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D-Max lugia solo. Target attack: future sight AoE: sky attack Max mushroom: on Adventure effect: dynamax cannon 31 helpers. Zacian with metal claw/behemoth blade. Metagross with shadow claw/meteor mash. (Attacker)G-max Grimmsnarl with bite/dark pulse. This one was the hardest.

17,282 просмотров • 8 месяцев назад •via X (Twitter)

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Legora sets the bar for operating at AI speed. Watching them become one of the fastest growing software companies of all time these past few years has provided constant lessons on what’s required to win in this new world. Fresh off Legora's $550M Series D, CEO Max Junestrand joined logan bartlett and me on Unsupervised Learning to provide a masterclass on building an AI-native company. He shared some amazing lessons around - Constantly rebuilding for the bleeding edge of model capabilities - Partnering with customers for both immediate impact and long-term transformation - Running Legora differently from traditional software companies He also included some spicy takes on - Why foundation models entering legal is good for Legora - Pricing AI products - The future of the legal industry It’s impossible to listen to Max and not pick up the infectious energy that makes Legora such a special company. Check out the full episode: YouTube: Spotify: Apple: 0:00 Intro 1:16 Legora’s Series D Story 3:24 Why You Need Low Ego to Build in AI 5:58 From 60% to 100% Accuracy in One Summer 7:04 Law Firm Economics Shift 14:09 Pricing Seats Vs Outcomes 18:31 Why Foundation Models Entering Legal Helps Legora 30:10 Convincing a 75-Year-Old Partner to Go All In 33:02 Hiring Legal Engineers 34:32 Running an AI-Native Company 35:57 The Opus 4.5 Christmas Breakthrough 40:02 Building With Customers 44:01 All In On US Expansion 51:22 Stockholm Startup DNA

Jacob Effron

32,091 просмотров • 4 месяцев назад

//The Wire//2300Z November 3, 2025// //ROUTINE// //BLUF: TWO-DAY KNIFE ATTACK SPREE CULMINATES IN MASS STABBING ON TRAIN IN UNITED KINGDOM, PASSENGERS AND CREW DO THEIR BEST TO HALT THE ATTACK. FEDERAL JUDGE ORDERS SNAP FUNDING TO MATERIALIZE. GOLDEN HINDU IDOL 15 STORIES TALL TO BE CONSTRUCTED IN RURAL NORTH CAROLINA.// -----BEGIN TEARLINE----- -International Events- United Kingdom: On Saturday, a mass stabbing was carried out on a train bound for London from Doncaster. 10x people remain in critical condition as a result of the attack. The assailant has been identified as Anthony Williams. A separate individual who may have also been involved in some way was arrested at the scene. This individual has not been identified, but authorities have stated he is of Caribbean descent. Police also tased one man on the platform after the train arrived at the station, however this was a case of mistaken identity and the tased man was released without charge. -HomeFront- North Carolina: Local concern has emerged following plans to build a massive Hindu "temple" in the small town of Moncure, just west of Holly Springs. This extremely large and sprawling complex is planned to have a golden idol that will be roughly 155 feet tall...one foot taller than the Statue of Liberty. This project was announced earlier this year, but has gained notoriety as the construction plans move forward. Analyst Comment: Small towns in historically Christian rural areas are often targeted for the construction of golden idols due to the ease of bribing/influencing local officials to obtain permission to build commercial facilities. In this case, Moncure is an extremely small town that doesn't really engage in any zoning (they leave it to the county to decide), so it's easy to pencil-whip the re-zoning of private residential property to allow for the construction of a pagan idol that will dominate the terrain for dozens of miles. This idol is not even built yet, the area slated for it's construction is still just undeveloped land. However, (to the surprise of literally no one) it's already featured heavily in the Google search results for Moncure, NC as the top tourist destination for the town. Hindus have already spammed the reviews for the structure that doesn't exist yet, giving it top marks and praising the facility as great to visit...with the owners of the place celebrating the fake reviews of a non-existent facility, while simultaneously admitting that the facility doesn't exist yet. Washington D.C. - U.S. District Judge John J. McConnell Jr. has ordered the White House to ensure that emergency funds are used for the SNAP program, stating that "the USDA must distribute the contingency money timely, or as soon as possible, for the November 1 payments to be made". Analyst Comment: That brief description was more or less the entire order, which was oral in nature. However, a lot of other things have to click into place to make this order come to fruition, especially due to the complexities of the Judiciary ordering the Executive to do something that is technically the job of the Legislative. Despite the very obvious problem with this arrangement, the issue is now tied up in court, effectively stalling the distribution of at least some electronic deposits. However, some EBT recipients have reported getting their funds as they have before, so it's not clear as to what funds are being disbursed, or to whom. -----END TEARLINE----- Analyst Comments: The train stabbing attack in the United Kingdom is one of the most significant attacks in recent British history. A Major Incident was declared and a PLATO response was initiated (which is the colloquialism for an active terror attack in progress). The details of the attack itself are not entirely clear, but at the moment the eyewitness statements indicate this one was ugly. A train car packed with people who cannot escape makes for an exceptionally vulnerable target for malign actors. Witnesses state that the attack took a long time to complete, and that the stabbings were carried out over a period of 15-20 minutes. This was made worse by the fact that this mass attack was 100% preventable. The attack onboard the train was actually the *fourth* stabbing attack conducted by Williams within a 24 hour period. Authorities have not confirmed anything; all of this investigative legwork is being conducted by private citizens as the British government has been silent on the matter. However eyewitness statements indicate that Williams was likely the same man who stabbed a 14-year-old in Peterborough the day before (October 31). That same day, Williams was observed brandishing a knife in a barber shop in Cambridgeshire. Williams is also suspected in stabbing a different man in East London on November 1st. In all prior cases, either the police did not investigate at all, or did not circulate his photo or issue a BOLO notice. This was quite literally a case of a madman with a knife stabbing anyone he liked over a period of two days, before the final culminating attack took place onboard the train. Concerning motive, this meets all definitions for being classified as a terror attack. However, British authorities have very adamantly stated that it isn't a terrorist attack. Trust is nearly nonexistent with British authorities at this point, but the story told by the Transit Police is that this was a private dispute between two criminals, which devolved into one of them attempting to stab the other. Due to the tight quarters of a packed train car, this resulted in everyone in the car becoming unwillingly involved. At the moment, this version of the story appears to be false for many reasons, first and foremost is the detail that Williams had already conducted three stabbing attacks prior to the one on the train. What started the incident inside the train car remains uncertain. However, once violence had been undertaken the assailant tried to kill everyone on the train, and a general state of bedlam erupted as passengers fled up and down the train to escape the attack. This is confirmed beyond all doubt, by the CCTV footage that was leaked, showing Williams pursuing passengers down the platform after arriving at Huntingdon Station. This is about as smoking-gun as it can get, and confirms that the attacker did indeed attempt to target citizens deliberately, as opposed to people just getting in the way of a private murder attempt. As a reminder, there are at least two security cameras at each end of every car on the London North Eastern Railway trains. So footage of the attack (and importantly, everything that led up to it) does exist. Since this footage probably won't be released, the most important witnesses to consider when trying to figure out what happened, are those who at present cannot speak...the individuals still undergoing intensive medical treatment are the people who were closest to the attack and their testimony carries much weight. At the moment, there have been no fatalities, but prayers are strongly encouraged for the survivors to ensure their rapid recovery. More broadly, this attack highlights the extreme need for citizens who are not just prepared physically, but also mentally. Train driver Andrew Johnson became aware of the attack, and instead of stopping the train on the tracks (where police and medical would take some time to arrive), Johnson diverted the train to a different track which would take the train into the next-closest station (which happened to be Huntingdon) where police would be waiting, radioing ahead to ensure that the attack on his train could be stopped as soon as possible. One railway crew member onboard the train (who has not yet been named due to being wounded) also displayed great courage by blocking the passage of the attacker, delaying his rampage down the train for a time, sustaining severe wounds in the process. Several passengers also carried out the time-honored tradition of using violence-of-action to take the fight to the attacker (all of whom were wounded during the attack). Stephen Creen was wounded while attempting to stop the attacker, along with several others who attempted to do the same even though everyone except for the attacker was unarmed. In short, details may be hard to discern, but currently it looks like most people did the right thing; those who could fight, did so. Those who couldn't, fled and attempted to warn other passengers down the train, as well as caring for the wounded. This attack proves once again that almost everything can be done correctly, and the fight still be a hard one. Attacks will continue, this is unfortunately a certainty. If not from deliberately planned terror attacks, then from random outbursts of violence. But, the first steps in the British re-conquering their kingdom will be to foster a culture of using extreme violence, to stop extreme violence. Not out of malice or hatred, but out of the desire to stop the harm to innocent people. For far too long the British government has portrayed sheer survival instinct as hatred, which is pure gaslighting that couldn't be further from the truth. Attacks like this, while horrific, do a lot to show the British people that stopping a mass murdering lunatic requires violence, and exercising this violence to protect the innocent is a good thing. As such, considering this rampage will be in the news cycle for a while, it will be absolutely crucial to applaud the actions of those who did what they could to stop the attack. Focusing on the horror of the day is easy but fruitless; it is a far, far better thing to focus on the good that was done, and try to improve the lessons-learned for the challenging times ahead. They might not have been as successful as one would hope, but some gave it a try anyway and did the best they could. Which is the most anyone can hope for, and what we all should strive to achieve. Analyst: S2A1 Research: //END REPORT//

S2 Underground

16,592 просмотров • 8 месяцев назад

🚨Max Blumenthal on the Bondi Beach terror attack and the Chabad-Lubavitch movement: ‘There are many people of diverse perspectives who were targeted in this attack simply for being Jewish. Jews are increasingly targeted and resented because of Israel’s attempt to claim the mantle of world Judaism and claim to be the global voice of Judaism. As Israeli soldiers now take gigantic Hanukkah menorahs into the ruins of Gaza and light gigantic candles over the destroyed homes of people they massacred. There was a lighting of a menorah in the occupied West Bank city of Tulkarm. These kinds of displays encourage antisemitism. Israel is the singular engine of anti-Jewish attitudes, and by design, because it justifies Israel’s existence to cultivate anti-Jewish hatred outside the Spartan fortified frontiers that Israel controls. So you have one of the casualties in Bondi Beach, a rabbi for the Chabad-Lubavitch movement, which is deeply intertwined with Israel’s fascistic settlement enterprise. The Chabad-Lubavitch movement believes that Palestinians essentially are not human. They work closely with the Israeli military. And this rabbi himself had gone to Gaza and participated in the genocide, blessing Israeli soldiers as they destroyed homes, as they massacred civilians. Nothing justifies his death. But at the same time, I’m not going to memorialise or honour a figure like this. The Chabad-Lubavitch movement attempts to proselytise within Judaism, and so they actually targeted me for proselytisation when I was much younger. I got to know them and understand their genocidal attitudes. It’s something that helped turn me against Zionism. This is a movement that is also very closely connected with the Trump administration: Commerce Secretary Howard Lutnick, Trump’s son-in-law Jared Kushner. These are some of the Chabad fellow travellers. It’s a very influential and fascistic movement.’ -Max Blumenthal joins us for Saturday’s episode of Going Underground Don’t miss it, follow us on X and follow our Rumble channel, link below in the replies👇

Going Underground

46,222 просмотров • 7 месяцев назад

HERMES AGENT IS PULLING AHEAD OF OPENCLAW. 8 FEATURES THAT WILL MAKE YOU SWITCH. 1. HERMES GETS SMARTER EVERY RUN. Hermes updates its own skills after every completed task. what worked gets saved. what failed gets refined. the Curator runs in the background every 7 days. prunes unused skills. consolidates duplicates. archives stale procedures to .archive/ (recoverable). your skill library stays clean without manual work. agents with 20+ self-created skills finish similar tasks ~40% faster. 2. CHECKPOINTS BEFORE EVERY FILE CHANGE. before Hermes touches your files, it snapshots the working directory with a shadow git store. if anything breaks: /rollback # restore last checkpoint /rollback 3 # go back 3 checkpoints config: → max 20 snapshots per project → max 10MB per file, 500MB total store → auto-prune after 7 days → opt-in: set checkpoints.enabled: true you can also restore a single file without affecting the rest of the directory. 3. STABLE RELEASES. Hermes ships fewer updates. the ones it ships go through 500+ PRs per release with community testing before merge. v0.16.0 had 874 commits and 542 merged PRs. the update system runs syntax validation after every pull. if anything breaks, it auto-rolls back to the last working state. 4. 27+ MESSAGING PLATFORMS. Telegram, Discord, Slack, WhatsApp, Signal, iMessage, SMS, Email, Teams, Matrix, and 17 more. one gateway process covers all of them. 5. PROFILE ISOLATION. separate agents with their own model, memory, skills, cron jobs, and SOUL.md. run a researcher on GPT-5.5 and a coder on Fable 5 simultaneously on the same machine. 6. KANBAN + DISPATCHER. task orchestration with 60-second dispatch cycle, zombie detection, heartbeat tracking, retry budgets. assign tasks to agents from a visual board. 7. /GOAL WITH JUDGE MODEL. persistent objectives across turns. a judge evaluates after each turn: done or continue. runs for hours autonomously. 8. BUILT-IN MIGRATION FROM OPENCLAW. hermes claw migrate one command moves your OpenClaw setup to Hermes. supports --dry-run to preview before changing anything. also migrates legacy Clawdbot and Moldbot setups. OpenClaw still has the bigger ecosystem and more community integrations. both tools are open source. both are actively developed. this is about which architecture compounds better over months of use. full Hermes SOUL . MD guide 👇

YanXbt

19,573 просмотров • 1 месяц назад

Promised to ship before the movie so... 📅 53 days 🤖 731 vibe coded commits ⚡️ Powered by Three.js 🚀 Inspired by a space plumber 🙋‍♂️ AMA, no secrets, no shame High level, grouped list of what's in this game: Galaxy DNA - Lumas - Star Bits - Spin attack with air boost + ground-cancel - Galaxy gravity - Octoombas - Gateway Galaxy music track Vibe Coding Process - Claude Code (Opus) for ~95% of all code - CLAUDE.md project instructions file (163 lines of rules + constraints) - 87 implementation plans written before coding - 36 AI code reviews (ECS, architecture, performance) - 11 retrospectives after major features - 60 extracted skills (reusable knowledge from debugging sessions) - Constraints doc that grows every time something breaks (115 lines) - /lets-build workflow: discovery → plan → review → implement → verify - Every feature: plan first, review the plan, then build in atomic commits - Custom level construction CLI (AI-assisted placement) - this evolved over 53 days Architecture - Custom ECS engine (Structure-of-Arrays, zero-alloc hot paths) - Benchmarks faster than bitECS on packed iteration - 117 ECS systems orchestrated in explicit update order - Data-oriented Process system (sequential/parallel composition) - 30+ process types: UI animations, camera arcs, sfx Rendering - Three.js + Pixi.js sharing one WebGL2 context - Three renders 3D, Pixi renders UI — no extra canvases - Half-res bloom, color grading, occlusion silhouettes - Fresnel rim lighting + hemisphere ambient for Galaxy-style polish Physics - Rapier3D WASM physics (SIMD build) - Kinematic character controllers for player + all enemies Gravity - Galaxy-style gravity fields (walk around surfaces) - 4 gravity field types - Priority-based gravity resolution with distance tiebreakers - Convex hull letter platforms with per-face gravity - Spring-damped gravity transitions Shadows - Multi-pass gravity-aware shadow system - Per-instance shadow filtering via vertex shader attributes - InstancedMesh candidates promoted across gravity fields - Dynamic frustum sized from camera FOV each frame Camera - camera system with 12 critically damped springs - Follow-gravity mode (trailing orbit in tangent plane) - Fixed-up mode (screen stays level on letter platforms) - Top-down mode (Galaxy overhead cam, roll-free quaternion) - Camera collision via 4-direction spherecast repulsion - Override blend system for boss fights + pipe travel - Catmull-Rom spline intro flythrough with per-waypoint duration Space - Procedural space nebula (simplex noise shader, 3 octaves) - 1,800 seeded stars with per-star brightness + color variety - Galaxy-authentic palette across all screens Enemies - 5 enemy types with full AI state machines - Goomba, Koopa, Spiny, Bob-omb, Octoomba - 3D distance → FOV cone → LOS raycast detection pipeline - Editor-placed OBB avoidance zones with deflection hysteresis - Recoil, stun, shell, fuse, and ranged attack behaviors Boss Fight - Bowser Jr. boss fight - Multi-phase combat with Bob-omb spawning - Controlled intro/outro sequence Mario - Galaxy-style spin attack - Rainbow diamond particle burst (InstancedMesh, 64 pool) - Hit-stop with global time scale freeze + camera shake - Air boost, ground-cancel, shell kick at extended range - Invulnerability frames during active spin Yoshi - mount/ride system with shield HP - +3 extra HP ring on mount, damage depletes shield first - Overflow damage carries to Mario - Forced dismount on shield break with poof effect Objects - Coin system with InstancedMesh rendering (256 max) - Per-instance opacity via shader patching - Pop → float → shrink → fade collection animation - Swap-and-pop O(1) entity removal - Star bit burst spawning with attraction system - Pipe warp travel with camera override blend - Parallel-transported screen-right vector during crossfade - Shadow field updates for traveling entities - trampoline - 3D assets from Hello Mario Framework (now archived) and game rips Audio - 17+ wired sound effects with spatial audio - Bob-omb fuse sound: per-entity lifecycle, looping playback tracking - Distance-based volume for poof and explosion effects UI - Odyssey-style ring HP meter with shield inner ring - Number roll + arc lerp stagger on health changes - Gold coin counter HUD - Loading screen with code-split fast first paint - Pretext layout flow in "legal" screen with retro Mario Controls - Mobile touch controls: virtual joystick + A/B buttons - Proportional analog stick with walk/run speed switching - Gamepad support: Xbox, PlayStation, Switch Pro - Dead zones, auto-reconnect, synthetic DOM key bridge Dev Tooling - experimental CLI level construction tool with undo history - 18 placement types with type-safe defaults - Atomic file writes, auto-backup (max 20), live reload - Dev server auto-save plugin for visual editor - Two-panel debug editor (Tweakpane) - Hierarchy + inspector with gravity field live editing - Translation/rotation gizmos with gravity-relative local space - Per-waypoint camera preview for intro spline tuning 731 commits. 53 days. 95%+ vibe coded.

Tommy Leung

184,445 просмотров • 4 месяцев назад

This is real footage of a kamikaze attack. Here is the terrifying part. Even if the gunners hit the plane, it often kept coming. Even if the pilot was killed, the aircraft could still continue on its dive toward the ship. To survive, they didn't just have to hit it. They had to blow it out of the sky. This is the story of the men behind those guns.. A NEW KIND OF NIGHTMARE By the last year of the war in the Pacific, the men on American warships faced a new kind of nightmare. The Japanese had begun sending pilots to deliberately crash their bomb-laden aircraft into Allied ships. These were the kamikaze. A conventional attacking plane could be driven off or made to miss. A kamikaze could not. The pilot was not trying to survive. He was aiming his entire aircraft, like a guided missile made of metal and fuel and one human being, straight at the deck of your ship. This changed everything for the gunners. Against a conventional attack, damaging the aircraft or forcing the pilot to break off was often enough. Against a kamikaze, that could be useless. Even a mortally wounded pilot, even a dead one, could keep falling on the same deadly path. The only reliable way to stop him was to destroy the aircraft or knock it off its attack path before it reached the ship. THE WALL OF FIRE To do that, an American aircraft carrier bristled with anti-aircraft guns, layered from the biggest down to the smallest, so that an attacker had to survive one killing zone after another to reach the deck. Farthest out, the larger 5-inch guns firing radar-directed, proximity-fuzed shells could begin engaging attackers miles away. These shells did not even need a direct hit. They were designed to explode automatically as they passed close to an aircraft, and they made the fleet's heavy guns dramatically deadlier late in the war. Closer in came the workhorse, the 40mm Bofors, a hard-hitting automatic cannon that fired explosive shells fast enough to shred an aircraft. It was so effective that during the peak kamikaze months, this one weapon accounted for around half of all the aircraft shot down by US Navy ships. And closest of all was the 20mm Oerlikon, the last line of defense before a plane reached the ship. THE MEN BEHIND THE GUNS The men who fired those close-in guns were among the most exposed human beings in the entire war. The gunner on a 20mm Oerlikon had little protection, often just a small shield, and he aimed the weapon by physically swinging the gun with his own strength, firing over simple sights. There was no turret to climb inside, no armor to hide behind. That meant he was looking directly down the flight path of the plane trying to kill him. As a kamikaze dove, the gunner had to stand his ground in the open, hold his aim, and keep firing straight into the face of an enemy pilot who was diving to his death and trying to take as many Americans as he could with him. He could not run. He could not hide. He could only keep firing and hope he stopped the plane before it arrived. WHEN HITTING WASN'T ENOUGH And here was the cruelest part. Often, even hitting the plane was not enough. The 20mm guns in particular proved increasingly inadequate against the fast, heavily loaded kamikazes of the late war. Gunners would hit the diving aircraft, watch pieces fly off it, and see it keep coming anyway, continuing its dive even after the pilot had been killed. Unless the plane was actually broken apart or knocked off its path, its momentum carried it home. This was exactly why, as the war went on, many ships stripped off some of their smaller guns and packed on more of the harder-hitting Bofors. The volume of fire this demanded was staggering. When a raid came in, a carrier under attack became a floating volcano of tracer and flak, every barrel firing at once, throwing up a wall of fire that an attacker had to fly straight through to reach the deck. Yet the Navy knew even that was not always enough, and kept racing to improve, with better radar, better proximity-fuzed ammunition, and plans for more powerful guns. THE LAST LINE OF DEFENSE So it came down to the men. To the gunners standing at their mounts, firing continuously, sometimes with a plane coming apart in the air right in front of them, sometimes with one that would not come apart no matter how many rounds they poured into it. They stood in the open with little protection and did not leave their guns, because the hundreds of men below deck, and the ship itself, depended on them holding their aim in the last few seconds before impact. Some of those gunners were killed at their posts, still firing, when a plane they could not stop finally struck home. The footage of a kamikaze diving on a carrier is dramatic to watch from a distance. But every one of those attacks was decided by young men standing behind those guns, in the open, with only seconds to stop an enemy from killing them all. This is the story of the men behind the guns. I post a story like this every single day. Most people never see them. Follow so you don't miss the next one.

Untold War Stories

158,378 просмотров • 25 дней назад

//The Wire//1500Z November 27, 2025// //ROUTINE// //BLUF: DC SHOOTER IDENTIFIED AS FORMER AFGHAN SOLDIER BROUGHT TO USA AFTER THE FALL OF KABUL. HONG KONG FIRE RESULTS IN DOZENS OF FATALITIES.// -----BEGIN TEARLINE----- -International Events- Africa: A military coup was reported yesterday in Guinea-Bissau, with President Umaro Sissoco Embaló being arrested at his residence in Bissau. This follows a few weeks of election issues after the President disqualified his political opponent from the election. Analyst Comment: The fall of Guinea-Bissau is the latest addition to what has been colloquially referred to as the "coup belt", a line of nations stretching east-west across Africa, which have been host to overthrowing their governments over the past five years. Hong Kong: Yesterday a multiple-alarm fire broke out at a series of high-rise apartment buildings that were undergoing renovation in Tai Po. Around one thousand firefighters, medical, and police officers worked to extinguished the fires, which involved 7 of the 8 skyscrapers that comprise the Wang Fuk Court housing project. Concerning casualties, 65x fatalities are confirmed so far, however potentially hundreds of people remain missing as this complex provided housing for roughly 4,000 people. A few hours after the fire broke out, three people who worked for the construction company conducting repairs on the buildings were arrested on suspicion of arson. Analyst Comment: Although several people were arrested, it's not clear as to if this was a deliberate attack or a preventable accident. Right now, locals suspect criminal negligence: the contractor is said to have cut corners during the renovation project, by using highly flammable netting and foam insulation during construction. If this is really what happened, this would explain the rapid spread of the fire to seven different structures. An investigation will be needed to confirm the origin and explain the rapid spread of the fire, but right now this incident bears striking resemblance to the Grenfell Tower fire, which rapidly consumed the London apartment building in a similar manner back in 2017. That incident occurred in nearly the same manner, with highly flammable foam insulation being used to insulate the structure, which caught fire and allowed the flames to spread rapidly. -HomeFront- Washington D.C. - The suspect in yesterday's shooting has been identified as Rahmanullah Lakanwal, a former Afghan soldier who worked with the United States as part of the Afghan intelligence services during the Global War on Terrorism. Ramanullah was granted entry to the United States in 2021 under Operation ALLIES WELCOME, the program to evacuate Afghans who worked with the US government during the occupation. Regarding the attack itself, more details have come to light which help explain how the attack was carried out. Rahmanullah approached the two soldiers with a revolver, shooting one in the head immediately and severely wounding the other. This took both soldiers out of the fight immediately, as neither had time to react. By happenstance, one of their officers (a Major) was walking on foot in their vicinity, conducting an informal spot check of the various security posts set up in the area. This Major was not armed with a service weapon, but was the primary responder at the time of the attack. After the two soldiers were engaged, the Major took up a position of cover and concealment near the shooter. When the shooter stopped firing and began reloading, the Major attacked the shooter with a personally owned pocket knife, stabbing the attacker in the head and torso. As this hand-to-hand engagement was occurring, another armed soldier arrived and engaged the attacker with his firearm, striking the suspect several times in the extremities. From there, a dogpile situation occurred and the attacker was detained. Analyst Comment: Though details will certainly be clarified in due time, at present this appears to be a classic case of everyone doing everything right, and tragedy still being the result. Both soldiers were armed and wearing body armor at the time, however the speed and extremely close range of the attack rendered these tools ineffective. The Major who helped end the attack was not armed as he was not occupying a security post himself, so this is not out of the ordinary. The soldier who was armed and shot the suspect, arrived almost immediately after hearing the shots. Concerning the wounded, yesterday afternoon confusion emerged regarding the status of the soldiers. Governor Morrisey retracted his statement on their condition, as both soldiers have not succumbed to their wounds and still remain in critical condition at local hospitals. Prayers are strongly encouraged all around for their recovery. -----END TEARLINE----- Analyst Comments: The shooting in Washington also highlights the importance of having fast *and* accurate information during a crisis. Immediately after the shooting, one photo of the suspect being loaded into an ambulance began circulating online. However, some people took this photo and ran it through AI models to clean up the image, as a shaky photo taken with a smartphone from a long distance doesn't usually offer the best image quality. The problem is that the AI models significantly altered the face of the suspect. In short, someone tried to clean up the image with AI, but in doing so, the face of the suspect was slightly altered and no longer looked like him. The effect was subtle, but enough to actually change what the man looked like. This photo spread like wildfire, with everyone craving the higher-resolution photo of the suspect, despite this AI-manipulated photo not actually being accurate. At the height of a terror attack, the primary photo of the suspect that circulated social media...was an AI photoshop job. In most cases, the fact that this image was AI "enhanced" was NOT disclosed...people had no idea they were looking at (and sharing) a manipulated photo. As if this wasn't serious enough, a second wave of AI-manipulated photos hit the timeline shortly after the suspect was identified. The actual photo of the suspect as leaked on social media was a cellphone photo of a computer screen, and not the best quality. So, some journalists took it upon themselves to manipulate yet another photo of the suspect, which once again changed details of the suspect's face. In this case, the AI-model was a little more accurate, and did a better job of cleaning up a poor-quality image, but the concerns still stand...no one disclosed that this image was generated by AI, and based on a different photo. Sometimes, we have to be content with the information that we have at the time of a crisis. Not everything can be in 4k ultra-high resolution, and right now all AI models have shown weaknesses in producing false information at times. This would be very wise to consider as this situation is very likely to happen again; some fugitive wanted by police might only have one or two blurry photos to share with the media. And if the media decide to alter the photos themselves, changing the physical features of the suspect, the public will be on the lookout for the wrong man. During the heat of the moment, the fast-paced nature of an emergency might result in the internet not realizing that AI-models are being used by people who are not disclosing it. During a crisis, photos of suspects are often released very quickly, especially if there are continued threats. These photos are usually never high resolution or perfect quality, but due to the speed at which the public must be aware of something, authorities share what information they have at the time. If journalists are going to start taking the photos given to them by the police, and running those photos through AI models before publishing them to the public...this is a major problem. This has been a concern for some time, however now the proof is in the pudding. In effect, this was a test that most people on the internet failed. It is not just theoretically possible for inaccurate and manipulative AI-generated content to slip in during a real-time disaster...this case proves that it already happened, and very few people noticed. If we recall, this exact same situation has already happened as well. In the hours after the Charlie Kirk shooting, for example, AI-manipulated renderings of the suspect circulated more widely than the official photos as released by the FBI. In that case, a wanted fugitive was actively being sought, and the fake photos of the suspect circulated more widely than the official photos. People want pretty pictures, but this is almost never the reality of emergencies that are in progress. Nevertheless, the nature of engagement farming on social media often impacts the situation, as AI-created content is often more desirable than the truth. As such, when it comes to future emergencies, one of the major concerns will now be imagery of a suspect or a crime scene, which may be heavily manipulated by AI. Analyst: S2A1 Research: Disclaimer: No LLMs were used in the writing of this report. //END REPORT//

S2 Underground

23,409 просмотров • 8 месяцев назад

Today my Trajectory episode with Prof Max Max Tegmark is live. This was recorded live during the AI Action Summit in Paris. 2 big takeaways, among many: 1. Military leadership seeing AGI as a threat may increase (not decrease) an arms race. 2. Wishing for posthuman futures TOO soon = ridiculous. Lets just lay out a few of these points here: 1. The tipping point for coordination / military leadership. Max talks about how, when the militaries in the US and China see AGI itself as a risk to both of them. He has faith that international coordination is possible, and that a combination of (a) raising awareness (like with the frameworks he shares in this episode) and (b) massive, scary growth in AGI capabilities could very well lead to an attractor state of coordination over conflict. He believes that it's important to make "teh control problem" well known ahead of time, so that if/when an AGI disaster happens, it won't be seen as an attack from the enemy (which would accelerate an arms race), but it would be seen as a shared danger for both nations. He's also no blind optimist. He's very clear that there may not be easy odds for international coordination, but even if the odds are slim - its vastly better than having a million Unworthy Successor AGIs getting hurled into the world at once. 2. Posthuman futures - but only when we get them right. Max's Life 3.0 is a pretty damn inspiring long-term look at AGI futures (albeit through an anthropocentric lens). He says in this interview that there might be a long term future (he says 1MM years, which seems kind of hyperbolic and wholly unrealistic, but alas) where humans may not even want to control AGIs and posthuman life should flourish. But he rightly points out that: a) We have no idea what we're even building now, so hurling posthuman life into the world is ridiculous, and b) We should focus on understanding the tech and obtaining global coordination and human benefits as a near-term step While my timelines for when a posthuman transition will happen are vastly more near-term than Max's, the argument AGAINST "rushing to posthumanism" is one I wholly agree with. ... What do you think of Max's takes? Anything else I should have asked him? (Links in post below)

Daniel Faggella

16,348 просмотров • 1 год назад