Kimi K3.1 Pro outperformed GPT-6 Astra, Fable 5.1, Gemini 4 Argon, and Muse Wonder; weights drop Nov 4 and the model is open and free. The strongest AI model is now downloadable, not behind an API.
Key points
Outperformed GPT-6 Astra, Fable 5.1, Gemini 4 Argon, and Muse Wonder.
Weights drop Nov 4; model is open, free, and downloadable.
Sources
Umanitek tools run on Decentralized Knowledge Graph
Umanitek tools run on Decentralized Knowledge Graph, each Knowledge Asset carries its provenance. The post warns that the US, China and tech giants are racing to reach superintelligence first while safety gets far less attention. It notes that in Paraguay fake accounts posing as politicians and public figures are already a real problem.
Key points
Race to superintelligence: US, China and the tech giants are racing to reach superintelligence first, while safety gets far less attention.
Paraguay fake accounts: In Paraguay, fake accounts posing as politicians and public figures are already a real problem.
Sources
Gamma Airtable integration lets you pull bases into presentations
Gamma adds direct Airtable connection, allowing any base to be imported and turned into a polished presentation. The feature works with Gamma 5 for data visualization.
Key points
Connect Airtable directly to Gamma.
Pull any base (content calendar, product roadmap, sales pipeline, project tracker) and turn rows into a presentation.
Sources
Ambiguity measurement method – EMNLP Oral 2026 announcement
Ambiguity measurement method co-led by dsallydt and LukeThorburn is presented at EMNLP Oral 2026. The work uses LLMs to approximate human disagreement on statement interpretations.
Key points
Co-led by dsallydt and LukeThorburn, presented as an EMNLP Oral 2026 paper.
Uses LLMs to approximate ambiguity by generating diverse interpretations of statements.
Sources
origin_trail builds AI immune system, article details
origin_trail is announced as the platform for an AI “immune system.” An article by CredibleCrypto explains how Guardian, TrueSeal and Guardian Blackbox rely on the origin_trail DKG and where $TRAC fits.
Key points
Building AI immune system on origin_trail.
Article describes Guardian, TrueSeal, Guardian Blackbox using origin_trail DKG and $TRAC.
Sources
- Original post
- umanitek.ai - Linked in the post
An Introduction to the Theory of Numbers added to ChapterPal collection
An Introduction to the Theory of Numbers by Leo Moser (2004) is now in ChapterPal's collection of open textbooks. The book covers the theory of numbers, a branch of pure mathematics focused on integer properties.
Key points
An Introduction to the Theory of Numbers by Leo Moser (2004) added to ChapterPal's open textbook collection.
The theory of numbers studies properties of integers and their relationships.
Sources
Trader Shield Blackbox protects 11 wallets, adds 9 new
Trader Shield in Blackbox now protects 11 wallets, adding 9 new integrations. New wallets include Coinbase Wallet, Trust Wallet, OKX wallet, Rabby, Solflare, Exodus, Electrum, and Solana CLI. The system runs on the Origin Trail DKG.
Key points
Total protected wallets: 11
New wallets added: Coinbase Wallet, Trust Wallet, OKX wallet, Rabby, Solflare, Exodus, Electrum, Solana CLI
Sources
- Original post
- github.com - Linked in the post
Learn CSS by Andy Bell in ChapterPal interactive textbook
Learn CSS by Andy Bell (2021) is now in ChapterPal's collection of open textbooks. The interactive notes cover CSS fundamentals to modern layout, interaction, and styling techniques.
Key points
Learn CSS by Andy Bell (2021) added to ChapterPal's open textbook collection
Interactive notes provide a structured course from fundamentals to modern layout, interaction, and styling techniques
