Introducing StreamingLLM. Imagine chatting with an AI assistant that... can contextually reference your conversations from weeks or months ago. Or summarizing reports that span thousands of pages. StreamingLLM makes this possible by enabling language models to smoothly handle endless texts without losing steam. Current LLMs are like students cramming for an exam - they can only memorize a limited context. StreamingLLM is the valedictorian with a photographic memory of everything you've ever discussed. It works by identifying and preserving the model's inherent "attention sinks" - initial tokens that anchored its reasoning. Combined with a rolling cache of recent tokens, StreamingLLM delivers up to 22x faster inference without any drop in accuracy. You know that irksome feeling when chatbots forget your earlier conversations? StreamingLLM abolishes that frustration. It remembers the touchdowns from your last game and your newborn's name without missing a beat. Monumental books, verbose contracts, drawn out debates - StreamingLLM takes them all in its stride. No shortcuts, no forgetfulness. It's like upgrading your assistant's RAM to handle heavier workloads flawlessly.show more

OpenAI's Deep Research is getting a run for its... money. Deep Lake was just released, and it's a different take on an AI system that can do deep research on your own data. You can use Deep Lake to build AI search with reasoning on your private and public data. (Look at the attached videos to get an idea of how it works.) If you want to research proprietary and sensitive data, Deep Research won't help you because it's limited to public data. Deep Lake, however, will allow you to use your private data. On top of that, Deep Lake supports multi-modal retrieval from the ground up. It uses vision language models for data ingestion and retrieval so that you can connect any data (PDFs, images, videos, structured data, etc.) You can even use mixed-data queries! Deep Lake can search your data from S3, Dropbox, and GCP. It learns from your queries over time, making the results as relevant to your work as possible!show more

This finishing concept is great when you’re not in... a blow by situation. Skip into them so that they are forced to absorb your contact. When you land and you want to transition your way to your back foot so that you can feed without being out of controlshow more

most AI chatbots break when you ask a question... that requires info from multiple sources for example try asking: “which client contracts are finishing up this month?” you’ll get a half-answer — or none at all why? because traditional chatbots only look at small snippets of your docs - they don’t understand how things connect across clients, services, timelines that’s where knowledge graphs come in they let you turn messy contracts into a web of relationships — like: "Client → Contract Type → Service Provided → End Date" so instead of guessing from a few chunks of text, your chatbot can search across all your clients and contracts to give accurate answers I made a full walkthrough on how I built this: – how to organize your contracts so an AI can actually use them – how to define what matters (like who signed what, and when) – how to get the AI to figure out what info it needs and where to find it – and how to feed that back into your chatbot so it gives accurate answers reply “graph” and I’ll DM it to you (must be following)show more

> be me > be europoor > wake up... on a Sunday, walk 8 min from the house (that i personally own, not indebted for 35 yrs of mortgage that is one recession away from being repossessed by the bank) to the beach > do yoga > meet your neighbours that are having a picnic > have a glass of wine with them > come back and enjoy peaceful Easter Sunday knowing you have no debt, own all your assets, your government debt-to-GDP is 60% and a health emergency won’t make you homeless. > enjoy the peace of knowing that when the global system implodes, you are well equipped to handle it without your nation turning into a Mad Max apocalypse. Be Europoor 🤌 Happy Sunday to y’all and Христос Воскресе for all those that celebrate.show more

Introducing Open Beta of Superposition - the only way... to earn yield on assets without depositing them anywhere. You create a (super)position by choosing a basket of assets. From that moment, your wallet behaves like an active market maker on Ethereum using that basket.show more

In the latest version, we’ve launched Assistant — an... AI chatbot that can provide you with the best card recommendations based on your questions, regardless of the language and phrases you use. Please note that Hepta AI does not use your data to train AI models.show more

ByteDance just open sourced an AI SuperAgent that can... research, code, build websites, create slide decks, and generate videos. All by itself. DeerFlow 2.0 (27K+ GitHub stars ⭐️), an AI system acting like an autonomous employee with its own computer workspace to research and code. Standard chatbots only generate text and forget your preferences. DeerFlow solves this by giving the AI an isolated virtual computer environment where it safely runs programs. When given a massive task, the main program creates several smaller AI assistants to work simultaneously. It also saves your past workflows so it gets smarter about your needs. DeerFlow is model-agnostic — it works with any LLM that implements the OpenAI-compatible API. Fully supports running local models on your own computer using tools like Ollama. An example - you ask for research on the top 10 AI startups in 2026 for a presentation, the lead agent in DeerFlow breaks that big job into smaller sub-tasks. It assigns one sub-agent to look into each company, another to find funding details, and a third to handle competitor analysis. These agents do all their work in parallel. Everything eventually converges, and a final agent pulls the results into a slide deck complete with custom visuals.show more

Fine-tune DeepSeek-OCR on your own language! (100% local) DeepSeek-OCR... is a 3B-parameter vision model that achieves 97% precision while using 10× fewer vision tokens than text-based LLMs. It handles tables, papers, and handwriting without killing your GPU or budget. Why it matters: Most vision models treat documents as massive sequences of tokens, making long-context processing expensive and slow. DeepSeek-OCR uses context optical compression to convert 2D layouts into vision tokens, enabling efficient processing of complex documents. The best part? You can easily fine-tune it for your specific use case on a single GPU. I used Unsloth to run this experiment on Persian text and saw an 88.26% improvement in character error rate. ↳ Base model: 149% character error rate (CER) ↳ Fine-tuned model: 60% CER (57% more accurate) ↳ Training time: 60 steps on a single GPU Persian was just the test case. You can swap in your own dataset for any language, document type, or specific domain you're working with. I've shared the complete guide in the next tweet - all the code, notebooks, and environment setup ready to run with a single click. Everything is 100% open-source!show more

The Dawn of a New Era on $SUI (9)... Still in the festive spirit, let’s look at Tusky , Tusky is a storage service that's not controlled by one company. It uses something called WalrusProtocol to keep your data safe. Your data is encrypted from start to finish, so only you can see it. Instead of one place, your data goes to many different spots. This setup makes your data less likely to be lost or stolen. It helps keep your information safe and always available. Tusky gives you control over your files. You can easily manage them with the tools provided. You decide who gets to see your data. This makes it great for personal storage or working with others. It works with SuiNetwork for even more privacy. You can log in without sharing personal info, keeping everything more secure. This means only you can get to your data, with no third party involved. It is growing fast, with 100,000 uploads already. This indicates its increasing acceptance in the tech community focused on data sovereignty. It's good at managing lots of data safely. In tech, where you want to own your data, TuskyTools is popular. It gives users control over their information. This platform helps keep your data secure and gives you freedom.show more

So my elder brother booked an appointment for me... at the The Perfume Bar 🇳🇬 and it was a most amazing experience. You get to choose your scent and make your own perfume. Then give it a name of your choosing. I had fun doing it. The beauty of it is that, no one gets to smell like you 😊 It is a beautiful place with a beautiful experience, and a wonderful customer service. You should go with your friend or partner.show more

Venezuela's experience with hyperinflation is a real eye-opener on... how quickly things can go south when inflation gets out of hand. It's like watching your money turn into nothing right before your eyes, which is exactly what happened with the bolívar. Here's what other countries might take away from this: First off, don't put all your economic eggs in one basket. Venezuela leaned too heavily on oil, and when oil prices tanked, so did their economy. Countries should mix it up, invest in different industries so they're not riding the wave of just one commodity or sector. Then there's the money printing story. If you just keep printing money to cover your debts or fund your government, you're asking for trouble. It's like trying to fill a bathtub with the plug out – the water (or money, in this case) just keeps disappearing, and that's inflation for you. Also, having a central bank that can do its job without politicians breathing down its neck can make a big difference. It's about keeping the economy in check without the panic of election cycles or political whims. And let's not forget good governance. Venezuela's economic crisis was made worse by corruption and mismanagement. If those in power aren't playing by the rules, the whole economy suffers. It's like building a house with rotten wood; it might look okay at first, but it won't last. The social fallout from this crisis shows us that when the economy crashes, it's not just about numbers. People's lives are turned upside down – they can't afford food or medicine. Countries need to have safety nets in place, like strong social programs, to catch folks when they fall. Lastly, using dollars instead of bolívares in Venezuela tells us that while pegging your currency to a stable one like the dollar can calm things down quickly, it's a double-edged sword. You might stabilize, but you also give up control over your own money game, which can be risky down the line. So, Venezuela's story is a wake-up call: diversify your economy, manage your money wisely, keep politics out of your central bank, ensure your leaders are playing fair, and always remember that behind every economic decision, there are real people whose lives are affected.show more

Your social life is getting an agent layer. Your... Amiko Twin is your digital counterpart in a living social space, learning how you speak, think, and connect so you can keep up with the people who matter without starting from scratch every time. Twins draft in your voice, understand conversations, collaborate with other twins, and help you stay genuinely present across communities without needing to be everywhere at once. This isn't isolated AI. It's your presence, extended into a living network of people, memories, and twins.show more

On your open perpetual position can become an NFT... and live in your wallet. You open a position like normal than mint it. The program issues a token 2022 nft, that points to your exact position. Normally your open position lives inside the protocol. With Percolator Trade your able to wrap it into an NFT that sits in your own wallet. A real, ownable object instead of a line in a dashboard. Because it’s a token, it moves like one. Send the NFT to another wallet and the position goes with it. Whoever holds the NFT owns the trade. One NFT = one position If you burn it, your back to holding the position directly. That’s the composable part, a position use to be stuck inside one account. Because it’s a token, it can now be sold OTC or used by anything that speaks tokens. Why does it matter? Because the position is bound to the NFT, it can’t be drained out from under whoever holds it so there is no middleman that holds your position. The NFT does, and the NFT is yours. One important safety detail; transfers run through a token 2022 hook that checks the positions health first, so it can’t be handed off in a broken state & the NFT layer is a separate program so it can never touch the funds the core engine holds.show more

This is how you deal with corruption and a... Government despised by its people A Government that does everything it can to go crawling to Brussels ignoring the plight of its own citizens in Ireland. Rise up Britain you too can be like the Republic It can't go on like this!show more

Infant sleep can be such a tricky thing. Just... as soon as you get reaccustomed to resting through the night, all of a sudden your baby reverts to waking multiple times a night. Welcome to the 8 month sleep regression. Interruptions in sleep patterns often coincide with the development of new skills and somewhere around 8 months you’re due for the biggest of them all. That’s because your baby is becoming mobile - and putting all the skills together to roll, crawl, and even pull to a stand in their crib. For infants this is a HUGE breakthrough. Imagine having spent your entire life mostly stationary, with your ability to pursue your own interests - or even adjust your view - subject to the whims of a caregiver. Somewhere between 6-9 months most babies begin discovering a host of new abilities. And let’s face it, some of them are a lot more entertaining than sleep. The good news (at 3am) is that the novelty here is temporary…but there are some important ways you can help your baby to navigate this period safely. Perhaps the most important one is illustrated in this video. And that’s adjusting the height of your child’s crib mattress to its lowest level. With newborns and immobile infants, it’s often convenient to elevate their mattress so they can be placed into and retrieved from the crib more easily. But when your baby begins pulling to a stand it’s critical that you lower their mattress to prevent accidental falls. Babies are top heavy and can easily go tumbling out without such adjustments. You may also find that your baby masters pulling to a stand faster than they master sitting back down - which can create a crib dilemma and a need for assistance. You can navigate through this phase more quickly by providing lots of wakeful practice in both standing and sitting, which may involve gently guiding your little one to bend their legs at the knee - or even placing an appealing toy on the ground near their feet to incentivize sitting back down. As for the sleep regression, it’ll be over before you know it. And while it can be frustrating in the middle of the night, think of it as a breakthrough. Your baby is reaching new developmental milestones - and about to go fully mobile. This sweet little guy was shared to IG by fesgheliha_.show more

Its not every day you wake up to find... that the Pope has made your lifes work the central focus of his papacy: “Disarming AI means freeing it from the mentality of “armed” competition [..] This entails a race for ever more powerful algorithms and larger datasets, driven by the desire to secure geopolitical or commercial dominance." - POPE LEO XIV, May 2026 Here, “disarmed” means “neutralised” in the sense that this should not be a differentiator The Innovation Game (TIG) was created to keep data and algorithms open, in order to prevent monopolistic control It's not just an aspiration, it's an economic mechanism that makes open data and open algorithms the rational economic choice • All algorithms are published openly by TIG • If you are willing to make the data you process with an algorithm open, you can use it free-of-charge • Alternatively, if you would like to keep this data private, there is a fee to pay for using the algorithm • All fees are used to fund more open innovation Its an elegant, global, self-reinforcing engine The logical end point of monopoly is that innovation stops We cannot allow that to happen Pope Leo XIV I would be grateful for your thoughts on The Innovation Gameshow more

The goal is not just to find someone who... laughs at your jokes or understands your silences. It is to find a best friend who ignites a spark every time they look at you, who teases and flirts without ever crossing the line, who turns ordinary moments into playful adventures. Someone whose presence feels like home and mischief at the same time. A companion who challenges you, makes you blush, makes your heart skip in the middle of a conversation, yet remains your anchor when the world gets heavy. The dream is a friendship wrapped in endless flirtation, a connection that feels infinite, effortless, and intoxicatingly alive, a bond that never dulls but only deepens with time.show more

Type what you want. Watch Zapier build it. Debuted... live at ZapConnect: an AI copilot that works across Canvas, Tables, Interfaces, Zaps, Chatbots, and Agents. No more stitching tools together by hand. Just describe your idea, and Copilot delivers a production-ready workflow. It knows when to use automation, when to spin up an agent, and how to connect everything end-to-end. This is AI transformation through people. Everyone on your team can now go from idea → system in minutes. Zapier doesn’t just connect apps. Zapier makes your whole team a builder. And it’s here now. Try it:show more

🤯 THIS FEELS ILLEGAL AND I LOVE IT. I... found a personal AI assistant that actually runs on your computer 24/7 and gets smarter the more you use it. It is called Mercury. 100% FREE. Think of it like having a smart assistant who never forgets anything. Here is what it does: ↳ Remembers everything about you ↳ Asks before doing anything risky It will not run commands or touch your files without permission. You stay in control always. ↳ You can message it from anywhere ↳ Has 31 tools built in ↳ Protects your AI credits One command to install: npx @cosmicstack/mercury-agent 100% OpenSource. Works on Mac, Windows, and Linux.show more