Katherine Graham

A Neural Network Can Grow New Neurons Where It Is Confused? In 1994, Bernd Fritzke published A Growing Neural Gas Network Learns Topologies. He introduced a network that starts small, follows incoming data, and inserts new neurons where its error is highest. In the animation, the fog is the drifting data. The glowing nodes are neurons. The fibers are learned connections. The network grows into a living skeleton of the manifold.

If you look carefully, it’s not really “intelligence.” It’s essentially a brute-force search across corpus distributions that can arrive at both right and wrong answers, with significant trade-offs in exploration (generating candidates) and verification. Deterministic, rule-based combinatorial systems may be preferable when exhaustive coverage matters, because AI systems operate on corpus-distribution patterns and can leave substantial portions of the solution space unexplored. Make sure that you learn the limitations of generative AI before making decisions based on hype not reality. This thread can help you get the fundamentals right:

Why does quantum biology matter now? Because new tools, stronger evidence, and new ways of exploring science are making the field actionable. For decades, quantum effects in biology were difficult to test directly. Today, advances in instrumentation, interdisciplinary collaboration, and decentralized research models are creating real pathways to investigate and apply these mechanisms. Understanding biology at the quantum level could unlock major breakthroughs in health, longevity, biomanufacturing, and human performance. Quantum biology matters now because the field is moving from theory toward real-world discovery.

UFO expert Dr. Steven Greer says top administrators in intelligence agencies are being blackmailed with Epstein videos, which he claims is preventing the real UFO files from being released. “They’re terrified of going to prison.” “This is a much more complicated problem than we have time to unpack here.”

The largest open library in human history, Anna's Archive, has been ordered to pay Spotify and the three largest record labels on the world $322 million. The defendant has not appeared in court and is not going to. The site is still up with two backup domains standing by and there's nothing the censors can do. Anna's Archive currently holds 63 million books, 95 million academic papers, and 1.1 petabytes of mirrored torrents. It is free. It is searchable. It is run by a pseudonymous person nobody has identified after four long years of searching. In the four months since the music industry filed the first of three coordinated lawsuits, the library has lost six domain names and added two million books to the catalogue. The cartel is suing it faster every month, and it is growing faster every month. In December, Spotify and the major labels filed. In January, OCLC, the company that runs WorldCat, won a default judgment of its own. On March 6th, thirteen of the largest book publishers in the United States, including HarperCollins, Penguin Random House, Simon and Schuster, Macmillan, Hachette, Elsevier, Wiley, and McGraw Hill, filed a third lawsuit in the same federal court. The publishers' complaint runs to seventy-four pages. They call Anna's Archive a "brazen pirate operation." They call it "an illegal supplier of stolen content to the AI industry." The same publishers are simultaneously suing Anthropic, Meta, OpenAI, and NVIDIA for training their models on the same corpus the publishers want Anna to destroy. The cartel argues, in two parallel federal courts, that the corpus cannot be used by anyone. Not the pirate who built it. Not the AI company that downloaded from it. Not the graduate student who pulls a paywalled paper from it at two in the morning. Anna did not respond to any of the three complaints. Anna has never responded to any complaint. Anna is a name on a blog and a public key on a server and a person, or maybe several people, in a jurisdiction nobody has identified after four years of searching. The judgment is uncollectable. The permanent injunction binds Cloudflare, Public Interest Registry, Njalla, the Switch Foundation, Tucows, and nine other named intermediaries. The Greenland registry is not on the list. The Greenland registry has not complied. The site currently lives at .gl, with .pk and .gd standing by. The corpus has always moved faster than the censor. The censor has always called the corpus piracy. The corpus has always survived the censor by becoming the readers themselves. The publishers' lawsuit cannot reach the torrents. The torrents are already seeded across continents and IPFS nodes and personal NAS drives owned by people the publishers will never find. The default judgment is paper. The corpus is everywhere. The cartel will win every lawsuit but they will lose the war. The publisher who walks into court next month with a fresh filing will be filing against a defendant who has, in the time since the last filing was sealed, mirrored another half million books to another seven hundred volunteers in another forty countries. There is no defendant to find. There is only the next upload. It is already seeding.