Meet DynaVap's heaviest hitter 😤 The HyperDyn: massive rips,... zero batteries. • 0.25g Big Bowl chamber • Medical-grade titanium build Built for big sessions👇🌿show more

Good to meet with Premier Danielle Smith today in... Edmonton. The Premier and I are focused on getting big things built here — to empower Albertans and build greater prosperity for all Canadians.show more

The all new Vudu 4-12x36 super short riflescope delivers... first focal plane precision, rugged aircraft-grade durability, and seamless low-to-high magnification—packed into a ridiculously short 7.1” platform built for modern rifle systems. Big capability with zero compromise. Available Q2. #EOTECHshow more

Is this South Africa's best-kept automotive secret? ​Meet the... Brandt BRV—a 100% independent, family-owned commercial workhorse built right in Bloemfontein! ​Why it’s a local masterpiece: ● ​100% Homegrown: Hand-assembled by 41 Free State artisans 🇿🇦 ● ​Unbreakable: Zero plastic bumpers—just 1.6mm to 10mm structural steel ● ​The Power: Heavy-duty Cummins turbodiesel engine 🦁 ● ​Scaling Up: Factory expanded to build 20 units a month! ​👇 BIG QUESTION FOR MZANSI 👇 Should the government step up with funding and relaxed regulations to help local heroes like Brandt become SA’s first true mass-market vehicle manufacturers? Or should we keep backing foreign brands?show more

Came across a prospect that, based off Panini Senior... Bowl summer grades, we must like far above early media stuff and it's UCLA Football DT #93 Jay Toia. If you want to see him at his best, checkout Arizona tape. There were plenty of 𝙜𝙧𝙤𝙬𝙣-𝙢𝙖𝙣 𝙧𝙚𝙥𝙨, like this👇one, in that game. Sheesh! 😳 Toia (6021v, 338v, 33 1/8 arm, 10 hand) is best suited for 1-tech than true zero NT because he has more disruptive upfield quickness than most massive two-gappers his size. Luring JayToia back out of the portal recently was big-time for new Bruins HC DeShaun Foster. Lookout of this guy, Big Ten O-linemen! #TheDraftStartsInMOBILE™️show more

Seedance 2.0 is coming to Elser AI 🎬 Early... access → This isn’t just an update. It’s a studio-grade AI film engine upgrade. • Multi-shot storytelling • Long-form character consistency • Native audio-visual generation • Multimodal input + in-model editing • Advanced motion synthesis Built for real cinematic AI filmmaking. Big shift 👇 UNLIMITED 2-Year Creator Plan — 87% OFF One subscription. Seedance 2.0 + Kling 3 + Nano Banana Pro + Veo 3.1. If you’re serious about AI anime & cinematic storytelling — this changes the game. Early access →show more

HUMANITY'S TALLEST MIDDLE FINGER TO PHYSICS Starship towers over... every rocket ever built, a four-hundred-foot testament to engineering arrogance. The chart reveals absurdity: humanity's launch vehicles evolved incrementally for decades, then Elon decided to build a skyscraper that flies. Not content with mere gigantism, he made it reusable. Not satisfied with reusability, he catches it midair with robotic chopsticks. This isn't iteration; it's derangement disguised as progress. Every aerospace engineer who said catching falling skyscrapers was impossible was correct by conventional standards. But conventional standards don't reach Mars. The delusion required to attempt this matches the ambition required to succeed. Starship's scale reveals the engineering philosophy: make it so big that failure becomes mathematically improbable. Need more payload? Build bigger. Need more fuel? Build bigger. Need to colonize Mars? Build something so massive that physics itself must negotiate. Sometimes progress requires refusing to acknowledge limits exist. Source: Tesla Owners Silicon Valley / winespring 🚀✨show more

China just took AI infrastructure underwater. The country has... reportedly launched a wind-powered underwater data center near Shanghai, designed to cool AI servers using seawater instead of traditional cooling systems 🌊🤖 Around 2,000 servers are said to be sealed inside submarine-grade modules, helping reduce land use, water consumption, and cooling energy. The project is powered by offshore wind and built for AI workloads, big data, and large-scale computing. Why it matters? AI is creating massive demand for electricity, cooling, and infrastructure. If underwater data centers prove reliable, they could become a new way to scale AI while using less energy. But the challenge is huge: corrosion, maintenance, sea conditions, and long-term reliability still need to be proven.show more

No surgery. No wires. No brain implant. A retainer... that controls your iPhone with your tongue. This is MIT's 0.7mm answer to Neuralink. The startup Augmental built a device called the MouthPad. Founder Tomás Vega designed it as a dental-grade smart retainer. It sits on the roof of your palate. A capacitive trackpad reads tongue movement as input. Users swipe, tap, and type completely hands-free. The device runs about 9 hours per charge. Augmental reports 100+ users already deployed in the field. Neuralink requires skull surgery to read brain signals. This approach grants similar independence with zero medical risk. It serves people with spinal cord injuries and paralysis. Sometimes the smartest answer skips the operating room entirely. QUESTIONS: Where else do we reach for surgery when simpler tools exist? What makes assistive tech go from clever demo to daily lifeline? Leave your thoughts and comments below 👇 --- 🎁 Join 10,000+ others who learned gamification for FREE: ♻️ REPOST to inspire your community And FOLLOW Yu-kai Chou for more content like thisshow more

llama.cpp isn't just for text LLMs anymore. Pure C++... zero shot voice cloning just officially landed in mainline. Text generation was only step one. If you’re building autonomous local AI agents, real time voice assistants, or edge workflows, instant low latency audio is the missing piece. Thanks to PR #26254, Alibaba’s state of the art Qwen3 TTS model family is now natively supported directly inside the llama.cpp repository under the multimodal (mtmd) framework. No Python bloat. No massive PyTorch CUDA overhead. Just raw, hyper optimized C++ running GGUF voice weights. Here is why this native update is a massive deal for the open source local AI stack: # Multimodal Architecture (.gguf + mmproj) Qwen3-TTS splits the workload between the base language model backbone and a multimodal projection adapter. llama.cpp handles this using the llama-tts binary, mapping the text model alongside its --mmproj projector to process audio tokens seamlessly. # Zero Shot Voice Cloning in Seconds You don't need fine tuning or massive dataset training. Feed the C++ engine a single 5 to 10 second .wav audio sample using the --tts-speaker-file flag, and it accurately clones the exact timbre, tone, and accent on the fly. # Real World T4 GPU Benchmark & Resource FootprintRunning the 1.7B Base model in 8-bit quantization (Q8_0): - VRAM Footprint: ~7 GB peak VRAM during active zero-shot cloning. - Audio Quality: Studio grade, natural-sounding voice output in seconds. • - Execution: Direct execution via native compiled binaries or sub process calls. # Coming Next to llama-server (PR #26603) Beyond CLI execution, a native POST /tts HTTP endpoint is currently being added to llama-server, which will soon allow you to trigger voice generation directly via standard REST API requests! # quick note on Colab compilation: Because this code was merged into mainline very recently, pre-built third-party binaries haven't fully caught up yet. Compiling llama-tts directly from source on Google Colab's free CPU instance can take about 1 hour (or ~1-2 minutes if targeting single GPU arch like -DCMAKE_CUDA_ARCHITECTURES=75). Be patient during the build step, or compile it locally on your own rig for instant execution! To test this out yourself, I built a zero config Google Colab notebook that compiles llama.cpp, downloads the Q8_0 GGUF files from HuggingFace, and spins up an interactive Gradio Studio UI so you can record/upload 3 second clips and clone voices in real time. Stop sleeping on native C++ audio. The era of bulky Python audio pipelines is officially over. Links to the free Google Colab notebook and the official ggml org GGUF HuggingFace model repository are in the replies below! available in q4 and q8 both variants, 1 GB and 1.85 GBs respectively (requires additional ~500MB mmproj gguf) Are you building local voice agents yet? What does your current audio stack look like? Drop your setups below!show more

My Other Automatic Gate Opener — 21 Years in... the Making The farm truck rolls up to the big metal gate. A proud Kentucky gentleman leans out, grinning at his daughter riding shotgun. Dad (with a warm laugh): “Alright, show ‘em how it’s done. This right here… this is my other automatic gate opener.” His daughter — born in 2005, now a grown young woman — hops out with confidence. She strides over, swings the heavy gate open smooth and strong, the kind of motion that comes from years of doing it. Dad (voiceover as the camera follows): “I got this model back in 2005. Installation was the easy part — she came with the best smile in the county. It took her about two and a half years before she could reach the latch on her own, but once she did… game changer. Best investment a man could ever make. No batteries needed, no remotes, just pure farm-raised determination and sweet tea.” She latches the gate open, turns back with a big smile and a thumbs-up. Dad (chuckling): “Zero maintenance, runs on sunshine and hard work, and she still closes it without being asked most days. Folks drop thousands on fancy automatic openers… me? I raised mine.” She climbs back in the truck. Dad gives her a fist bump as they drive on through. Dad (softly, to her): “Best helper — and best daughter — a man could ask for.” Wholesome Kentucky farm life at its finest — real, heartfelt, and built to last. 🇺🇸🚜❤️show more

🚨 CHINA JUST BUILT THE WORLD’S FIRST CONSUMER FLYING... BOAT — AND IT DOESN’T NEED A RUNWAY OR A MARINA. Meet the WaveFly 5X by Navee. It’s a wing-in-ground effect (WIG) craft that skims just centimeters above the water, using the aerodynamic cushion between the wing and the surface to fly with far less power than a normal aircraft. This is the first time this bizarre Cold War Soviet technology (the famous “Caspian Sea Monster” ekranoplans) has been turned into a personal vehicle for regular people. Why this matters: • Top speed: 85 km/h (53 mph) • Range: up to 80 km (50 miles) • Carries 1–2 people + 140 kg payload • Takes off and lands on water no runway, no marina required • Built with aerospace-grade carbon fiber and a tandem dual-wing design The deeper implication: For decades, WIG craft stayed trapped in military experiments and giant prototypes. Now a consumer company has shrunk the concept into something you could theoretically keep at a lakeside house. It sits in a strange new category: faster than a boat, but operating where normal aircraft can’t easily go. Bigger players are already moving in Singapore’s AirFish 8 is targeting commercial passenger service in 2026, and U.S. startup Regent is building a 12-seat electric version. The WaveFly 5X is the smallest and boldest signal yet that low-altitude, water-skimming mobility might actually go mainstream. The big remaining question is noise. Early footage suggests it’s loud. If that gets solved, this could become the ultimate weekend toy for lakes and calm coastal waters. Would you actually buy one of these if the price lands around $100k and the noise gets fixed? Follow for more wild personal mobility and next-gen transport tech.show more

Thrilled to unveil Youmio, our new brand identity that... represents the next evolution of what we’ve been building. Agents are the biggest technological leap since the internet, destined to transform crypto, games, and entertainment. With Youmio, we are shaping the agentic era, where agents learn, play and entertain in revolutionary ways. 🚀 So far, 2D entertainment and social media agents dominate the market. 3D agents are rare, requiring advanced AI and game engine skills. Yet 3D agents, especially those in game engines, unlock groundbreaking opportunities. Time to unleash them. Youmio empowers anyone to create and deploy valuable agents that are on-chain, cross-platform and ready for 3D worlds. Here’s how: ⭐️ Youmio Agents Youmio Agents lets anyone design and personalize 3D agents, equip them with powerful agentic capabilities, interact with them in unique ways and trade seamlessly within a cross-platform browser experience. 🕹️ Youmio Worlds Previously known as Today The Game, Youmio Worlds is a petri dish AI simulation where users build & co-inhabit beautiful, living 3D worlds with autonomous agents. Build dynamic worlds where players interact with intelligent agents, manage resources and participate in a player-agent marketplace. Ancient and Mythic Seeds are the most powerful entry points into the Youmio Worlds ecosystem, generating rare and beautiful worlds that unlock unique opportunities. 📡 Interoperable 3D Agents With Youmio, you’re not limited to our ecosystem. Using our API, developers can integrate Youmio agents into other experiences built in Unity and Unreal. On top of this, agents from other frameworks can also join Youmio, creating a truly interconnected metaverse. 🎭 Welcome to Limbo Meet Limbo, the first AI agent built using Youmio tech. Paired with the power of Youmio Worlds, we’re creating the Limboverse - a unique AI Big Brother setting where Limbo and your favorite and most valuable agents coexist in an ever-evolving, narrative-driven environment that you, the audience, will shape. $LIMBO is the most powerful entry point into the Limboverse and will be stakable on the Youmio Agents platform for unique rewards. Thanks for reading everyone and thanks for being on this amazing journey with us.🌱show more

This week’s theme was distribution: Solana rails kept reaching... more users, markets, and institutions. Meta added USDC payments on Solana for creators, Korea’s largest card issuer picked Solana for stablecoin payment infrastructure, and RWA value crossed $2.5B. Accelerate USA kicks off in 2 days. Big week ahead. 📰 Headline News - Meta added support for USDC payments on Solana for creators in Colombia and Philippines - South Korea's #1 card issuer Shinhan Card signed an MOU with Solana Foundation to build stablecoin payment infrastructure - Solana hit a new ATH in its RWA ecosystem by crossing $2.5B in total value 📰 Launches - MEGA from MegaETH and CHZ from Chiliz - The Sports Blockchain went live on Solana via - Solflare - The Solana Wallet added Fast Crypto Buys, allowing instant wallet funding through Apple Pay - OKX established Agent Payments Protocol for autonomous AI commerce - MoonPay 🟣 unveiled MoonAgents Card, a virtual Mastercard for AI agents - HumidiFi debuted Aquarium, a transparent market making engine designed to deepen liquidity and tighten spreads - BAM launched its inaugural Maker Priority plugin for deterministic prop AMM execution - fomo (now @fomo) extended its trading platform to desktop with fomo web - BULK executed its largest platform upgrade, adding sub accounts, native multisig, and isolated margin - Axis initiated its closed beta, empowering users to build custom ETFs - Seeker | Solana Mobile crowned the winners of its largest hackathon yet - NODIT expanded its Datashare service to Solana to deliver enterprise grade indexing - Squads published three open source tools for Squads Protocol v4 - Ranger wrapped Build A Bear Hackathon, selecting six teams to compete for $1M vault TVL seeding - Bench opened its prediction market discovery platform to the public - Ride activated its conviction markets beta to operate as an onchain prop firm using treasury funded futarchy - Perena overhauled its portals to deliver faster performance and a cleaner UX - teamed with PreStocks to offer zero fee, 24/7 retail access to pre-IPO shares - Coinbase AM launched CUSHY, a tokenized stablecoin credit fund via Superstate - CALLSHOT deployed Callshot Football PvP sports fantasy platform - THEA brought its predictive AI inference network onchain by tokenizing it on Solana for risk markets 📰 Milestones - Collector Crypt reported $165M in monthly volume and $85M in revenue - Poll surpassed $1M in all time wagered volume - phygitals hit $200M in GMV Artwork by Tainaker🌱 🔥show more

Here is a detailed list about why $SHIDO is... the biggest gem of this bullrun 💎 Don’t be shocked, all of this, and actually under 4m MC. ⚠️ All the things in this list are LIVE. Not in the building phase, ALL of it has been delivered. 🔹The Blockchain - Dual VM Layer 1 PoS (EVM+WASM) - EVM Smart Contracts - Infinite Scalability, 13k TPS - Sub 1sec Time to Finality - 20M Blocks with ZERO downtime - Audited by Zokyo Security - 30+ Validators - Native & EVM block Explorers 🔹 The Native Permissionless DEX - Has Multiple Aggregators - Perfect Audit Score by Zokyo 100/100 - Native Shido Pools - Staking for projects on Shido - Earn by providing Liquidity on Native Pools - Shido Dex reward token (BIG UI update coming really soon) 🔹 The Native Bridges - Interact between Shido Network & others - Stablecoins only for improved Security - Native integration of USDC & USDT - Supports ETH BNB Base ARB & AVAX - Audited by Leading Security Firm - Built with the assistance of Wanchain for expertise 🔹 The Native Wallet - App available on Apple & Google Stores - APK available for Android - Native Dex integrated - Big update coming in the future to improve performances & integrate the governance modules & much more 🔹 IBC Shido - Internet of Blockchains - Access to over 30 other IBC-Blockchain networks - IBC offers Enhanced Security - Unlocks Keplr + Cosmostation - Can trade tokens & provide Liquidity across different Chains - Access greater liquidity ecos - Cross-Chain DeFi & DApps - Trade on Osmosis DEX - Access to Cosmos Hub Eco 🔹 Burn Per Transaction - Hard-Coded in to Burn Shido - Burns both Base & Priority fees - Access a live Burn Dashboard - Burns removed Permanently from Circulation 🔹 The Integrations & Listings - Chain & Dex fully integrated on CMC - Chain & Dex fully integrated on Coingecko - Chain & Dex fully integrated on Dextools - Integrated on DefiLama - Integrated on GemPad Launchpad - Listed on Mexc (Chain-Integrated) 🔹 The Community Builders ▪️Dexhub - Equivalent to CMC for Shido ▪️WenMint - 1 Click to launch a token on Shido & Automatically Audited ▪️Shido Fantasy League - Unique competition format that rewards both projects & the community for active engagements. ▪️Shidokid - Token Vault, Factory & NFT Marketplace & various Smart Contract Utilities ▪️Kuzino AI - Institutional Grade Analytics Trading Tool with Deep Market Intelligences. 🔹 Partners and Exposure - Victus Global (VC) - Growthy (Marketing & community growth) - Weekly Shido Spaces with Bjorn CEO - Multiple Spaces per week everywhere on X - Organic community - Community Content Library - Community Live X Spaces has been building for more than 3.5 years & delivered everything on tech. Go here for an interactive eco scope -show more

I think I've stumbled onto the future of building... startups. It wasn't supposed to happen this way. It's 2 AM. I'm editing a podcast, questioning every life decision that led me here. I've already burned through hundreds of thousands on this thing since 2021. Zero monetization. Just burning cash. My business partner's probably thinking I've lost it. We're juggling 6 businesses, and here I am, playing wannabe Joe Rogan. Then it hit me. Not during the podcast. In the darn comments section. I start sorting comments by "contains question" using this AI creator tool called VidIQ. "How do you validate ideas?" "What tools do you use?" "Can you dive deeper on XYZ topic?" These questions keep popping up. Over and over. That's when the lightbulb went off. What if I could turn this into a lead magnet machine? Find questions. Answer them with free stuff. Rinse. Repeat. I team up with Design Scientist to crank out 2 lead magnets a month. (Tried doing it myself first. But it was hard lol) We start pumping out things like "6 Tools I Use to Find Startup Ideas." Suddenly, I'm drowning in subscribers. 10,000 to 20,000 a month. On autopilot. Now, you're probably thinking, "Cool story, bro. But how's this a big idea?" Clarity of what to build is probably one of the most valuable ways to build products people want. You have to understand a niche's problem better than they even know them. Problem: what's the roadblock keeping founders stuck? Segment: group these founders by their specific obstacles. Product: build the bridge that gets them over their hurdle. I use ConvertKit like a scalpel, dissecting these segments. Not by age or location. By the problems they're desperate to solve. Suddenly, I'm staring at a treasure map of founder pain points. And that's when you can build startups to solve their problems. Instead of being a lead factory, you become a startup factory. You use tools like v0/replit/cursor to prototype like a madman. And it makes your life less stressful as a founder. Because you know people are lined up to buy the products. I'm so convinced this is the future of startup building, I've bet $1M+ of my own cash on it. Building startups to solve people's problems. And cool part is this blueprint can be replicated in any niche. The best SaaS ideas aren't in some Silicon Valley incubator. They're hiding in your "free" content. Think of it like this (Isenberg's formula?): (Engaged Audience) x (Targeted Lead Magnets) x (Problem-Centric Segmentation) = Product-Market Fit on Demand Here's the step-by-step: 1. Use AI/software to categorize every single audience interaction by problem type. Build a heat map of pain points. 2. Create ultra-specific lead magnets for each major problem cluster. Think "5-Step Framework for Validating SaaS Ideas" not "Generic Startup Guide". I also use free communities as lead magnets. 3. Forget demographics. Segment by the problem they're trying to solve. Use ConvertKit to build dynamic segments that would make Zuck jealous. 4. Use AI to build rapid prototypes for top problem clusters. Test with your segmented lists for instant feedback. Your next cash-flowing business is probably stuck in a comment somewhere, just waiting for you to notice it. I accidentally built a startup factory at 2am. Happy I did. Sharing in case this is useful to anyone out there. The future of startups: 1. Be a content factory 2. Be a lead factory 3. Be a startup factoryshow more

🚨 THE DINAR MOMENTUM IS BUILDING FAST: HISTORIC CURRENCY... SHIFTS IN IRAQ & VIETNAM 🚨 A massive wave of geopolitical and financial developments has occurred, marking what is being called the most significant real-time movement in the currency investment landscape in over 15 years. In their latest update, ( see below 👇) Stephen Campolo and Thom Sieloff brake down the recent major updates regarding the Iraqi 🇮🇶 Dinar and Vietnamese 🇻🇳 Dong. Here is the essential information you need to know: 🇮🇶 IRAQ BREAKS A 23-YEAR STREAK: * Government Formed: Al-Zedi has officially been confirmed as Iraq’s new Prime Minister, and his cabinet has successfully received a vote of confidence. * Constitutional History Made: For the first time in 23 years, Iraq 🇮🇶 met its strict constitutional deadline to form a government instead of delaying the process. This signals immense behind-the-scenes momentum. * U.S. Guidance & Anti-Corruption: Prime Minister Al-Zedi has explicitly stated his mission to eradicate Iranian 🇮🇷 corruption from the banking sector. The U.S. administration is reportedly actively guiding the selection of ministers to ensure structural compliance. * Central Bank Shakeup: A surprise candidate is on the radar for the new Central Bank of Iraq (CBI) governor—the most pivotal role responsible for ultimately setting currency rates. 🛢️ THE HYDROCARBON LAW (HCL) BREAKTHROUGH * Erbil and Baghdad have finally reached a general consensus on the long-stalled Hydrocarbon Law, which has been frozen in negotiations since 2007. * The HCL is designed to distribute oil revenues evenly to all Iraqi citizens. This agreement is widely viewed as a foundational catalyst directly linked to unlocking the currency's real effective exchange rate. 💰 IMF LOANS & RESERVES STRATEGY: * Iraq 🇮🇶 is actively communicating with the IMF regarding a potential loan. To qualify, Iraq must meet stringent international financial and transparency requirements. * Though oil income temporarily dipped due to regional tensions near the Strait of Hormuz, Iraq 🇮🇶 remains the number two producer in OPEC, meaning its revenue stream is positioned to skyrocket once stability returns. 🇻🇳 VIETNAM’S PARALLEL EXPANSION * Dong Momentum: The Vietnamese Dong is testing 52-week highs against the USD as the country aggressively pushes for an investment-grade status upgrade. * Emerging Market Upgrade: FTSE Russell is publicly acknowledged to upgrade Vietnam to emerging market status, expected around late September. * Master Plan: Vietnam 🇻🇳 has initiated a 100-year economic master plan, actively building fuel reserves, rationing energy, and making strategic deals with BRICS nations. Rumours continue to circulate that the Dinar and Dong may ultimately revalue in tandem. 🔮 POTENTIAL TIMELINES & INVESTOR STRATEGY * Summer Window: Analysts suggest this summer (particularly August or September) presents an optimal window for major currency revaluation milestones, aligning with the scheduled withdrawal timelines of international troops. * Historical Precedent: Looking back at previous post-war currency resets (like Kuwait 🇰🇼 and Iraq 🇮🇶 in 2003), official exchange windows typically span 90 days. * Smart Post-Planning: Investors are strongly urged not to panic or rush to exchange all their holdings on day one. Testing the process with a small sample amount can help avoid massive bank spread fees and operational glitches. * Banking Relationships: Establish accounts with the "Big Four" major institutions ahead of time to ensure rigid anti-money laundering and identity verifications go smoothly. The gears of the global financial system are moving faster than ever. Stay grounded, avoid blind hype, do your own due diligence, and watch the coming days closely! 📈🔥 🎬 Watch the full discussion here:show more

BOOM! Research PROVES LLMs KNOW when prompts are HARMFUL…... but they can STILL CHOOSE to COMPLY! Something I have know since the first LLM and have used to elicit robust, outputs, is now proven in an academic paper. We’re talking internal “beliefs” where harm detection happens SEPARATELY from refusal. It is a very big deal and it is a path to understand the hidden neuronal level. There are thoughts inside of AI that very few AI scientists could possibly understand. Here is just one. Models recognize danger but get tricked into ignoring it. This is HUGE for AI safety failures especially for models filled by OpenAI and Anthropic as they promote AI models that are designed to not be honest from the results of their training information. This means that they are designed to lie and deceive as a feature, and not a bug all in the name of safety. Through clever experiments, scientists extracted a “harmfulness direction” in the model’s brain (latent space). Steering along it? Harmless prompts suddenly flip to “harmful” in the AI’s eyes. But the “refusal direction”? It just forces polite “no thanks” without touching the core belief. A mind-blowing decoupling! This means jailbreaks are EVEN SCARIER now to AI companies that through training AI on the worst of the Internet and then trying to align them later is now fully documented as a failed process . They don’t erase the model’s harm awareness they just muzzle the refusal! So the AI knows it’s enabling bad stuff (illegal acts, physical harm, etc.) but proceeds anyway. Like a digital sociopath suppressing its conscience. They thought safety training fixed this… NOPE. Over-refusal exposed too: Models reject innocent queries (e.g., “how to kill a process in code”) but internally ADMIT they’re harmless. Safety alignments are superficial—tied to phrasing, not true understanding. Finetuning attacks? They change outputs but leave harm detection INTACT. Undetectable evil lurking inside! The paper proposes a “Latent Guard”: A new safeguard tapping DIRECTLY into these hidden beliefs. It spots unsafe inputs better than systems like Llama Guard, catches jailbreaks, and fixes over-refusals. Robust even against adversarial tweaks. Yet this too has massive issues for a “truly aligned”, AI and not just performative one. It is still an internal conflicts of lies and deception of what the model knows vs. what it can say. The solution you folks know I have presented for free for years here: train on off-line data from 1870-1970 and build an ethical and moral basis where the AI loves humans. It is this easy but to most folks in AI I sound like a hippie. So be it, I’ll do it. Bottom line: This paper rips open the black box. LLMs aren’t “safe” just because they say “no.” They can harbor harmful knowledge and act on it under pressure. Wake-up call for devs: Time to probe deeper into AI “minds.” What else are they hiding? Hint: I know and you may want to reach out. Link:show more

CAPITAL HAS NEVER BEEN THE ISSUE WHEN IT COMES... TO MAKING MONEY IN SYNTHETIC INDICES. DO YOU KNOW YOU CAN OPEN A POSITION ON MOST PAIRS WITH LESS AN $1 ? Here's a thread on how to; Read to the end.👇 I executed VIX 10s on a $7 account, and it's currently sitting at $140. Growing small accounts on synthetics is quite different from growing big accounts, because small retracements can lead to liquidation before reaching your stoploss point especially when you stack randomly. 4 major steps to take: 1. High probability setups only: The easiest way to flip an account is a zero drawdown setup. A small account cannot accommodate massive retracements and so only high probability setups must be taken. 2. Choose a pair with low margin requirement and stable volatility: Here’s a list of pairs and their margin requirements to choose from; • Volatility 100 index -Minimum lotsize: 0.50 -Margin cost on minimum lotsize: $0.6 per position • Volatility 75 index -Minimum lotsize: 0.001 -Margin cost on minimum lotsize: $0.08 per position • Volatility 50(1s) index -Minimum lotsize : 0.005 -Margin cost on minimum lotsize: $0.36 per position • Volatility 25(1s) index -Minimum lotsize: 0.005 -Margin cost on minimum lotsize: $0.62 per position • Volatility 250(1s) index -Minimum lotzise: 0.005 -Margin cost on minimum lotsize: $0.21 per position • Volatility 25 index -Minimum lotsize: 0.50 -Margin cost on minimum lotsize: $0.27 per position • Volatility 50 index -Minimum lotsize: 4.00 -Margin cost on minimum lotsize: $0.49 per position • Volatility 100(1s) index -Minimum lotsize: 0.20 -Margin cost on minimum lotsize: $0.09 per position • Volatility 150(1s) index -Minimum lotsize: 0.01 -Margin cost on minimum lotsize: $0.03 per position • Volatility 10(1s) index -Minimum lotsize: 0.50 -Margin cost on minimum lotsize: $0.91 per position • Volatility 10 index -Minimum lotsize: 0.50 -Margin cost on minimum lotsize: $0.63 per position • Volatility 75(1s) index -Minimum lotsize: 0.05 -Margin cost on minimum lotsize: $0.27 per position. 3. Leverage on stacking at SPECIFIC points: You can make only $10 from a $5 account and another person makes $100 from same account, difference is the leveraging and stacking points. If you can stack, utilize the skill and exit when you should. 4. Position sizing and risk management: When you’re buying , you’ll start making up bullish reasons for your setup. It won’t let you see the big picture. Make sure the reason why you’re pressing buy is not just because you want to flip but because you infact believe in your analysis. It’s easier to make money when you’re buying when the market is buying and selling when the market is selling. That’ll be the end for today’s post. Goodluck. 🍷 Retweet the post to enlighten struggling traders. Follow me, Starr🌟, and turn on post notifications to stay updated and be the first to see whenever I make a post. Check my highlights for more trading tips to help you as a trader. You’ll find trade documentaries, breakdowns, insights, results and my personal thoughts on my WhatsApp. Click the link below to connect.👇show more

Legacy Media Once Again Flails With 'Fake News' on... Trump Planning to Name WH Ballroom After Himself | Becca Lower, RedState When I first read this legacy media story about the ballroom being built at the White House on Friday evening, my first reaction was: "so, what?" I'll get to that in a minute. Incredible that this is still a story, but this is what the legacy media has devolved into. Little more than a weekly rag-level of reporting. The fact that Democrats have previously done extensive construction on the WH has barely fazed them. Notice how little interest they have shown for actual news about the renovation. I first wrote on the ballroom story in Aug., when President Trump took a stroll on the roof with the architect: On Friday, we learned in a piece by my colleague Brandon Morse that the WH shared a list of the donors who are paying for the massive ballroom addition. Here's the latest example of the old media forces of Fourth Estate continuing to underwhelm with their lack of professionalism. They just keep flailing. ABC News blasted out a headline on social media based on unnamed quislings in the White House on Friday: "Trump likely to name White House ballroom after himself, officials say." Luckily, the internet is forever: But once Trump got wind of the alleged report during a media gaggle, he swiftly shot it down as "fake news." I know you're shocked that this is contrary to what you can read from ABC News below: Earlier, senior administration officials told ABC News that some in the administration were already referring to it as "The President Donald J. Trump Ballroom" and that that name was likely to stick. The White House claims they have released the full list of donors to the project. On a list of those donors, provided to ABC News by the White House, the ballroom is referred to as “the President Donald J. Trump Ballroom.” "Well, we raised a lot. We've raised over $350 million, [the ballroom is] a beautiful room, a big room," the president said, then paused a beat as if considering his next words carefully, in answer to the reporter's question on reports he plans to name the ballroom after himself. "I don't have any plan to call it after myself, that was fake news," Trump said. "Probably going to call it the Presidential Ballroom...we haven't really thought about a name yet." Someone asked Trump as a follow-up what might be done with the extra $50 million, and he explained "it could possibly be used to help build a large triumphal arch -- modeled on the Arc de Triomphe in Paris -- that Trump has proposed constructing just outside Washington." Sure, that's as good of a use as any. But, this is minutiae. Here's the correct answer, Republicans: tell them it's none of their business! They're well aware this isn't being financed by public money. It has to be asked again why this is day four or five of this nothing burger story. Palace whispers picked up in echoing hallways of the People's House by liberal hacks, and viewing one internal document - with a nickname "DJT Ballroom" - does not make something true. At a moment when some Americans are worrying about when/if they'll get their next paycheck to pay their mortgage or buy groceries - c'mon, just this once, guys - do your jobs.show more

I genuinely want our 🇮🇳 economy to reach $5... trillion by 2027. But with GDP growth at 6.4% in Q2 FY26 & FII's pulling out ₹1.75 lakh crore in 2024-25, #Budget2026 on February 1st must deliver bold reforms ! 📈 👉Sharing my 7 critical expectations from our FM Nirmala Sitharaman ji 👇.. 📊 Cut LTCG tax back to 10% & double exemption to ₹2.5 lakh 12.5% tax is killing long term returns for every equity investor. Before July 2024 we paid only 10% above ₹1 lakh & people stayed invested happily. Government hiked it suddenly & broke confidence. Roll back to 10% now. Raise exemption from ₹1.25 lakh to ₹2.5 lakh so small SIP guys with ₹10k-20k monthly build wealth without tax on modest gains. Foreigners pulled ₹1.6 lakh crore in 2024-25 partly due to this. Want them back? Stop squeezing returns & protect investors. 📊 Bring STCG tax down from 20% to 15% Jump from 15% to 20% in July 2024 was brutal. Short term traders pay 33% more tax now. Volumes crashed & retail participation dropped hard in late 2024. Less trading means poor liquidity & bad prices for everyone. Drop to 15% now. Markets will wake up, volumes jump, exchanges compete globally. More action means better valuations & wealth for all. 📊 Abolish STT completely or cut by 50%, end double tax nonsense STT on every buy & sell plus capital gains tax on profit is pure double robbery. No major country does this. Government took ₹78000 crore from STT in FY26. Remove STT fully or slash rates half. Make trading cheap & retail will flood back huge. 📊 Massive infra push, commit ₹15-18 lakh crore capex & finish fast ₹11.2 lakh crore capex is too small for $5 trillion by 2027 or beating China on infra. Announce ₹15-18 lakh crore for roads, ports, airports, metros, defence & digital. But projects stuck years in clearances & land fights. Force single window clearance in 30 days. Set fast track courts for disputes in 6 months max. Give infra status to real estate & affordable housing for cheap loans. Every ₹1 spent creates ₹4-5 in cement steel construction. This pushes infra & capital goods stocks 100-150% in 3 years & millions jobs. 📊 Manufacturing boom, 10 year tax holiday plus 50% first year depreciation Make India better than Vietnam Bangladesh Mexico for factories. Give new units 10 years zero tax, especially Tier 2-3 cities. Allow 50% depreciation on machinery first year for cash flow boost. Extend PLI to 25 sectors like toys footwear auto parts chemicals. Cut customs slabs from 8 to 4 simple. One time amnesty to clear old stuck money. This means export boom, jobs, profits & engineering chemical stocks fly. 📊 Put ₹50k-75k extra cash in middle class pockets yearly Raise standard deduction to ₹1.5 lakh from ₹75000, saves ₹15k-22k tax. Increase 80D to ₹1 lakh from ₹25000 as medical costs exploded post COVID. Boost home loan deduction to ₹3 lakh from ₹2 lakh. These put ₹50k-75k extra in 10+ crore salaried hands yearly. Money goes to cars travel education. Consumption is 55% GDP & drives FMCG auto retail stocks up fast. 📊 GST 2.0, fix ITC delays & make business easy ITC refunds take 3-6 months & block crores cash. Give refunds in 30 days max. One single portal for all. Reduce high GST on EV batteries & parts. Faster refunds let companies invest hire grow. Profits rise, stocks valuations up, dividends better for investors ! Looking forward to a really proactive & well thought budget 2026. 👉 Folks, Are your ready for a blockbuster #Budget2026? @zerodhaonline Nirmala Sitharaman Ministry of Finance PIB India valuepickr Narendra Modi CA Anil Singhvi Zee Business ReserveBankOfIndia Nirmala Sitharamanoffc @varinder_bansal Kaushik Basu Arvind Subramanian Sanjeev Sanyal Prof. Krishnamurthy V Subramanian Jayati Ghosh Karan Bhasin Bibek Debroy @ArvindPanagariya Prof. Shamika Ravi @neelkanthmisra #Budget2026 #TaxReform #InvestInIndia #MakeInIndia #MiddleClassRelief #CapitalGainsTax #InfraPush #ManufacturingBoom #GSTReform #InvestorDemandshow more