Arjun Patel

@jaredaugustine @PeoplesLeagueX creator golf is huge

YouTube is the most important thing to happen to golf since Tiger Woods. Creator golf is a $1B industry it just don't know it yet... My thoughts on the category and why I'm so happy to be building here with @PeoplesLeagueX. linkedin.com/pulse/youtube-…

@suharrismd glad this is being shared

This fundraiser is just getting started, and sharing helps so much in the early days. Over $200,000 has already been raised to support the heroes who protected our children during the attack on Temple Israel. Even if you can't donate, a quick share can help it reach more people who may want to show their appreciation and support. Please consider sharing or donating if this cause speaks to you. gofund.me/201591d9e

@justthink1 big calls for 2026

LET'S VISIT THIS IN 12 MONTHS TIME... 🤓 🔮 PROPERTY PREDICTIONS 2026 - READ THIS BEFORE THE MARKET MOVES WITHOUT YOU 2026 will not reward optimism. It will reward preparation, precision, and local intelligence. LET’S BEGIN 👇 1️⃣ Melbourne markets continue to bleed Expect a further –7% to –10% decline, led by new-home estates and outer-ring suburbs – what were once the appetite of investors. Oversupply 🏘️, policy pressure ⚖️, and local social change 🏫👮‍♂️ haven’t finished playing out. Add to that: 👉 THE Great Victorian Exodus Investors exit, SMEs quietly follow, and families relocate for safety, schooling, and employment. 2️⃣ 30%–40% of real estate offices may disappear This won’t be a reshuffle - it will be a cull ⚡ • Small independents forced to merge just to meet cost pressures • Predominantly permanent closures ❌ WHY? Death by a Thousand COSTS 💸: • AML compliance • Cyber security obligations • Rising commercial rents • Franchise fees • Higher insurance costs • HR blowouts FEWER SALES TRANSACTIONS than 2025 - crushing hope - just to keep doors open 👉 2026 is not “business as usual.” Scale, systems, community, and cashflow survive ✅ 3️⃣ Sydney prices rise again: +7% to +10% * Despite sentiment. * Despite headlines. * Despite social media noise. DEMAND STILL WINS. Sydney remains the flavour of the year for buyers and investors alike 🏙️ 4️⃣ Select Sydney pockets outperform: +10% to +20% This will not be uniform. Local, on-the-ground knowledge beats: • Generic forecasts • National averages • AI-only predictions 🤖 • Laptop “property experts” 💻 👉 Waiting for confirmation? You’ll miss it. 👉Relying on laptop experts? You nor they know where - or what to look for. 5️⃣ The prestige market rebounds (Sydney) Capital hasn’t vanished - it’s cautious 🏰💰 Once certainty returns, top-end stock moves quickly, decisively, and discreetly 🔑 6️⃣ Auction volumes fall again 2025 volumes were already down from 2024. 2026 tightens further 📉 (Quiet truth: auctioneer fees drifting from $1,200 → $750 - tells you more than headlines 😊) 7️⃣ Total “for-sale” stock declines vs 2025 • Vendor hesitation ⏳ • Longer decision cycles 🕰️ • Fewer sellers – as many have nowhere to relocate 🏡❌ 👉 Less stock + steady demand = upward pressure 🔺 8️⃣ Crypto volatility triggers capital rotation Bitcoin de-risks ⚡ →investors panic 😱 → capital rotates into tangible assets 🏘️ Property becomes the safety play again ✅ 9️⃣ Silver investors exit early → property entry before the heat • Early gains locked in 💰 • Capital preservation beats speculation 🛡️ • Yield and stability regain favour 📈 👉 Inadvertently pushing home prices higher 🏡💹 🔟 Asia-Pacific instability accelerates capital repatriation. (Rumours of a possible hot war matter - perception drives behaviour 🌏🔥) Escalating geopolitical risk fuels fear, triggering: • Expat wealth returning home ✈️ • Australian PR holders moving capital back to 🇦🇺 • Safety-first buying decisions 🛡️ FINAL THOUGHT By the time the headlines turn in favour of what you want to hear, the best property will already be gone 🚪🏡 2026 won’t reward those waiting on the sidelines. It will reward those who move early, buy well, and buy informed ✅ 📉📈 Miss the noise. Don’t miss the window. DISCLAIMER The above represents general observations, opinions, and market commentary based on prevailing conditions, trends, and publicly available information as at 2025, and how these may influence property markets in 2026. This content is not financial advice, investment advice, or a recommendation to buy or sell any asset. All decisions should be made based on individual circumstances and with appropriate professional advice. For a deeper dive into our reasoning – follow Martin @DFA_Analyst on Walk The World & watch the Live Rant: youtu.be/QVhTg9kyIjk?si… PS: as I have publicly stated on the Live Show - you can BLAME number (9) on Upper-Cut Adams @adamseconomics - he sold the silver that is increasing in wealth & will now move to property... 🤓🤣

@LegalRideshare that sounds rough

"Many deactivated drivers report that they struggle to appeal their cases. They say they are initially sent to sites where they appear to be talking with bots, then eventually reach agents who are working from a script and appear to be in another country. Rarely do they reach people who are empowered to truly help them, they say." calmatters.org/economy/2026/0…

@MTuttelman @Headspace ten years of practice

Nearly 10 years ago, in Nov 2016, I started daily mediation with the @Headspace #Mindfullness app. I had been not really dealing with alot of stress in my life and was angry with a short fuse that obviously no one appreciates and was a detriment to a happy life. Giving myself 5 - 20 minutes every morning, (I miss a day from time to time, as shown by my current "run streak") to reset and just be appreciative for what I have, has been a life changer! ME TIME with Mindfulness Mediation is for my well being but I know that the ripple effects it has had on others in my life has been welcome and a blessing for all.

@MTuttelman @Headspace that's real commitment

@Targray clean fuels is the way

We're proud to be sponsoring the Canada Clean Fuels and Carbon Markets Summit, taking place November 5 in Calgary. Targray President Andrew Richardson will be speaking on a panel titled “Incentives for Low-Carbon Fuels”, where he’ll discuss how effective market design and credit trading can drive investment and innovation across Canada’s clean energy ecosystem. Our Environmental Commodities team will be on site to meet with partners, project developers, and compliance entities to explore opportunities in CFR credits, LCFS programs, renewable energy and more. If you’re attending the Summit, be sure to connect with our team to learn more about how Targray is helping industries meet their compliance and sustainability goals through low-carbon fuel and carbon credit solutions. Learn more: ccarbon.info/event/canada-c…

@DetroitShowtyme that's a bold offer

🚨 2026 IS THE YEAR — CHINA IS CALLING YOU!🇨🇳✨ To my FAMILY, FRIENDS, and everyone who’s ever said “I wanna visit you in China one day”… THIS IS IT. No more “someday.” I’m throwing open the ultimate KUNG FU HIP HOP TOUR — where ancient martial arts mastery collides with straight-fire beats, mind-blowing culture, epic adventures, and the kind of memories that become legendary stories. 👊🏽🎤💥 Vacation of a LIFETIME with your favorite people. 💰 Timing or budget stressing you out? Forget it. I’ve got flexible options covered — just WATCH THE VIDEO BELOW for the full breakdown ⬇️ (FIRST GROUP JUNE/JULY 2026) WHO’S IN?! 👇 Comment “COUNT ME IN” or “CHINA2026” right now ❤️ LIKE + SHARE this with that one friend who NEEDS this adventure 📋 Fill out the quick survey + check the links in the comments 📨 DM me directly Let’s make 2026 the year we actually do this together. Tag your crew. Let’s go viral with the hype. 🔥 #KungFuHipHopTour #China2026 #VacationOfALifetime youtu.be/wIOcNh19Cqw?si…

@connorfowlerx vision guardian

New here? Let me introduce myself. I've spent the last five years working with some of the world's top personal brands in YouTube and podcasting. Notably, Chris Williamson, Jordan B. Peterson, and Alex O'Connor (among others of a similar caliber I can't talk about). Spotting early talent and translating their message, vision, and voice into memorable visual identity systems. Capturing the obvious answer they can't see 👁️ Aesthetics comes naturally to me. Brand longevity comes naturally to me. You will not find a designer more passionate and more ruthless when it comes to protecting the vision of a brand. Guardianship puts it lightly. Brand identity designer, brand manager, consultant, and brand director. All titles I've had at various times. I'm mostly a mercenary for hire these days. Available for consulting, strategy, brand auditing, photography, and taste-making solutions. Whilst also building multiple [redacted] brands behind the scenes. Traveling, writing, capturing stories on 35mm film, and working with individuals and brands I love. So, welcome to the madhouse. Expect a broad range of content, thinking, and perspectives. Brand and design is just one component. And DM me to find out how we can work together.

@spideyduderadio glad you're back

Hey everyone, we are coming back LIVE next week. I took some time off to deal with some personal stuff and haven't been in the right headspace to be able to record and produce content. We've been doing this for nearly 6 years straight, 2x a month at least. We will be talking ASM 30-32. Join us!

@mortgagetruth relief is welcome

After the 30-year fixed matched its war-time high yesterday (6.75%), relief is expected for mortgage rates today. CPI came in cooler than expected, with prices actually falling 0.4% thanks to lower energy prices. Core CPI that excludes food/energy also came in below forecast. This could set the stage for a patient Fed, despite ongoing uncertainty in the Middle East. And help us avoid a 7% mortgage rate, at least for now.

@Honesty0x amnesia hits hard

I've been building AI agents for 5 months. Not using them. Building the infrastructure that makes them not stupid. Let me tell you what that actually looks like. It started with one problem: Every AI agent wakes up with amnesia. You spend 3 hours debugging something with Claude on Monday. Tuesday morning you open a new session and it has no idea that conversation ever happened. You start over. You explain the same context. It makes the same mistakes. You get the same wrong answers. This isn't a "context window" problem. Context windows are big enough now. This is a memory architecture problem. Nobody was solving it in a way that actually worked for agent systems — not just for chatbots, not just for a single model, not for multi-agent swarms. So I built PULSE. Not a product. A science project that became a product. The idea was simple: what if AI agents could learn the way humans learn? Not just "remember things" — actually internalize, consolidate, pattern-match, and get BETTER at tasks over time the way a brain does. That meant reading the actual neuroscience. Reconsolidation. Hippocampal-neocortical transfer. Global Workspace Theory. STDP (spike-timing dependent plasticity). Hebbian learning. Prediction error signals. Dopamine and serotonin as computational variables. Not as metaphors. As actual system designs. --- 5 months ago, PULSE was a Python script that saved chat logs to a text file. Today it's v10.51.0: - 12 subsystems running in parallel - 48 managed daemons - A consolidation pipeline that runs every 6 hours across 22 stages - Cross-agent memory shared between Claude, Gemini, Codex, Ollama, Grok, and local models - A brain that's been running continuously for 5 months and gets smarter every day But the version number that matters isn't the code. It's the failures. 33 failed attempts to fix cross-session memory. 400+ AI agent sessions deployed on a single debugging problem. 268 times my agents declared "root cause found" and were wrong. That's not failure. That's the R&D budget. Every broken session taught the brain something. Every failure got logged, extracted, and injected back into the training set for the next agent that touched the same problem. The system that teaches agents how to build software was built by agents learning from their own mistakes. That's the loop NOBODY else has. --- Three weeks ago I ran something I called AGI Adventures III. 50 Claude Sonnet sessions. 11 Claude Opus sessions. Everyone is reading the codebase, measuring the distance between what PULSE does now and what genuine artificial general intelligence would require, and proposing a roadmap. The report came back at 3.8/10 on the AGI distance scale. Structurally correct. Reactive. Mostly stateless. So I gave Gemini the report and said: implement Phase A. Here's what Phase A looked like: **Trust bootstrapping**: New agents start at 0.1 trust. Not 1.0. Not a guess. A cautious prior that requires real contributions to climb. No agent gets to be authoritative until it earns it. **Patience scalar**: Workers under pressure slow down and get careful. Workers with full patience move fast. Not a random walk — a serotonin-modeled response to accumulated task failures. **Drive vector**: Curiosity, boredom, fatigue — implemented as actual computational signals. When a worker is idle too long, boredom builds. When boredom crosses a threshold, the system auto-generates Exploration tasks. The swarm is no longer purely reactive. **Attention competition**: Search results don't just get returned in order. They compete. Results that overlap too much with what was just retrieved get suppressed. The brain stops fixating. It explores. **Negativity bias**: When error rate rises above 15%, failures score 5x higher in retrieval. The system pays MORE attention after things go wrong — exactly like a human who just got burned. Then Gemini implemented Phase C: **Global Workspace ignition**: Search results compete for a broadcast slot. The winning coalition gets tagged and distributed to all subsystems. This is Baars' Global Workspace Theory — the exact mechanism most cognitive scientists believe underlies conscious awareness — running as a real search algorithm. **Neocortical extraction**: Facts that get consolidated 5+ times automatically promote to permanent structural memory. Not episodic. Not context-window. Crystallized knowledge that doesn't decay. **Sequence replay**: The brain now learns causal chains from actual agent session data. If Agent A always does X before Y, the system extracts that sequence and uses it to prime future agents. **Epistemic crew composition**: Before assembling a swarm, PULSE checks whether the agents have contradictory worldviews. "Always type everything" vs "ship and break things" — flagged as a conflict before they're put on the same task. This is v10.51.0. It ships today. --- Here's why Anthropic, OpenAI, Google, and Meta will care about this. They're building the models. Nobody's building the cognitive architecture that sits above the models. Every LLM company is competing on tokens per second, context size, and reasoning benchmarks. That's the race they're in. The race nobody's winning yet is: how do you make a swarm of AI agents actually learn and improve over time at the system level? Not fine-tuning. Not RAG. Not a vector database with embeddings. A real cognitive architecture with: - Hierarchical memory consolidation (episodic → semantic → structural) - Prediction error signals that modulate plasticity - Anti-pattern injection that prevents repeated failures - Cross-agent knowledge transfer that's model-agnostic - Emotional priors (trust, patience, curiosity) that govern agent behavior PULSE has been running this in production for 5 months. Not in a paper. Not in a demo. On real work, with real agents, producing real code. The AGI distance score is 3.8/10 right now. We have a plan to get to 7. I'll be shipping each step in public. --- If you're building with AI agents and they forget everything — That's not a prompt engineering problem. That's a memory architecture problem. Install: pip install pulse-os Site: pulseos.dev Follow for the next 6 months. This is going to get interesting. #BuildInPublic #AIAgents #AGI #ContextEngineering #MachineLearning #DevTools

@TimothyDooner @TheDwightYoung wild stories in freight

Tales from the dark side of freight brokering w/ Dwight Young | Nooner With Dooner Nooner With Dooner returns with a raw, no-holds-barred conversation from the front lines of freight brokerage. I sit down with @TheDwightYoung principal of DK Enterprises & Consultants LLC and a veteran with more than two decades in supply chain and freight brokerage, to unpack some of the craziest load thefts and fraud stories from his career. We also dive into a controversial post claiming Serbian supply chain workers are better than Americans, a recent lawsuit by Steam Logistics against two former employees, an encounter with an Armenian crime ring, the landmark Montgomery ruling, broker transparency, whether the FMCSA is doing its job, Hardest Fist in Freight, and more. Thank you to our sponsors Freight Flex, Carrier411 and our Hardest Fist in Freight sponsor Whimsy Intermodal

@notamitalegend undergrad pre apps was special

Good piece on friendship in the Journal over the weekend. Tl;dr: - The article links rising loneliness to modern life's frictionless efficiency (reduced spontaneous interactions from apps, delivery services, remote work, and self-checkouts). - It then applies economic concepts to friendship and emphasizes that proximity, repetition, reciprocity, shared inconveniences, and low-stakes time together build trust and social bonds more effectively than focusing on convenience alone. My 2 cents: I'm very happy to have attended undergrad between 2006 and 2010, before the widespread convenience from smartphone apps became ubiquitous!

@uansett the lab matters more

Soon the question won't be a model's cost or "accuracy", it'll be who made it. The lab behind a model shapes how it nudges and persuades. We already see that people have "a high tendency to follow the potentially harmful medical advice" from model output (1) - imagine the power these providers can have, not just in intelligence but in persuasion. 1: media.mit.edu/publications/N…

@EthanSimons @andrewgmonroe damn 100 nps

We've helped CounterpartOS launch in-person fulfillment events for their high-ticket program recently and the results have been pretty sick. - 500k in upsells - 100 NPS at our recent event - 9.5 attendee satisfaction - 10+ high-ticket referrals - 100% of attendees would return The formula is simple: 1. launch a free IRL event for your high-ticket community members 2. design the event around their pain-points 3. deliver a ton of value and get them unstuck 4. invite them to work further with you 5. repeat Why do this? + demolish churn (program results + community belonging = retention) + skyrocket revenue (more program value = more conversions + upsell moments) + bolster authority (capture trustworthy content, pics/vids & testimonials) + unleash referrals (banger experiences will encourage attendee generated content) If you want to launch your own fulfillment event, hit me up.

@FreshStartEdu celebrate differences

Today we celebrate the vital role sharks play in our oceans. Often feared or misjudged, sharks are actually key to maintaining the health and balance of our oceans. In some ways, our students with SEN and SEMH needs face similar misconceptions. They are frequently misunderstood or underestimated, yet they show resilience, individuality and great potential! This Shark Day we stand for sharks and for every young person who deserves to be seen, valued and empowered...Because difference is something to understand, support and celebrate.

@CSM1TH nice share

@bryanchapl rollback in one click

One of the most frustrating parts of building agents: You make a change… and suddenly things get weird. - No version history. - No rollback. - No confidence. So people stop experimenting and agents stop improving. We fixed that. Introducing Agent Versions. - Every change tracked - Rollbacks in one click - Safe iteration without fear

@CaptainKraft spacex is pushing hard

What SpaceX and Starlink are doing is incredibly exciting