Загрузка видео...

Не удалось загрузить видео

На главную

Flexible sensors are enabling applications that rigid sensors cannot by combining precision, adaptability, and durability. Their high signal-to-noise ratio and resistance to electromagnetic interference (EMI) support accurate gesture detection, while direct curvature-based measurements avoid the cumulative drift associated with inertial measurement units (IMUs), making them valuable for rehabilitation technologies....

13,778 просмотров • 28 дней назад •via X (Twitter)

Комментарии: 0

Нет доступных комментариев

Здесь появятся комментарии из оригинального поста

Похожие видео

TG govt, Analog and MEIL signed a MoU to collaborate on developing next-generation intelligent infrastructure and AI-driven urban solutions. • The MoU was signed in the presence of Chief Minister Revanth Reddy after a high-level meeting with Analog Founder & CEO Alex Kipman and MEIL MD P. Krishna Reddy. • They briefed the Chief Minister on the proposed #Hyderabad Traffic Pilot Project aimed at improving urban mobility and city management through advanced technologies. • Discussions focused on the progress of joint projects being undertaken by Analog and MEIL. • The companies presented their vision for next-generation intelligent infrastructure and physical intelligence-based solutions. • The companies showcased how sensors, robotics and AI can create safer, smarter and more responsive urban infrastructure. • Their presentation highlighted the concept of Cognitive Cities, including AI-enabled adaptive traffic signals, real-time congestion management, early detection of water leakages, smart energy management, and priority routes for ambulances and fire services during emergencies. • The companies also explained how data-driven infrastructure planning can improve governance and enhance citizen services. • Chief Minister Revanth Reddy directed officials to integrate Hyderabad’s traffic signals into a unified intelligent system. • He suggested AI-driven traffic management that dynamically adjusts signal timings based on traffic congestion and weather conditions. • The MoU aims to strengthen technological collaboration and accelerate innovation-led infrastructure development in Telangana.

Naveena

30,859 просмотров • 1 месяц назад

Iran’s Post-War Air Defense: Changes in System Integration and Deployment Tactics The 12-Day War, marked by Israeli air superiority, prompted accelerated reforms in mobility, autonomy, and hybrid integration in Iranian air defenses, particularly in their long-range battery, the Bavar-373. 1. Hardware Changes - Miniaturization and Autonomy (TELAR): The Babar-373-II now integrates AESA radars into each launcher, eliminating cables and vulnerable central radars, enabling independent operations. The range is 300-400 km for large targets and about 85-150 km for stealth fighters. - New Sayyad-4B+ Missiles: Featuring dual seekers (active radar and IR), extended range (300-400 km), and a focus on counter-stealth, Iran believes these new missiles can overcome jamming and past failures against drones heavy drones. - Integration of the Arman System: This is Iran's equivalent to AEGIS, covering medium-range defense (up to 120 km) in self-sufficient vehicles. Investments improved setup agility to just 3 minutes; moreover, if links fail due to satellite disruptions like last year, both the Bavar-373-II and the 15th Khordad can continue operating autonomously. This was a major issue for Iran that caused blackouts in their air defenses. - Surveillance Drones as "Flying Radars": Models like the Mohajer-10 and Karrar conduct patrols and transmit data via satellites (BeiDou), allowing passive detection and keeping radars off until engagement. 2. Tactical Changes - Radar Ambush (Passive Tracking): The implementation of modern sensors was another shift. Now, optical/IRST sensors and drones detect targets; radars activate only for seconds to lock on, reducing exposure to counter-attacks. - Geographic Dispersion: This autonomy allows units to spread across 10-15 km² in tunnels and civilian sheds, emerging only after drone alerts and integrating with smaller systems for layers resistant to saturation. It seems Iran is attempting an interesting tactic that could work if cyber elements don't cause issues. - Radical "Shoot-and-Scoot" Mobility: I've never seen this tactic with long-range air systems before, but Iran claims repositioning in under 4 minutes, with logistics for remote reloads, transforming this system tactically like MLRS or artillery. 3. Post-War Comparative (2025 vs. 2026) Comparing configurations before and after the war, in 2025 connections relied on physical cables and centralized infrastructure, while in 2026 it adopts wireless datalinks with independent launchers, seemingly built with Chinese assistance. Dependency evolved from a giant, vulnerable search radar to a hybrid sensor network incorporating drones, IRST systems, and satellites. Reaction time, which previously took a long time to move the entire battery, is now reduced to under 4 minutes for the first vehicle to depart. Finally, the target focus shifted from conventional missiles and aircraft to advanced threats, such as counter-stealth, counter-drones, and, according to them, even hypersonic missiles. 4. Persistent Fragilities - Slow Reload Logistics: Missile reloading takes 30-60 minutes with cranes, exposing them to orbital surveillance. However, all heavy batteries are like this. - Datalink Vulnerability: Although Iran has strong link protection technology as seen in drone, it has limits against interference, and the number of American assets dedicated to this indicates that jamming or hacking loads won't be small. - Massive Thermal Signature: Heat from the chassis detectable by LEO satellites is another vulnerability that would also nullify camouflage, but it's the same with every system. - Radar Horizon vs. Cruise Missiles: The truck-embedded radar has a short tracking radius of 35-45 km, with a brief reaction against low-altitude or terrain-masking threats, which in certain situations could favor Tomahawks.

Patricia Marins

69,042 просмотров • 5 месяцев назад

The era of monsters like AUKUS is over. When the AUKUS program – which I will discuss in the coming days – was designed, it was already obsolete. Its most likely future is cancellation as many US programs during the last years. Just as drones in Ukraine dominated the battlefield in Ukraine, and proved that anything big and slow becomes vulnerable and almost useless, the same fate now reaches submarines. Hundreds of underwater drones will hunt submarines for hours or days until they find them, and China leads these breakthrough technologies. Two stand out: - Magnetic Wake Detection: developed by Northwestern Polytechnical University (NPU), it tracks magnetic disturbances left by moving submarines, even stealth Seawolf-class ones. Chinese UUVs already integrate this with existing MAD systems, mapping persistent wakes in real time. In 2025 tests, it merged with acoustic networks and AI to form a vast detection grid. - CPT Atomic Magnetometer (quantum sensor): the most promising, it eliminates low-latitude blind spots with extreme precision. Initially tested on tethered aerial drones, it is now being adapted for submerged UUVs using rubidium for omnidirectional anomaly detection. CASC researchers are miniaturising and mass-producing it; in simulations, AI-equipped UUVs distinguished real targets from false positives (e.g. whales) with 95% accuracy. None of this is theoretical – it is already part of China’s Underwater Great Wall, a mobile sensor network fusing magnetic, passive sonar and AI data. This is exactly why Japan’s new submarine - using lithium batteries- program draws so much attention: excellent cost, real innovation, and units entering service before 2032 will also be modern long-range (1,000-3,000km) missile platforms even for hypersonic missiles. They are cheap enough that the AUKUS budget could hypothetically buy hundreds of them. The future lies in smaller, cheaper, more numerous units – never the opposite. Modern warfare is entering the age of decentralisation, and programs like AUKUS are its exact antithesis.

Patricia Marins

509,860 просмотров • 8 месяцев назад

🇵🇰 🇧🇩 Dhaka: Major Breakthrough in Pakistan–Bangladesh Relations After 20 years, the 9th Pakistan–Bangladesh Joint Economic Commission (JEC) meeting was held in Dhaka — marking a major milestone in strengthening bilateral economic and development cooperation between the two countries. The meeting was co-chaired by Pakistan’s Federal Minister for Petroleum, Ali Pervez Malik, and Bangladesh’s Economic Affairs Adviser, Dr. Salehuddin Ahmed. According to the joint communiqué: Pakistan offered Bangladesh access to the Karachi Port Trust, enabling Dhaka to trade with China, Central Asian states, and other regional countries through the port. Both sides emphasized the importance of enhancing cooperation between their national shipping corporations. Pakistan expressed gratitude for Bangladesh’s warm hospitality, with Minister Ali Pervez Malik noting that Pakistan–Bangladesh relations are rooted in mutual respect and friendship. The two countries agreed to expedite efforts for launching direct flights between Pakistan and Bangladesh. A Memorandum of Understanding (MoU) was signed between the Pakistan Halal Authority and the Bangladesh Standards and Testing Institute (BSTI) to enhance collaboration in Halal trade, paving the way for closer cooperation in product quality and certification. The communiqué also emphasized the establishment of a Pakistan–Bangladesh Knowledge Corridor, proposing 500 new, fully-funded scholarships in Pakistan for Bangladeshi students. Under the Pakistan Technical Assistance Program, Pakistan increased the number of training slots from 5 to 25. Both sides agreed to deepen cooperation in trade, investment, industry, energy, climate change, and information technology, as well as in agriculture, transport and communications, education, banking, health, tourism, media, and textiles. The two countries also agreed to enhance collaboration in medical and religious tourism. At the conclusion of the meeting, both countries signed the agreed minutes of the 9th Joint Economic Commission, reaffirming their commitment to expanding economic and developmental ties.

Eagle Eye

16,381 просмотров • 9 месяцев назад

🚨 ⚡ Breaking: I’m proud to share that has raised $82 million in Series B funding to build the first truly global #crypto #payments #network – one that makes crypto as easy, seamless, and universal to use as fiat. Most of the investments were closed with PayPal USD (#PYUSD) stablecoin. This round, led by Paradigm (Charlie Noyes & Matt Huang) with participation from Consensys.eth , QuantumLight, Yolo Investments, Evolution VC, Hike Ventures, Opportuna and AltaIR Capital, that brings our total funding to over $120 million. Regulatory clarity is taking shape, institutions are leaning in, and #stablecoins are booming. The industry has gotten everything it could have asked for – and then some. Crypto finally has its shot at mainstream adoption. The industry is ready, the technology is ready and we believe #Payments are the unlock. 💡 What is Mesh and How it solves the crypto payments challenges? Mesh is building the #network that connects #wallets, #exchanges, Payment Service Providers (PSPs), and businesses as one cohesive operating system. Users can pay with any asset they hold – BTC, ETH, SOL – while merchants settle in the hashtag#stablecoin of their choice: PYUSD, RLUSD, USDC. It’s seamless, instant, and works everywhere. Just like it should. It’s the foundational infrastructure for a #borderless, open financial system. A system where payments aren’t confined by geography, banking hours, or asset types. One network that works across #TradFi and #crypto. Our technology already powers payments, deposits, and transfers across 300+ wallets, exchanges, and platforms. We reach over 400 million users in 100+ countries. With this capital, we’re expanding globally to making crypto payments as easy as using a credit card. Thank you to everyone on the Mesh team and all of our investors and advisors for their brilliance, hard work, and inspiration. This milestone would not have been possible without their continued support and trust in our vision. We look forward to entering this next phase of growth together. And we are hiring! DM me to build the future together. #Crypto #Payments #Stablecoins #Fundraise #Mesh

Bam Azizi

68,803 просмотров • 1 год назад

Indian Army Intensifies Winter Operations in Kishtwar and Doda to Flush Out Pakistani Terrorists As the bone-chilling winter descends upon the Himalayas and the 40-day period of Chillai Kalan grips Jammu & Kashmir, sources in the defence establishment have said that the Indian Army has intensified its counter-terrorism operations across the Kishtwar and Doda districts. Undeterred by freezing temperatures, treacherous terrain, and heavy snowfall, Army units have expanded their operational reach into higher and snowbound areas to pursue and neutralise Pakistani terrorists attempting to exploit the harsh season for concealment. Traditionally, the onset of Chillai Kalan; the harshest phase of Kashmir’s winter spanning from December 21 to January 31 ushers in a temporary lull in terrorist activities, as communication routes close and heavy snowfall isolates mountain regions. However, this winter has marked a decisive shift in the operational approach of the Indian Army and other security forces. Instead of reducing activities, sources have said that the Army has adopted a proactive winter posture, establishing temporary bases and surveillance posts deep within snow-covered areas to maintain unbroken pressure on possible terrorist hideouts. Operating in sub-zero temperatures with limited visibility, Army patrols have been regularly traversing high-altitude ridgelines, valleys, and forested areas to deny terrorists any sanctuary. The shift according to experts signifies an evolution in counter-terrorism tactics, underlining both the Army’s adaptability and its resolve to maintain operational momentum irrespective of the season or terrain. A defining feature of this year’s counter-terror strategy has been the integrated approach to operations. The Indian Army is leading a synchronised effort involving multiple security and law enforcement agencies, including the Civil Administration, Jammu and Kashmir Police (JKP), Central Reserve Police Force (CRPF), Special Operations Group (SOG), Forest Guards, and Village Defence Guards (VDGs). This inter-agency cooperation ensures seamless sharing of intelligence, resource optimisation & sharper operational execution. Intelligence from multiple agencies is carefully synthesised to draw precise situational pictures of terrorist movement and hideout patterns. Once intelligence is verified, coordinated joint operations are planned & launched, minimising overlaps and ensuring maximum impact with tactical precision. The synergy among ground units and intelligence frameworks has enhanced response time, enabling security forces to act swiftly the moment actionable information surfaces. As per assessment made by various intelligence agencies, there are approximately 30 to 35 Pakistani terrorists currently in the Jammu region. Inputs gathered over the past few months suggests that these Pakistani terrorist groups, finding themselves cornered by successful counter-terror operations, have shifted deeper into higher and middle mountain reaches of the region; areas now devoid of habitation. These terrorists are believed to be seeking temporary winter hideouts to evade detection and avoid direct confrontation with security troops. Reports indicate that these remnants of terror groups are attempting to coerce or threaten local villagers for shelter and food supplies, though their support among locals and overground workers has sharply declined. The drying local support and continuous security vigilance at lower altitudes have forced them into isolation, further restricting their ability to regroup or plan coordinated attacks. The principal focus for the Army and other forces this winter is twofold: to eliminate remaining terrorist pockets within known areas and to ensure that terrorists remain confined to inhospitable higher reaches. This containment strategy not only prevents terrorists from infiltrating or regrouping in populated belts but also significantly disrupts their logistics & communication.

Aditya Raj Kaul

56,223 просмотров • 7 месяцев назад

🇷🇺 Russia’s Starlink killers showcase new era of electronic battlefield warfare Russia has ramped-up EW use to detect and jam Elon Musk’s Starlink terminals and satellites, Ukrainian media reports. 👉 Meet Russia’s key counter-Starlink systems: 🔸 Volna Kupol Garant Russia’s latest electronic warfare system reportedly uses a directed high-frequency radio beam to disrupt Starlink operations. Rather than damaging satellites orbiting roughly 500 kilometers above Earth, the system blinds them – cutting their ability to connect with ground terminals while they remain under attack. According to reports, Volna is a mobile system built around six trailers. Each carries a pair of steerable satellite dishes mounted on rotating platforms. A single battery is reportedly capable of denying Starlink coverage across an area of up to 20 sq km. Some analysts say the system was previously referenced under the designation Peresvet-M, although this has not been independently confirmed. Ukrainian sources claim Volna was first deployed during Russia's offensive in the Kharkov region in 2024. They also say its use has increased significantly in recent months. 🔸 Tobol The secretive Russian EW complex is reportedly used to disrupt signals from NATO-linked satellite networks, including GPS, Galileo, and Starlink. Reports claim that Tobol attacks satellite communications on both ends of the link – jamming downlinks from satellites to ground receivers and uplinks from Earth to orbit. Its power and range also allegedly allow it to create an electromagnetic "umbrella." 🔸 Kalinka The system is designed to hunt down satellite communications signals, including those transmitted by Starlink terminals at distances of up to 15 km. It can reportedly track and lock onto even Starshield – SpaceX’s hardened military variant of Starlink. Western media warns that while Tobol disrupts GPS signals on a broad scale, the Kalinka’s precision-targeting capabilities could pose a more direct threat to specific military operations. 🔸 Krasukha The Krasukha-S4 is designed to neutralize reconnaissance satellites, ground-based radar installations, and airborne surveillance systems. It does so by emitting powerful electronic jamming signals that disrupt key radar bands and other radio-frequency emissions. A standard Krasukha-S4 battery consists of two vehicles and has an operational range exceeding 300 kilometers. 🔸 Borshchevik The light mobile system is designed to detect and geolocate Starlink terminals within a 180-degree sector at ranges of up to 10 km, with a reported accuracy of five meters. Using direction-finding and biangulation algorithms, it can locate a target in less than three minutes at a single scanning position. The Borshchevik-2 airborne system hunts Starlink signals from the sky, with reported accuracy down to 0.4 m.

Sputnik

25,528 просмотров • 19 дней назад

❗️Girl shouts 'help' and the world closes its eyes❗️ The Iranian regime is sending morality police back onto the streets. “From Sunday, units of the moral police will go out on foot and by car across the country to detect violations”, according to Iran's Isna news agency. The fact that they want to take very strict action again, to maintain the oppression of women, is only thanks to the self-confidence that the ayatollahs and terrorists like Zakani are given by the West. Because whatever they do, it is not punished by the west, on the contrary...it is even rewarded. Zakani, the mayor of Tehran, better known as the Butcher of Tehran, installs cameras to identify, catch and punish women who commit a "violation" of the dress code with whipping or even murder, as they did with #MahsaAmini. And the Belgian government gives such a person a visa to come to Brussels so he can give a speech at city hall on how to deal with “security” in a big city. It seems like a sick joke but unfortunately it is true. And then terrorist Zakani returns to Iran, is promoted because of his successful trip and family in Iran of dissidents in Belgium, who have taken to the streets against his coming to Brussels, are intimidated, and I am discussed and threatened on Iranian state television as an "opposition leader". Doesn’t Belgium see the direct result of what they are now causing in Tehran? No, they are just once again soothing their non-existent conscience by continuing to justify the unnecessary presence of that "mayor" under the guise of "diplomacy". And this while brave girls and women are the only freedom soldiers standing up against the dogmas of religious oppression by those Islamists at the risk of their lives. While the West offers nothing of support and only exhibits hollow words and deeds, thus only supporting the regime. Iranian women will continue. It is up to the west to really support them instead of continuing to be so hypocritical. Not just for Iran, but for the world.

Darya Safai MP

88,501 просмотров • 3 лет назад

$KNDX 🤖 Theres 3 big narratives that are sending coins left right and centre rn. 🚀 #AI, #Gamefi, & #NFTs 🔹Theres 50% mindshare for #AI. 🤖 🔹#GameFi mcap is hitting ATH's with #OfftheGrid, $XBG and $SUPER making spectacular moves. 🎮 🔹NFTs and the #Metaverse are making a strong comeback with $APE up 100% over the weekend. 🐵 What if there's a project that touches all these trending narratives with groundbreaking technology to disrupt all 3 of them? 🔥 💡- That's where $KNDX comes in. -💡 Kondux is a cutting-edge Web3 SaaS platform, combining NVIDIA’s Omniverse, AI, Blockchain, and dynamic NFTs to revolutionize secure asset management across industries. 👏 Their flagship product, kNFTs, are 3D digital assets usable across Metaverse and Gaming platforms, AR/VR/XR environments, and manufacturing applications. Kondux’s scalable model opens new revenue streams by enabling effective digital asset monetization. 💰 Kondux is the first Web3 project to integrate VFX pipelines with NVIDIA’s Omniverse and bringing it onto the Blockchain. ⛓️ It is also the only Web3 project with a *Select Status Partnership* with NVIDIA, operating under NVIDIA NDAs and working with them directly for more than 2 years. About their NVIDIA Integrations: 🤖 🔹There are three areas of the Kondux tech stack that coincide with three divisions of NVIDIA: 📡GDN (Graphics Delivery Network, the backbone of GeForce Now) 💡Omniverse for 3D aspects such as, geospatial data, real world physics, lighting, and raytracing 🤖NVIDIA AI Foundation, which covers many aspects of #AI, including inference and deployment scaling. The convergence of all these components lie within .USD file format . 🔹 They are the first blockchain project to integrate NVIDIA’s Omniverse Cloud and Graphics Delivery Network (GDN) to provide high-quality 3D content accessible on any device without requiring high-end hardware. 🔹 This setup streamlines content management, democratises access to resource-intensive 3D content, and enables real-time interaction with 3D NFTs. Now, I haven’t seen any crypto project so deeply connected with NVIDIA and NVIDIA technology. GDN is a HUGE competitive advantage. With it, the need for #GPU’s basically goes out the window. 🤯 Now lets take a look at some of the other main features... 👀 OpenUSD (Universal Scene Description): 📽️ 🔹 Kondux is leveraging USD technology, developed by Pixar and used by Meta, Apple, Microsoft and other industry leaders to enhance 3D graphics and interoperability within its creative ecosystem. 🔹 Originally created for high-end film production, USD now supports a variety of applications, including gaming and virtual reality, making it a key asset for Kondux. kNFT's: 🎨 🔹 Kondux is pioneering a new category of NFTs known as kNFTs, which aim to redefine NFT utility through innovative features. 🔹 A standout feature is the upgradeable aspect provided by Kondux DNA, allowing kNFTs to transform and combine with other NFTs, creating limitless possibilities in art, gaming, and music. 🔹Through the Kondux AI portal it will be possible to communicate with kNFTs. They can learn and adapt. This AI technology is revolutionary because it makes human to kNFT interaction possible, turning it into a unique, personalized experience. Check out the clip of kNFTs in Unreal Engine 5 gameplay below. 👇 Kondux is a very obvious utility play with huge upside because it’s multi narrative. 📈 It's seriously groundbreaking stuff that they’re about to launch. 🚀 After speaking with the team there’s no doubt in my mind this will do crazy big numbers in the next months. 🤑

Altcoin Miyagi🇯🇵

17,323 просмотров • 1 год назад

A brave Lebanese photo journalist who is still based in Nabatieh was able to capture at least one Merkava tank burning in the outskirts of Arnoun Castle, on the outskirts of Nabatieh region, after a failed Israeli invasion attempt from Yohmor village towards the strategic hill top. The resistance did announce earlier targeting 3 Merkava tanks with ATGMs, while Israeli evacuation helicopters were seen at least 3 times today evacuating Israeli casulaties from the battlefield. The blackout imposed on the area by the Israelis warning everyone for complete evacuation of entire South Lebanon and targeting cars on the roads lead to very few journalists able to access the area and report the situation. I added a video for the area for the audience to understand the location and geography of the scenes, where Arnoun castle sits on a hill top located 5 kms away from the borders, and is elevated 700 m above sea level and 300 meters above its outskirts. more than 200 Israeli airstrikes attacked the vilages in direct outskirts of Arnoun and Yohmor and Zawtar in the last 48 hours, with continuous artillery shelling. I was not able to reach there today after the road i usually take, Zefta, was warned and bombed. Yesterday, the same road witnessed an ugly attack against a truck loaded with horses, their owner was trying to evacuate them from his farm in Zefta village. These images coming from the frontline are very important as they dismantle the Israeli systematic psychological warfare on our people about an "easy invasion", and depict the reality on the ground they are facing despite all their unlimited fire power and unchalleged air superiority due to unconditional and open western support.

Hadi Hoteit | هادي حطيط

14,772 просмотров • 2 месяцев назад

Today I conducted several surprise oversight visits in the Western Cape. The point of these visits is simple, to test the real conditions under which police officers are expected to serve, not only what appears in official presentations. What I saw again is that many police officers are doing serious, difficult and often dangerous work with far too little support. That must be said clearly. The problem is not the commitment of the cops on the ground. The problem is a system that too often expects results without providing the people, vehicles, facilities, equipment and basic support required to do the job properly. At Khayelitsha FCS, the unit is dealing with some of the most sensitive crimes in the criminal justice system, including sexual offences, child victims and family violence. The reported ideal staffing level is about 43 personnel. The current number is about 21. That means a specialist unit dealing with deeply traumatic cases is reportedly about 22 people short. This is not an administrative issue. Every shortage affects victims, investigations, court preparation, forensic follow-up and the ability of detectives to give proper attention to each case. FCS work cannot be reduced to moving dockets. It involves children, families, trauma, dignity and justice. At the FCS unit serving Kuils River, Kleinvlei, Mfuleni and Mfuleni Satellite, the same pattern emerged. The unit reportedly has only about seven to eight investigators and one administrative clerk, while receiving around 40 dockets per month. The D1 and D7 rape-kit stock was reported as sufficient at the time of the visit. That is important. The immediate problem there is not current rape-kit stock. The urgent pressure is too few investigators, too little administrative support and inadequate victim-friendly office space. Victim-friendly facilities are not a luxury. They are part of proper policing. A child victim or rape survivor should not be failed by an office environment that is not designed for trauma-sensitive work. At Khayelitsha SAPS, the vehicle situation is deeply concerning. The station recorded 38 vehicles, but 15 were at garages. That means almost 40% of the fleet was unavailable. This affects visible policing, complaint response, scene attendance, hotspot policing and detective work. Some vehicles have reportedly been stuck for long periods, including detective vehicles delayed for 88 and 121 days. A police station cannot properly serve a high-demand community if so many vehicles are unavailable. A vehicle in a garage is not a vehicle serving the public. SAPS must explain the repair delays, garage bottlenecks and fleet management failures. At TRT, the concern is structural and operational. These are police officers expected to perform high-risk specialist policing, yet there are serious concerns about structural certainty, vehicles, ICT, accommodation, equipment and deployment governance. Specialist policing cannot run on goodwill alone. If SAPS expects tactical units to confront gangs, violent criminals and high-risk threats, then those units must be properly formalised, properly equipped, properly housed and properly supported. Across all the visits, the pattern is clear: Police officers are doing too much with too little. FCS units are under-resourced while dealing with some of the most vulnerable victims. Vehicle shortages are weakening visible policing and investigations. Victim-friendly infrastructure is still not where it should be. Specialist units are being expected to deliver without the full structural and logistical support they need. SAPS must now provide formal written answers and time-bound corrective plans. Oversight is not about attacking frontline police officers. It is about making sure the system gives them what they need to serve communities properly. Citizens deserve effective policing. Victims deserve dignity and justice. Police officers deserve the tools and support to do the job. Feedback to follow IC

Ian Cameron

18,063 просмотров • 2 месяцев назад

After a few more hours, I think I've figured out Opus 5. Opus 5 is trained to be more agentic than anything I've used. All Claude 5 models are like that. So what changes? The way to interact with Opus 5 or contextualize it won't work the same way as with other models. It loves exploring, so it doesn't need much guidance for it. Unique preferences, artifacts, and references compliment it well and enable cleaner and more effective exploration and execution. Now that it can explore more effectively on its own and understand intent better, the best thing to do is to get out of its way (e.g., it doesn't need examples of your preferences; a clear high-level description of it works best). It's truly agentic in that sense. A good first step to provide better context for Opus 5 is to distinguish between what's situational and what needs persistence. Regardless, persistent system prompts and CLAUDE.MD needs to stay lightweight. Remove memories and tool descriptions from these. CLAUDE.MD is also a great place to tap into progressive disclosure by linking command/skills to it. On the situational side, agent skills and auto-memory can leverage progressive disclosure and the improved ability of the model to use its external context/knowledge. Conflicting and unnecessary instructions, which are common at this layer (mainly to ensure reliability), are going to throw off this model easily. That's the biggest change I had to make. Simple, clean, and clear prompts and skills work best. I had to clean a lot of my skills and system prompts. The way I prompt remains the same (usually clear and well-scoped). MCP tool descriptions are also more descriptive and have been deduped from the system prompt. Anthropic released a guide on the new rules for context engineering, which was helpful here. I started to test the recommendations and created a little artifact with the things that worked along the way. This might feel like a lot of work. Believe me, it has been frustrating. But I think we can expect future frontier models to become more agentic and smarter at figuring out the right context/gaps. The best thing to do is to prepare for that now. Boris Cherny mentioned that Opus 5 is their least prompt-injectable model yet. I am not sure if that was something they intentionally trained for or if it emerged based on how it was trained, which is to be extremely agentic in nature and more direct in execution.

elvis

37,551 просмотров • 18 дней назад

Colmap 4.0 was very recently released, so it inspired me to do some work to better understand it and its new capabilities with Rerun. I want to really understand how Colmap, and in particular, pycolmap, works outside of just calling it via the CLI. So my goal is to use the low-level pycolmap API to log every part of the pipeline. The explicit goal is to have an alternative to the SQLite database that I can utilize. Instead of SQLite, I want to try logging everything directly to rerun and use RRD. This means I can have deep inspectability and still save the features/matches/2D view geometry, but be able to view it directly in rerun. I think this is one of the superpowers that rerun provides; data and visualizations are deeply integrated. As I'm often working with sequential data (videos), I'm going to specifically focus on four things: 1. Monocular Video Simple: Calls high-level APIs such as pycolmap.extract_features, pycolmap.match_sequential, pycolmap.incremental_mapping. These are basically identical to the CLI options and provide a good baseline. 2. Monocular Video Streamed: Take the above high-level APIs and break them down to their iterator version, logging each component in a streamed manner. This way, I can stream the intermediate features to rerun while the extraction/matching/mapping is happening. 3. Rig with unknown calibration: <- WHAT THE VIDEO SHOWS This is probably the most interesting version and the first one I've been working on. It allows one to set a rig between known sensors, such as in VR/AR devices, leading to much better reconstructions with multiple cameras. This is the case where we don't know the calibration a priori, so we have to run a reconstruction twice: once as a normal Colmap reconstruction with no rig constraints, use this to generate the constraints, and then do it again with the newly found rig. 4. Rig with known calibration: This is the RoboCap example, where we have a pre-calibrated set of sensors, so we don't need to run the two reconstructions and also gain better matching between cameras, both spatially and temporally. Again, this leads to a much better reconstruction! Along with all this, GLOMAP has become a first-class global mapper, making it super easy to use directly within pycolmap! I'm excited to do more with this and compare it to things like pycuvslam, vipe, and other alternatives.

Pablo Vela

30,070 просмотров • 4 месяцев назад

IRAN: What about China and Russia? Certainly they’re not going to provide much kinetic support, but they do not want to see the regime fall. Are either of them providing any support? Israel has secured protection from both the Americans and the Russians, yet it remains poorly regarded by the Chinese. The Russians delivered MiG-29s, some EW systems, and a few helicopters, but to this day, they are postponing the delivery of more modern aircraft. Tel Aviv and Moscow maintain a very strong connection forged by the Soviet diaspora; today, roughly 20% of Israeli households speak Russian. The Chinese, for their part, have raised suspicions regarding the supply of radars and intelligence, but they are proven to be using satellites to photograph and publicly expose American military assets online - a clear demonstration of their involvement and power. This means that, unlike during the 12-day war, Iranian forces will now have direct satellite support. Ironically or not, China’s role in intelligence with Iran appears to mirror exactly the U.S. role with Ukraine. Regarding rumors of Iran receiving S-400s, there is zero evidence of this, and based on Putin’s statements, I do not believe they will proceed. Similarly, there is no visual evidence that the Chinese have provided long-range HQ-9B surface-to-air missile (SAM) systems or YLC-8B radars to Iran. Personally I believe it is possible that radars were delivered, though there is no confirmation. To date, there is no evidence of any Chinese cargo planes landing in Iran over the last few months. Most of the material delivered comes via Mahan Air Boeing 747s. There were also Cargolux flights, but those were also Boeing 747s, and for an HQ-9B system to be delivered, a much larger military airlifter would be required. Above all, these long-range defense systems would have been commissioned and showcased as a deterrent in a country on the brink of being attacked, which has not happened. However, Iran has invested heavily in revamping its own systems, as I reported previously. The Chinese also maintain a very close relationship with the UAE and the Saudis which, similar to the Russian position, limits the extent of massive support for Iran. Iran finds itself in a situation where its two main allies do not hesitate to provide political and intelligence support but remain reticent regarding direct military equipment. Nonetheless, this is a situation Iran has been used to for years, and it has been the primary driver for the development of its own military ecosystem.

Patricia Marins

36,416 просмотров • 5 месяцев назад

In a shocking incident that has sent waves of outrage across #Karnataka, three labourers working at a brick kiln near #StarChowk in #GandhiNagar, #Vijayapura, were brutally attacked by their employer and his associates. The assailants not only carried out the attack but also filmed the horrifying act and posted it on Instagram, leaving viewers disturbed by the brutality. The victims, identified as Sadashiva Basappa Madara (27), Sadashiva Chandrappa Babaladi (38), and Umesh Malappa Madara (25), hailed from #Chikkaliki village in #Jamkhandi taluk of #Bagalkot district. They had taken an advance payment from the brick kiln owner, #KhemuRathod, and travelled home to celebrate the Sankranti festival. However, their delayed return to work enraged Rathod, who resorted to violent retaliation. The horrifying incident occurred at a brick kiln on #SindagiRoad, owned by Khemu Rathod. Rathod, along with his son and 15 other individuals, confined the three workers to a room for three days. The attackers reportedly beat the workers with pipes, assaulting them every 15 minutes. Despite the workers pleading for mercy, the brutality continued unabated. The video of the attack, which has gone viral on social media, shows the victims begging for the beating to stop while the assailants carried on mercilessly. The graphic nature of the footage has sparked outrage, with many calling it a “demonic act.” The injured workers were eventually taken to the Vijayapura District Hospital for treatment. The incident, which falls under the jurisdiction of the Vijayapura Rural Police Station, is under investigation. Authorities are working to bring the perpetrators to justice, and further action against Rathod and his accomplices is expected soon. The viral video has drawn widespread condemnation, with people expressing outrage over the inhumane treatment of workers. Many have called for stricter measures to prevent such incidents and ensure the safety of labourers. In a separate case, a youth from West Bengal was assaulted in Bengaluru over a dispute involving cigarettes. Rajesh Das, a delivery boy working in the #Doddanekundi area, was attacked by a group of youths, including two minors. The altercation reportedly started when Das asked for a cigarette from one of the accused, Adarsh Adesh, who responded with abuse. The situation escalated, and the group, including Chandra Shekhar and Pawan, brutally beat Das using sticks and a helmet. The assault was also captured on video and shared online. Police have arrested three of the accused, while two minors remain at large.

Hate Detector 🔍

20,826 просмотров • 1 год назад

🚨 More Evidence That Archeological Narratives Make ZERO Sense In Peru! This video from Brien Foerester is PERFECT as an example, so here we have a street in the city of Cusco, on one side you have simple non-uniform rock walls with mortar. On the other side you have mortarless, precision cut & fitted megalithic multi-tonne walls. Now mainstream archeologists and historians will attribute both of these works to the Bronze Age Inca cultures, regardless of the fact that it was absolutely impossible for the Bronze Age Inca to precision cut and fit MoH 7/10 hardness stone like Andesite & Diorite which make up the majority of the precision megalithic wall structures. What they could do, and did do, is pick up the pieces of the lost civilisations partially destroyed buildings and use them to make their less advanced walls with mortar, they also built on top of/around the megalithic work and incorporated it into their own sites, as well as attempting to rebuild elements of these far more advanced structures. This actually makes Peru a PERFECT place for 'Compare & Contrast'. It is so blatantly obvious what was made by the Inca and what was made by the lost civilisation. Our historical models are broken, there were highly advanced cultures on this planet long before our written history began, they were wiped out via global cataclysm and one of the smoking guns for the scattered remanence of this lost chapter, is Peru.

Jay Anderson

79,853 просмотров • 1 год назад