agents, automation, and web scraping. • 30MB RAM • 85ms page loads • Blocks 3,500+ trackers • No ads. No analytics. No Node.js. But here's the crazy part: Every session creates a brand-new browser fingerprint. GPU. Canvas. Audio. Battery. Everything changes. To websites, it looks like a real Chrome user every single time. It's a drop-in replacement for Puppeteer & Playwright. 16K+ GitHub stars. 100% open source. 100% free. Bookmark this before everyone starts using it. 👀

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ZNXY I @donjonesii

about 1 month ago

@ZynxBTC I will be sharing the latest strategy for for free in my group! The first 3 people to join can get the latest strategy at no cost—click the link below to join now: https://t.co/Low7lgQ5eT Send "JOIN" to secure your free access immediately!

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