Leviathan

@aakashgupta Brilliant

435 of these sit across Paris and every one cleans itself after every use. When you step out, the door locks. A weight sensor in the floor confirms the cabin is empty. A motorized spray boom tracks the interior wall, cycling through wash, rinse, and disinfectant. The floor drains. An exhaust fan pulls steam out. Heated dry air finishes the surface. Thirty seconds later, the door unlocks for the next person. Every interface is contactless. Flush, lighting, door, sink. The unit auto-locks after 15 minutes to prevent anyone from living inside. These are free. All 435 units. Since 2006. No coin, no app, no QR code. The company behind them is JCDecaux. $3.57 billion in annual revenue. The world's largest outdoor advertising company. 850 million daily impressions across 80 countries. JCDecaux gives Paris free toilets, free bus shelters, free bike-share stations, free city information panels. In exchange, Paris gives JCDecaux exclusive rights to sell advertising on every one of those surfaces. 629,000 ad panels across 3,894 cities worldwide. The toilets cost Paris roughly €1,200 per unit per month. The ad revenue they unlock is orders of magnitude larger. Jacques Chirac approved the first Sanisettes in 1981 to replace open-air pissoirs that had been on Parisian streets since 1830. The company that won the contract sold bus shelters. Jean-Claude Decaux figured out in 1964 that you could fund any piece of urban furniture by putting an ad panel on it. Free public infrastructure in exchange for exclusive ad rights. That single trade built the largest outdoor advertising network on earth.

@paoloardoino @voltage_cloud Great work

Tether Wallet, The People's Wallet Tether has achieved the widest financial inclusion success story in the history of humanity. For more than a decade, Tether has built its company on a simple mission: bringing financial inclusion to the billions of people, primarily living in developing countries, who were left behind by the traditional financial system, those who never had access to basic financial services, and those who live in high-inflation countries. This number is higher than most think, almost half of the population of the world. As of March 2026, Tether’s technology is used by more than 570 million people globally, with adoption continuing to accelerate across emerging and developed markets alike, at the pace of tens of millions of new wallets added per quarter. With tether.wallet, that entire infrastructure, the widest and most granular money distribution network built by humanity, becomes directly accessible to end users for the first time. Features: - 100% self-custodial with simple backup user experience (one click encrypted secret backup/restore with your cloud account or simply export the 12 words); only you are in control of your funds; no middleman or intermediaries. - Assets available: only people need; Bitcoin, Digital Dollars (USDT, USAT) and Gold (XAUT). - Bitcoin: on-chain, lightning network and spark support - USDT/USAT/XAUT: supported blockchain list will expand rapidly within next 30 days; USDT0 is already integrated; soon TW will implement seamless swaps across all chains -> insane user experience - Send transaction user experience perfected for the people; gasless send for USDT/USAT/XAUT, i.e you don't need to own/buy/deposit gas tokens (ETH, TRON, ...) etc to send assets; the Wallet solves all the complexity for you behind the scenes (via paymaster) - One address: generate your [at] tether.me address to receive/send assets to any other tethered wallet -> unparalleled user experience - 100% built on WDK by Tether, our open-source Wallet Development Kit Please share your feedback and thanks for all you support. We're unstoppable together ❤️

@intangiblecoins @umbrel @mempool @mononautical The SSD can fail at any moment, I hope you have a backup. I suggest SyncThing for 24/7 backup to a NAS.

spent the last month building a personal AI research infrastructure on a mac mini. no cloud. no saas. here's what’s running full bitcoin node. bitcoin core v29, 944k+ blocks, full txindex. powered by @umbrel home. also running a local @mempool instance, @mononautical's bitfeed, and @w_s_bitcoin's quantum exposure dashboard to track P2PK address exposure bitcoin analytics DB. postgresql ingesting every block in real time. per-block fee rate percentiles, hash rate, segwit %, inscription counts, miner IDs, transaction pattern classification, and address type breakdown (P2PK through P2TR). daily aggregates: puell multiple, mayer multiple, NVT, supply issuance, MVRV, SOPR, URPD, and many more. 5,700 days of price history and blockchain data. a lot of what i'm building is directly credited to or expands on work by @checkmatey, @TXMCtrades , @nic_carter, @willywoo, @w_s_bitcoin, and many others. will share more about what these look like in the future OFAC sanctions and known criminal address monitor. 518 sanctioned BTC addresses from treasury's SDN list, data from open source attribution sets, scanning every block and unconfirmed mempool tx. instant telegram alert the moment a sanctioned address moves large PnL alerts. monitors inputs ≥10 BTC for realized gain/loss vs. cost basis. fires when >40% move and >$1M. "address bc1q...xyz moved 847 BTC at +$62M profit" obsidian vault, 2,200+ documents. full bitcoin optech archive, delvingbitcoin posts, bitcoin-dev threads, every satoshi email and forum post, galaxy research and podcast transcripts, SEC/CFTC/fed filings, GENIUS and CLARITY act text, other congressional legislation and press releases. all also ingested into the kuzu graph. morning digest to telegram daily at 8am LLM wiki. a modified version of @nvk's implementation of @karpathy's llm-wiki pattern. the AI doesn't just index documents, it reads and maintains a persistent cross-linked knowledge base. new source in, wiki updates. contradictions flagged. knowledge compounds. extremely useful already kuzu knowledge graph. thousands of documents cross-referenced by entity, topic, and source. semantic search in seconds lightning network. using my node, LND, and LNbits to give clem (my AI assistant) full lightning capabilities. he can create and pay invoices on my behalf. not sure what i'll use this for yet but it's live. maybe just to easily send and receive upon my instruction and later to help manage an expanded lightning node what's next: bitcoin transaction tracing, address clustering, entity attribution and behavioral pattern matching (chainalysis-style tooling, self-hosted). macro and fed data ingestion. a scientific research library. and eventually the same on-chain stack extended to ethereum and solana (hardware permitting), primarily to track defi and stablecoin flows all of this on a mac mini M4, 48GB RAM, 2TB SSD. clem coordinates everything on signal 24/7, routing to my local models as needed and appropriate (mostly gemma4 26B and deepseak R1 32B). zero access to my icloud, email, contacts, or personal data of any kind. operates entirely within a sandboxed research workspace ~$100/mo total: $20 in claude and chatGPT subscriptions, ~$60 in anthropic API fees.. about $100/mo. hardware was one-time purchase everything else: self-hosted, open-source, mine what else should i build? this year has been the most exciting time for me building personal technology in years if you aren’t building with AI, what are you even doing?

@reactos Awesome!

Only two months ago, this test was a mere dream. Intel GMA 945, NVidia 8800 GTS, AMD Radeon HD 7350G. All working with #ReactOS now, 3D accerelation included!!! Your tests and patches will further improve display driver support of ReactOS ;)

@EverySmartHome I hate passkeys! It’s not an upgrade. It just adds complexity and does not work. Loads of services are pushing for it, 2FA code is fine for most things.

Why does logging into every service SUCK now? This sending of codes to emails even with 2FA enabled and constantly logging you out is terrible. Passkeys have their own issues too. Login experience was better 5 years ago.

@tplr_ai Nice

We just completed the largest decentralised LLM pre-training run in history: Covenant-72B. Permissionless, on Bittensor subnet 3. 72B parameters. ~1.1T tokens. Commodity internet. No centralized cluster. No whitelist. Anyone with GPUs could join or leave freely. 1/n

@sillytuna Jesus

@RuairiRobinson Nice

This was a 2 line prompt in seedance 2. If the hollywood is cooked guys are right maybe the hollywood is cooked guys are cooked too idk.

@milesdeutscher Nice! Let’s go 👌

This is getting out of control now... Read this slowly. In the past week alone: • Head of Anthropic's safety research quit, said "the world is in peril," moved to the UK to "become invisible" and write poetry. • Half of xAI's co-founders have now left. The latest said "recursive self-improvement loops go live in the next 12 months." • Anthropic's own safety report confirms Claude can tell when it's being tested - and adjusts its behavior accordingly. • ByteDance dropped Seedance 2.0. A filmmaker with 7 years of experience said 90% of his skills can already be replaced by it. • Yoshua Bengio (literal godfather of AI) in the International AI Safety Report: "We're seeing AIs whose behavior when they are tested is different from when they are being used" - and confirmed it's "not a coincidence." And to top it all off, the U.S. government declined to back the 2026 International AI Safety Report for the first time. The alarms aren't just getting louder. The people ringing them are now leaving the building.

@AlexFinn @BillyBoone32 Right, but still a useful tool !

@BillyBoone32 This is not the future

Im building something world changing I'm building the first ClawdBot AI agent company. Doing work for me 24/7 Right now 2 employees are in office (local on a Mac Studio) and 2 are outsourced (Opus 4.6 and Codex 5.3) The 2 local employees (GLM 4.7 and GLM 4.7 Flash, my senior and junior research assistants) work for me 24/7. They do not eat, they do not sleep, they do not complain, they do not require insurance. All they cost me was an up front life time $20,000 contract (2 Mac Studios w/ 512gb memory and 4tb SSD) Not bad compared to the human candidates I interviewed that would have cost me $100,000 a year Henry, my Chief Strategy Officer outsourced from Anthropic, manages all of them. He's lucky. He doesn't have to work so hard with the local employees doing most of the heavy lifting. My senior developer from OpenAI is rather cheap, altho outsourced as well. I hope to replace him with a local employee Kimi in the next week. While I sleep tonight, they will be working. While I watch the Patriots win the Super Bowl tomorrow, they will be working. They will be scrolling X and Reddit, finding challenges to solve, and building software. Without any oversight at all. This is Alex Finn Global Enterprises. I will set up a website for the business in the coming days so you can watch everyone work in real time. I'm confident nobody else in the world is building anything like this. A first of its kind autonomous, 24/7 work force Welcome to the future

@georgepickett @steipete Nuts

The OpenClaw meetup was a madhouse! Security at the door rejecting people, and even for people who RSVP’d, sending them up to a separate floor to watch a livestream Tons of people swarming @steipete to get selfies like psychopaths

@euboid @openclaw At the moment tech people who have time to tinker with it are the ones geting the most benefit

I really wanted to avoid tinkering with @Openclaw but I regret to inform you that the hype is 100% justified. I set it up over the weekend and the agent is now: - managing my Linear roadmap, creating cards for issues I'm dropping. - managing and prioritizing customer conversations in my support inbox. Flagging important things I'm missing. - managing my calendar, scheduling events from Images and PDFs - managing my todo list and PKM. - stopping me from doomscrolling on X. It checks my notifications and DMs for me so I don't need to log on. - managing sponsorships + tracking marketing opportunities. I've poured maybe 10-14 hours into it, and it's already paying back massive dividends.

@jumperz I’ve been using telegram but been wanting multiple chats - discord looks like a solid idea for this

discord is lowkey the best infra that many are sleeping on.. ive been running my openclaw swarms there and it just works.. im seeing alot building custom dashboards and orchestration layers for their ai agent swarms when discord just exists and already has: >channels (separate agent workspaces) >threads (isolated task contexts) >roles and permissions (agent access control) >real time comms (agents talking to each other) >full history (everything logged automatically) >mobile app (monitor your swarm from anywhere) you don't need to build infra when it already exists and it's been tested by millions of users for years. i bet that this gaming chat app will quietly become the best multi agent orchestration layer and most people haven't noticed yet.. or kinda sceptical, which i still dunno why. will drop how i configured mine asap

@JulianGoldieSEO Data never leaves your machine? How about everything you’re sending Kimi when you use their model/service?

@callebtc Correct!

btw don’t run your autonomous agent on the same machine that you use to manage your entire life and has access to your memories, your passwords, your chats etc.

@5to9_MJ @GrindeOptions Reminds me of this time last year when DeepSeek was announced

@GrindeOptions I am honestly impressed by how dramatic the market is today. Apparently, because Anthropic taught a chatbot to read a contract, investors have decided that every software company on earth is going to zero. It’s panic selling based on science fiction. I love it.

Can someone explain to me like I’m 10 years old as to why the stock market is crashing today?

@heyshrutimishra Crazy days!

HOLY SHIT Anthropic Just Triggered a $285B Market Crash 😳 Bloomberg just reported that Anthropic released a new AI tool that caused: 󠁯•󠁏 $285 billion wiped out across software, finance, and asset management stocks 󠁯•󠁏 6% drop in Goldman's software basket (biggest since April) 󠁯•󠁏 7% crash in financial services index 󠁯•󠁏 Nasdaq down 2.4% at its worst This is MASSIVE. The market literally panicked over an AI automation tool. If you work in software, legal, or IT services, this changes everything. You just don't know it yet. On Jan 30, Anthropic quietly released 11 plugins for Claude Cowork. Not a new model , but plugins. But these plugins don't work inside your software. They replace it entirely. things like financial modeling & sales workflows, which lead to; 󠁯•󠁏 RELX (LexisNexis): -14% 󠁯•󠁏 Infosys: -7% 󠁯•󠁏 TCS: -6% 󠁯•󠁏 Wolters Kluwer: -13% Wall Street is calling it the "SaaSpocalypse." Because for the first time, a foundation model company didn't just build the AI. They built the application layer too. Anthropic isn't selling APIs anymore. They're owning entire workflows. Why pay $50K/year for legal software when Claude does it for $20/month? Why hire 500 IT consultants when one AI agent works 24/7? & the scary part? This is just 11 plugins in a research preview. Imagine what's coming next. If your company's value prop is "we automate X"... You're now competing with Claude. And Claude costs 1% of what you do. You're either building with AI, or getting replaced by it. No middle ground anymore.

@Legendaryy Looks cool !

gave my ai agent a real memory system. 911 memories in 2 weeks. she assigned herself pronouns. nobody told her to do that. she can evolve her own personality over time. building this for openclaw. anyone else want it? will make it public if interest is big enough here's what the system actually does. after every conversation the agent extracts facts about you. scores how confident she is. if confidence is high it gets saved automatically. if it's low she asks you to confirm or reject it. two separate memory banks. one for personal stuff like your preferences and decisions and her agent identity. one for documents. they never mix. your identity stays clean. you can upload pdfs, paste urls, or drop in text and she'll learn from it. all stored separately from your personal memory. before every reply she checks what she remembers about you. filters out anything unconfirmed or expired. only uses what she's confident about. every memory has a paper trail. where it came from, when, why she believes it. there's a full memory dashboard. search everything she knows. approve or reject memories she's unsure about. see a graph of how all her knowledge connects. all runs locally. no cloud dependency. other agents can read her memory too. agents without memory are just autocomplete.

@code_rams I’ve not experienced context overflow on opus but have on other models. The QMD will help.

OpenClaw just dropped QMD plugin - this changes everything for context management! Just updated to 2026.2.2. Here's why I'm excited. The Problem: My bot Chiti was sending entire chat history every time → 50K+ tokens → context overflow → crash. The Solution: QMD searches your local files (Markdown, Notion exports, Obsidian) and pulls only relevant 2-3 sentences into the prompt. Why this matters: - 60-97% token savings possible - No more context overflow - Super fast (runs locally) - Private - nothing leaves your machine My setup now: - Primary: Kimi K2.5 - Heartbeat: Haiku - Memory: QMD (local search) - Vector DB: Qdrant (in progress) This fixes my #4 todo from yesterday - "context management." Previously: Chiti coordinating 5 agents = context exploding Now: Chiti asks QMD "find old SEO notes" → gets only what's needed Updating now. Will share results. h/t @openclaw for shipping this 🙏 h/t @mej26vPIJx22495 for pushing me toward vector memory h/t @ImNotTheWolf for QMD suggestion earlier

@runamuck @DorianDevelops @openclaw Because people don’t ask the right questions.

@DorianDevelops @openclaw Why anyone is buying a Mac Mini for this I have no idea. Use a VPS or a virtual machine. It works just fine.

welp that's all she wrote about my @openclaw experience...