The RMS-AM-GM-HM Inequality For any positive real numbers x₁, x₂, …, xₙ: RMS ≥ AM ≥ GM ≥ HM with equality iff all the numbers are equal. This fundamental chain connects the Root Mean Square, Arithmetic Mean, Geometric Mean, and Harmonic Mean; a classic result in mathematics.

the 80s/90s F/OSS movement saw a cluster of tech intellectuals spring up all dedicated to software freedom* and hacker culture - RMS, @esrtweet , Richard Gabriel, Larry Wall, jwz, etc. Feels like a resurgence now on people dedicated to a similar spirit around AI - thinking of @realGeorgeHotz , @antirez , @AndrewYNg , @beffjezos , @dhh and others. * as in speech, not as in beer.

every research team needs to spend some time learning how their modeling code lowers down to gpu kernels example: rms norm vs layernorm industry assumes rms norm is cheaper. you don't need the x̂, it looks simpler, so it must be faster, so it got adopted but that's not true. both rms and layernorm are memory bound kernels (the amount of time it takes to get the data to gpu cores is longer than the amount of time it takes to do the computation on said cores) both take the same amount of time e2e so can probably train the model right with either, but maybe it makes a difference (e.g why diffusion models still use norms with an affine shift e.g adaLN) i get why. as open-source models get better and, inevitably, commoditized across the inference providers, overall serving speed determines user experience determines which model gets adopted but there's no reason to superstitiously avoid free things

Violet Jessop was born in Argentina in 1887 to Irish immigrant parents and moved to Britain as a teenager after her father passed away. To help support her family, she became an ocean liner stewardess, working for the White Star Line during the golden age of transatlantic travel. In just five years she experienced three major maritime disasters: the collision of RMS Olympic in 1911, the sinking of RMS Titanic in 1912, and the sinking of HMHS Britannic in 1916, which had been converted into a hospital ship during WW1. Despite surviving all three, she returned to sea after the war and spent more than four decades working aboard passenger ships before retiring in 1950. She later wrote a memoir describing her career, becoming known as "Miss Unsinkable." #archaeohistories#

What a month! Groundbreaking developments across the board. Check out this month's highlights 👇 📈 Token Momentum New listing → $PRL (Perle @PerleLabs) was listed on Binance Alpha, Bybit Futures. Secondary listing → $CYS (Cysic @cysic_xyz) was listed on Bithumb, having been previously listed on Binance Alpha and Futures. 💰 Funding & Acquisitions → @StartaleGroup announced second close of its Series A round, securing $50mn from SBI. → @MyriadMarkets announced its seed round with investors including Verda Ventures, Auros, and EVG, Tom Lee, and others. → @animocabrands announced a strategic investment in Ava Labs. 🚀 Product Launches → @babylonlabs_io launched the private alpha testnet for Trustless Bitcoin Vaults (TBV), enabling users to post and borrow against BTC via Aave v4 spoke while keeping BTC on Bitcoin. → @perpltrade’s private mainnet on Monad demonstrated strong initial traction, accounting for 13% of gas usage post-launch. → @animocabrands launched Animoca Minds, a no-code platform for creating and deploying AI agents for commerce on the blockchain. → @KaitoAI launched its beta, focusing on ambassador and creator matching. → @pendle_fi shared new features for its 2026 launch, including direct access to Pendle on CEX Earn and one-click auto-leverage, and looping etc. → @cysic_xyz launched which allows users to set up their own AI agents. → @brevis_zk was selected as one of four teams for the Ethereum Foundation’s On-Prem Proving Initiative through ETH Proofs. 🫱🏻‍🫲🏼 Ecosystem Expansion / Partnership → @plumenetwork partnered with @ether_fi to integrate RWA yields through Nest vaults; their head of legal appeared in the Senate to advocate for tokenised stocks. → @babylonlabs_io integrated into @Ledger wallets, providing native Ledger signer support to Babylon Trustless Bitcoin Vaults. → @peaq partnered with OKX wallet @wallet to manage a tokenized robo-farm in Hong Kong using AI agents. → @CIMG_IMG, a NASDAQ-listed company, signed an MOU with @izumi_Finance to explore a strategic partnership in digital asset infrastructure. 💼 Business/Financials → A Messari report on @HumaFinance stated it processed $2.2bn in transaction volume in Q4, a 27% increase QoQ from $1.7bn. → @Sign and @PerleLabs were both added to Coinbase’s listing roadmap. → @Sign reported strong interest from Middle East OTC desks and South Korean CEXes. They have been building stablecoin-backed payment rails and CBDC for nations in the Middle East and Central Asia. → @animocabrands successfully secured a Dubai VARA VASP license. → @OPLabsPBC announced a round of layoffs. → @plumenetwork appointed a former FINRA examiner as its new Head of Compliance. 📥 Call for Partnerships → @BlockdaemonHQ is an institutional gateway to crypto and calls for chains, RWA projects for partnership. → @Bgin_Blockchain looks to acquire small BTC mining farms in northern Europe. 📰 HashKey News Flash → @HashKeyGroup released 2025 annual results on March 27, reporting total revenue of HK$723mn. Hong Kong operations saw a 72.3% yoy increase in trading volume, reaching HK$530bn. → @HashKeyGroup was named to the Financial Times' 2026 Asia-Pacific High-Growth Companies List. → @CantonNetwork was officially listed on HashKey Exchange on March 24, 2026. → @HashKey_Capital released a full report "Future of Institutional Digital Asset Trading" on three structural opportunities in the orchestration layer (OEMS/PMS/RMS) for 2026. → @HashKey_Capital released HashStack #030# and #031#. → @HSKChain calls on projects in DeFi and RWA to build on its compliant, institution-grade infrastructure, offering grants, branding support, and access to a network of regulated distribution partners across Asia. → @HashKeyCloud, a leading global Web3 infrastructure provider and core member of the HashKey Group, is looking to support emerging networks with its professional, secure staking and validation services, backed by experience across 80+ blue-chip chains and protocols. Please reach out to Portfolio Management team on telegram @ a79206 if you are interested in connecting with the above PortCos. The ecosystem is thriving! Follow @HashKey_Capital for April's update.