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Real-time traffic analysis using Ultralytics YOLO26 ๐Ÿš— Traffic analysis sounds simple: detect cars, count them, done. But in reality, itโ€™s messy. Cars overlap at signals. Tracking breaks for a few frames. Multiple camera streams donโ€™t scale easily. And suddenly, your โ€œtraffic insightsโ€ arenโ€™t that reliable. ๐Ÿ‘‰ Why this matters:...

11,375 views โ€ข 3 months ago โ€ขvia X (Twitter)

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๐Ÿš€ Introducing Atlas Miner: Autonomous DePIN Driving Networks. ๐Ÿ”น 1,200 pre-orders: We are overwhelmed by the demand for Atlas NAVI Miners. 1,200 drivers joined the whitelist and the first 100 can buy it NOW, with more to come each week as we increase our capacities progressively. Order your Atlas Miner here: ๐Ÿ”น First of its kind: Custom-built by Atlas Navi, Atlas Miner is a hardware device seamlessly integrated into our decentralized physical infrastructure network (DePIN) communicating with other Atlas Navi drivers in real time. ๐Ÿ”น Connects to any dash camera: Plug & play with almost any aftermarket dash camera โ€“ even inexpensive ones (Note: Doesn't work with factory-installed cameras yet.) ๐Ÿ”น AI-powered real-time analysis: Using the latest computer vision machine learning algorithms, Atlas Miner detects traffic incidents, roadblocks, lane closures, heavy traffic, police vehicles, and more. Alerts drivers in real-time via the Atlas Navi ecosystem. ๐Ÿ”น Benefits for miners (Drivers using the Atlas Miner): Generate rewards for contributing data. Other drivers get vital traffic info without using an app โ€“ just plug it in and go. ๐Ÿ”น For fleet managers: Reliable income and essential driver monitoring. Access GPS data, trip history, and driving behavior through our upcoming Fleet Management Dashboard. ๐Ÿ”น For smart cities: Anonymized and aggregated data becomes invaluable, creating revenue opportunities with $NAVI tokens through the upcoming Traffic Dashboard. Join us in transforming the driving experience and paving the way for smarter cities! ๐ŸŒ๐Ÿš—๐Ÿ’ก #AtlasMiner #DePIN #NAVI #AI #SmartCities #FleetManagement #TrafficTech

ATLAS NAVI | AI Navigation APP with 1M Downloads

359,372 views โ€ข 1 year ago

Inside the Quant AI Ecosystem Where Intelligence Meets Markets The crypto and financial landscape is evolving fast, but one problem has remained constant: fragmentation. Traders and users are forced to jump between tools, charts, news feeds, analytics dashboards, sentiment trackers, just to answer one simple question: Whatโ€™s actually happening in the market right now? This is exactly the gap the Quant AI ecosystem is stepping into. A unified intelligence layer for markets Quant AI is building an ecosystem where market interaction becomes simple, conversational, and accessible. Instead of navigating multiple platforms, users can interact directly with markets using chat and voice. That means: โž  Asking for real-time market insights in plain language โž  Tracking smart money movements across assets โž  Understanding trends in crypto, stocks, and commodities in one place โž  Acting faster with clearer, AI-driven context Itโ€™s not just another analytics tool, itโ€™s an attempt to reshape how information flows in trading environments. Why the ecosystem approach matters Most platforms solve isolated problems: One for charts. One for signals. One for news. But Quant AI is moving toward something broader, an ecosystem where intelligence is centralized, and decision-making becomes faster and more intuitive. The goal is simple: Reduce complexity. Increase clarity. Improve execution. And in markets where speed and information matter, that shift is significant. Start here:๐Ÿ‘‡ Quant AI #QuantAIPioneers

The Agentic Alpha

16,825 views โ€ข 1 month ago

Data teams spend weeks on simple requests. (This AI answers them in minutes.) Most data analysis is repetitive manual tasks. Data teams spend more time on setup than actual analysis. The workflow usually looks like this: โ†’ Run some exploratory data analysis in a local Jupyter notebook or environment โ†’ Pull data from multiple disconnected sources โ†’ Write code from scratch for every analysis โ†’ Export static charts that stakeholders can't explore (or wrestle with legacy BI to create a dashboard) โ†’ Manually send updates via email or Slack when data changes โ†’ Start over for each new request Most teams accept this as "how data analysis works." While business decisions wait for insights. That's where Fabi changes the entire approach. It's a powerful, AI-native platform built for teams that want to boost productivity and supercharge their data workflows. Instead of working on separate tools and manual processes, you collaborate on analysis that automatically delivers insights where teams work. Here's what makes Fabi different: AI-Native Analysis Environment โ†ณ SQL and Python work together with AI assistance that handles coding and debugging automatically. Smart Automation Workflows โ†ณ Automatically send AI-powered reports and summaries right where business works in Slack, email, and spreadsheets. Universal Data Integration โ†ณ Analyze data from files, Google Sheets, Airtable, plus your data warehouse and databases in one place. Collaborative Data Apps โ†ณ Create interactive dashboards that stakeholders can explore and ask follow-up questions directly. What you can do with Fabi that legacy BI can't: โžŸ Send AI-generated insights directly to Slack channels โžŸ Automatically email data summaries to stakeholders โžŸ Analyze uploaded files without complex ETL processes โžŸ Collaborate on analysis like Google Docs for data โžŸ Build workflows that push insights to spreadsheets Perfect for teams that want to move beyond the constraints of legacy and increase their impact. Teams using Fabi see immediate results: โœ“ Insights delivered in minutes instead of days โœ“ Reduced context switching between tools โœ“ Stakeholders explore data independently โœ“ Workflows automated to save hours of manual work From analysis to automated delivery - all in one AI-native environment. ๐Ÿ“Œ Try Fabi today: ๐Ÿ‘‰ Follow Fabi.ai and marc for Fabi updates. ๐Ÿ”„ Repost to help other teams streamline data analysis #DataAnalysis #ModernBI #DataOps #InteractiveDashboards #FabiPartnership #SponsoredByFabi

Andrew Bolis

36,504 views โ€ข 10 months ago

Should officers give someone extra patience in a situation like thisโ€ฆ or immediately take control once the driver becomes confrontational? The ending of video is the bestโ€ฆ A SIMPLE TRAFFIC TICKETโ€ฆ OR A SITUATION ABOUT TO EXPLODE? What should have been a routine traffic stop suddenly turned into a tense roadside confrontation. Officers pulled a woman over for a violation and issued her a citation. Normally, the process is simpleโ€ฆexplain the ticket, have the driver sign it, and everyone moves on. But thatโ€™s not what happened. The woman suddenly insisted she had no idea her license was suspended. Her frustration quickly turned into anger. Voices rose. She refused to accept what officers were telling her and the stop began spiraling out of control. Now the officers faced a dilemma. Do they keep trying to calmly explain the situation and risk the scene escalating even more? Or do they move quickly to detain her for driving on a suspended license before the roadside argument turns into something dangerous? Every second the tension grew. A stop that should have taken two minutes had now turned into a confrontation on the side of the roadโ€ฆ with passing traffic, emotions running high, and officers forced to make a decision in real time. One small ticket. One angry driver. And suddenlyโ€ฆ a routine stop becomes a situation where every move matters. If you truly didnโ€™t know your license was suspended, would you still be responsible once youโ€™re behind the wheel? At what point does arguing during a traffic stop turn from frustration into interfering with law enforcement?

๐Œ๐‘. ๐–๐‡๐ˆ๐“๐„ โ„ข

39,449 views โ€ข 4 months ago

๐Ÿšจ UVA Law Pays Anne Coughlin $375,700 to Flinch at โ€œPoliceโ€ and Hype Abolitionists as โ€œThe More the Merrierโ€ UVA Law professor Anne Coughlin made $375,700 in 2024. Watch how she treats the word โ€œpoliceโ€ like itโ€™s radioactive: โ€œI donโ€™t wanna use the word policeโ€ฆ some of you may be abolitionistsโ€ฆ thatโ€™s fine, the more the merrier.โ€ Then she turns a law school classroom into a policy shop: โ€œYou can insist that you get police out of traffic enforcement.โ€ โ€œYou are going to convince your legislators, your city councils, your police that they should cut this out. They should no longer have police in traffic enforcement.โ€ And she frames freedom as โ€œbeing protected against the police.โ€ Then she tells on herself: โ€œIโ€™m assuming everyone violates the traffic code all the time because I do,โ€ and says the police tell her sheโ€™s โ€œnot a threat,โ€ which โ€œkind of upsetsโ€ her because she wants โ€œto be scary.โ€ Then comes the racial generalization: โ€œMy students of color say to me, โ€˜You violate the traffic laws all the time because youโ€™re a white woman.โ€™โ€ This is not training lawyers. Itโ€™s training activists. A law school professorโ€™s job is to teach students how to argue both sides, not hand them a preloaded ideology and call it โ€œeducation.โ€ And yes, thereโ€™s another side she skips. Traffic enforcement is one of the main ways serious crime gets caught in real time: DUI, stolen vehicles, illegal guns, warrants, missing persons, and suspects. Stops and crashes can turn volatile fast, and civilian โ€œticketingโ€ units donโ€™t have the authority or capacity to detain, investigate, arrest, and control chaotic scenes end-to-end. Reform is fair game, but โ€œno police in traffic enforcementโ€ ignores deterrence, escalation, and the evidentiary work that actually delivers public safety and justice. And notice the move: โ€œthe court has said,โ€ then โ€œJustice Thomas has indicated,โ€ so one justiceโ€™s views get treated as the Supreme Court. If UVA Law wants to be an activist academy, say so. If it wants to be a law school, start acting like one. Next: the UVA professor targeted by colleagues for taking a Supreme Court case that went 9โ€“0.

Stu Smith

516,283 views โ€ข 7 months ago

Wow, since the last post blew up, here is another fascinating insight from my years working with car-on-demand companies and more traditional automakers. Most people still think the entire automotive business is about selling or leasing vehicles. But there is a new market emerging that is absolutely massive: data Modern cars are packed with sensors and constantly collect real-time information. And this data is quickly becoming one of the most valuable revenue streams in the industry. Companies like Tesla, with their autonomous, sensor-rich fleets, are positioned to benefit enormously, but the same applies to many newer connected vehicles across all brands. What makes this so powerful is how diverse the use cases are. Cities, for example, can tap into aggregated vehicle data to understand exactly where they need to intervene. If thousands of cars detect the same irregular bump on the road, you instantly know there is a pothole at a precise location. Scale that across a whole city and you have a live map of infrastructure issues before residents even complain. The same data can help optimize traffic flow, identify congestion patterns in real time, or highlight zones where drivers consistently brake or accelerate suddenly, revealing potential safety problems. Automakers can also use this information to better understand how people actually drive in the real world, which directly influences design, durability testing, and product evolution And then there is the insurance angle. As driving behavior becomes measurable at scale, dynamic insurance pricing emerge. Acceleration habits, braking patterns, cornering, speed consistency, environmental context all of this will feed into future scoring models What we are seeing right now is only the beginning. With cars full of electronics, sensors, and especially autonomous vision systems, data is becoming one of the largest and most predictable revenue lines for automakers and mobility companies. Even traditional vehicles are now connected and constantly transmitting information that can be analyzed or monetized in multiple ways We are still just scratching the surface, but the shift is already underway. The value is no longer just in the vehicle itself. It is also in the billions of data points it generates every single day

Aurelien

72,062 views โ€ข 8 months ago

I just published a new tutorial on how to build a directory using AI and no-code tools. Directories are the ultimate MVP. They let you validate an idea, build traffic, and then pivot into something biggerโ€”like SaaS or a marketplace. Remember when Yahoo and DMOZ ruled the internet? Okay, maybe you donโ€™t, but they did. They curated the web back when search engines were clunky and unreliable. Fast forward to todayโ€”directories are making a quiet comeback. And itโ€™s not about nostalgia. The 5 step playbook that we go through: 1. Niche first, features later Use Google Keyword Planner to find high-volume, low-competition keywords. Lock in a matching domain. 2. Build fast No-code tools + AI = rapid setup. Let AI generate the initial content and structure for you. 3. Promote smart Share on Reddit, list your directory in other directories, and engage on Twitter. 4. SEO from day one Start with 10 high-quality articles and solid internal linking. 5. Monetize as you grow Affiliate links, premium listings, B2B sponsorships. Itโ€™s all on the table. A directory can be a side hustle that pulls in $5K MRR. Then, once youโ€™ve got traffic, you can scale into SaaS or a marketplace. It literallyyyyy pays to have traffic for your software startup. Why arenโ€™t more people talking about this? Huge shoutout to John Rush for giving us a free masterclass on this exact strategy. Legend. Youโ€™ll want to watch to this episode on directories. I respond to all comments and appreciate them. Audio is over here if you prefer listening: Directories are cool - itโ€™s the perfect foundation for something much bigger. Was this interesting? Well, reply to me with if it was and what you'd like to learn next on The Startup ideas Podcast. People like to gate this type of content. I won't. I live to serve and will continue sharing this info for free.

GREG ISENBERG

120,737 views โ€ข 1 year ago

Joe Biden canโ€™t help this guyโ€ฆ Foreigner wants to FAFOโ€ฆand he does.. If a driver tells officers they have a gun and then reaches for it, do police have any other option besides using force? What started as a routine traffic stop suddenly turned into a life or death situation in seconds. Bodycam footage shows officers pulling over a driver after noticing something wasnโ€™t right. At first, it looked like a normal stop. But the driver quickly became extremely aggressive. According to the footage, the man began shouting at officers, telling them to โ€œgo back to your car, sit there, and leave.โ€ Instead of calming down, the situation escalated. The driver reportedly told officers he had a gun and continued refusing commands. At one point, he even insisted he would call President Joe Biden to excuse the situation, while continuing to argue and ignore the officers. Moments later, the situation reached a critical point. Officers say the man reached toward his firearm, forcing them to make a split-second decision to protect themselves and everyone around them. Within seconds, the confrontation was over. What began as a simple traffic stop quickly turned into a dangerous encounter where officers had to react immediately once a weapon entered the situation. Do incidents like this show how quickly a few bad decisions can escalate a routine stop into tragedy?

๐Œ๐‘. ๐–๐‡๐ˆ๐“๐„ โ„ข

26,729 views โ€ข 4 months ago

๐ŸšจNYC Shutting Down Another Traffic Lane โ€“ Causing More Gridlock and Making You Pay for It !! ๐Ÿšจ Iโ€™ve been investigating the streets of New York City for a long time. As a NYC driver, I see firsthand how congestion and traffic arenโ€™t just happening by accidentโ€”theyโ€™re being created by the cityโ€™s own bad street designs. And now, they expect us to pay for it with congestion pricing, draining the wallets of middle- and lower-class New Yorkers. Last month alone, the city made over $50 million from congestion pricingโ€”money taken straight from the pockets of hardworking New Yorkers who have no choice but to drive. And instead of fixing the streets, theyโ€™re making things even worse. Now, the city is rolling out a new street design that will shut down another traffic lane on Sixth Avenue to make way for a double-wide bike lane. This means fewer lanes for cars, leading to even more gridlock in one of the busiest parts of Manhattan. Sixth Avenue is already packed with delivery trucks, taxis, rideshares, buses, and regular commutersโ€”now the city is making it worse by cutting down road space even further. What do they think is going to happen when they remove a lane of traffic from one of the most congested streets in Midtown? Traffic will back up even more, drivers will be forced to sit in gridlock for longer periods, and emergency vehicles will struggle to get through. This isn't about making the streets betterโ€”this is about making it impossible to drive in NYC, forcing people to give up their cars and rely on an already broken public transit system. Meanwhile, bike lanes keep getting expanded while the city ignores the real traffic problems. The reality is, bike lanes arenโ€™t being used nearly as much as the city wants you to believe. Most of the time, they sit empty, while cars and buses are crammed into fewer and fewer lanes. This isnโ€™t about safetyโ€”itโ€™s about forcing an anti-car agenda on the people who actually need to drive. And whatโ€™s their solution? They want to force you onto the subwayโ€”a transit system thatโ€™s more dangerous than ever. Over the past few months, weโ€™ve all seen the rise in subway violenceโ€”stabbings, robberies, and assaults happening daily. The same politicians who created this mess, like Governor Hochul and the MTA, expect us to just accept it. Instead of making the trains safer, theyโ€™re making driving impossible. And letโ€™s talk about the MTAโ€”New Yorkโ€™s never-ending money pit. Billions of dollars pour into the system every year, and yet we never see any real improvements. Trains still break down, stations are filthy, service is unreliable, and crime is out of control. The MTA always claims they need more funding, yet no one ever asks where all the money is actually going. Meanwhile, the people who rely on the subway are stuck dealing with fare hikes, delays, and dangerous conditions. But the damage doesnโ€™t stop there. Iโ€™ve been speaking with business owners throughout New York City, and they all tell me the same thingโ€”sales are down since congestion pricing rolled out. With fewer people driving into the city, foot traffic has dropped, and small businesses are suffering. Shops, restaurants, and other local businesses that rely on a steady flow of customers are now seeing empty stores and struggling to stay afloat. Business owners have told me the city just isnโ€™t the same anymore. This isnโ€™t about reducing congestionโ€”itโ€™s about punishing drivers, killing small businesses, and squeezing more money out of the people who can least afford it. New York City is no longer a place for the working class. The politicians and bureaucrats behind this mess donโ€™t careโ€”because theyโ€™re not the ones stuck in traffic, struggling to run a business, or riding the subways in fear. We are.

Viral News NYC

149,961 views โ€ข 1 year ago

I just press a buttonโ€ฆ and my Tesla takes me to my destination. No stress, no constant steering, no thinking about every little turn. It just drives me safely there. And honestly, itโ€™s hard to explain this feeling to someone who hasnโ€™t experienced the latest software yet. Itโ€™s freakin 2026... If your car isnโ€™t electric and canโ€™t take you from parking lot to parking lot by itself, it's like using a flip phone with a keyboardโ€ฆ or riding a horse in this era. That might sound dramatic, but once you see whatโ€™s actually happening behind the scenes, it starts to make sense. When I activate Teslaโ€™s Full Self-Driving, the car is doing far more than simple cruise control that other car companies show off... it's really funny when I see them advertise it tbh. My Tesla is literally watching the world around it with eight cameras that give it a full 360ยฐ view. All that video feeds into the onboard AI computer inside the car, which is constantly analyzing everything around it like cars, lanes, pedestrians, traffic lights, construction zones, and making decisions in real time. Tesla has millions of cars on the road, and every single one is helping train the system. Even when people are driving manually, the AI is running quietly in the background predicting what it would do in that situation. And when something unusual happens, a weird intersection, a sudden obstacle, an unexpected move from another driver, that short clip gets sent back to Teslaโ€™s data systems. Engineers then use those clips to train the next version of the driving AI. And that updated AI then gets pushed back to every Tesla through a software update. So literally overnight, your car wakes up smarter. This is what we call the Teslaโ€™s AI flywheel. The more cars on the road, the more data the system learns from. The more it learns, the better the driving gets. The better the driving gets, the more people use it. And that cycle just keeps spinning faster. At this point the fleet has driven billions of miles using FSD, which means the system has already experienced situations that no single human driver could ever see in a lifetime. Thatโ€™s why when you press that button, the car is running a massive neural network that learned from millions of real drivers and billions of miles on real roads. And the result is something that honestly feels like the future. You literally just press a buttonโ€ฆ then you arrive at your destination. I really don't know how anyone in their right mind would choose anything other than a Tesla.

Teslaconomics

18,932 views โ€ข 4 months ago

Pharma insider explains how mRNA jabs cause "sludge" blood & clotting: "[Blood cells] have negative charges & that keeps them separate &...flowing. When you introduce these cationic [lipid nanoparticles], it's like throwing a toaster into a bathtub...[& the cells] all clump..." This clip of retired pharma R&D executive Sasha Latypova (sashalatypova.substack.com "Due Diligence and Art") is taken from an interview with Anita Krishna (Anita K) posted to Rumble on July 9, 2025. ---------------Partial transcription of clip---------------- "Yeah, so, so let me talk about cardiovascular first. Because actually this is something I'm currently researching and and going to write about. I'm drafting an article about this. "So the, the cardiovascular system is it's based on the blood flow. So it's, it's the organs that process the blood flow. You know, in, in the human body everything is completely integrated. There is no like separate systems. Everything is related to everything else. And it's very unique, it's individual. So you can't like we're not interchangeable, our parts not interchangeable. So there's like all kinds of nonsense in medicine and science today and I debunk it on my publication. "But with respect to the cardiovascular system, we're relying on blood flow. Blood flow is relying, blood flow is like traffic flow essentially. So if you think about a major highway going through a major city, you have like six lanes. Like in L.A., right? You have six lanes highway going through the city and you have traffic on it. If, if there is enough distance between the cars, the traffic will be flowing perfectly. There will be no like jams or anything. So the traffic will be flowing. It will be perfect if we have enough separation between the cars. When there is not enough separation between the cars. There are too many cars and the highway is not large enough anymore. Now you have traffic jams. You have stop and go traffic and they start and you even might even have pile-ups. You might have like, you know, somebody slams on the brakes and like three cars slam into them. This is what happens when these things get injected into the, into the bloodstream. "Because they are in those things, they formulated them with what's called cationic lipids. Cationic means it has positive charge. Positive electric charge on the surface. So in the blood flow, all the blood components, all the cars in the traffic are separated by, from each other by negative charge. They all have negative charge, negative ions on the surface and to the red blood cells and the white blood cells and other cells. And like things that are floating through, they all have negative charges and that keeps them separate and it keeps everything flowing. When you introduce these, these cationic lipids, it's like throwing toaster into a bathtub. "It strips that charge because now you have massive positive charge coming in for these particles. And they go. And they strip the negative charge from the normal particles that are there. Like red blood cells and other cells. And that's why we, we see immediate, you know, there were even videos people doing it, taking a drop of blood on the slide and, and putting a drop of thing on it and, and showing what happens. It immediately starts clumping and sepโ€” Like where, where there was like normal cells. Now they all clump together. It's like the immediate reaction, just like as I said, it's like throwing toaster into a into a bathtub. "And the, the charge is now stripped and what's called zeta potential is collapsed. So your blood flow now starts sludging. It becomes sludge, it becomes like pieces. And, and that is the beginning of, of thrombosis. And then if that continues and then, and many people we've seen that the expression of the thing lasts years now so not in everybody but in some people, this lasts year for years. And if that continues for years, your system depletes itself from all sorts of defenses and it starts creating clots, various clots. "There are blood clots, but they're also non blood clots. There are fibrin clots, white. Rubbery kind of things...So you have now clots and, and you have. It just depends on where, where they go, which organs. But heart is obviously everything passes through the heart, you know."

Sense Receptor

11,925 views โ€ข 1 year ago

TRAFFIC STOP TURNS INTO A LAWSUIT BATTLE If a driver becomes argumentative during a traffic stop, does the officer have the right to take stronger control of the situation? Is this a case of someone standing up for their rightsโ€ฆ or someone hoping a lawsuit will erase a mistake behind the wheel? A traffic stop in Hurst, Texas will turn to the courtroom to decide who was actually in the wrong. What is your opinion??? Newly released dashcam footage shows a woman pulled over for speeding while traveling with her 15-year-old son. According to the driver, she had just come from a doctorโ€™s appointment and a hair appointment when the officer initiated the stop. At first, the interaction appears fairly typical. The officer runs her information and returns to the vehicle with a citation. Thatโ€™s when things start to change. The conversation becomes tense. Voices rise. What should have been a simple ticket suddenly turns into a confrontation caught on camera. Now the driver, Taneisha Thompson, says the officer crossed the lineโ€ฆand sheโ€™s filed a civil lawsuit against the police department. She believes the stop escalated unnecessarily and that the officerโ€™s actions violated her rights. Supporters of the officer say something different. They argue that traffic stops can turn dangerous quickly and officers must maintain control of the situation. From their perspective, issuing a citation and managing the stop is simply part of the job. Now the question isnโ€™t just about a speeding ticket anymore. Itโ€™s about accountabilityโ€ฆ authorityโ€ฆ and whether a routine stop became something it shouldnโ€™t have. A court may eventually decide who is right. Itโ€™s currently pendingโ€ฆ Should a heated interaction during a routine ticket ever justify a lawsuit against a police department?

๐Œ๐‘. ๐–๐‡๐ˆ๐“๐„ โ„ข

267,982 views โ€ข 4 months ago