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Serie" project files & videos are live! 🎨 Includes original .blend + .spp source files, shader breakdown walkthrough (ESP + ENG subs) & texturing timelapse. • Available on my Patreon, included in the tier and on ArtStation & Gumroad #b3d #blender3d

Mani Salguero

1,582 subscribers

45,561 Aufrufe • vor 3 Tagen •via X (Twitter)

Kunst Bildung #b3d #blender3d

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NEW QUESTIONS REGARDING THE CHARLIE KIRK ASSASSINATION (MORE ARE POPPING UP EVERY HOUR): An event 1/4 of this size with a nobody speaker would have ambulances immediately on scene for emergency situations like this. So why was Charlie Kirk instead stuffed into a predetermined SUV, that would have to follow traffic laws on the way to the hospital, with no medical supplies, no oxygen, and no medical personnel? He's carried there by 6 dudes (including the SAME 2 GUYS that were making the umpire hand signals seconds before the shot (white hat/white shirt guy and black shirt/black sunglasses guy) The black sunglasses guy also appears to be THE SAME PERSON that was on Trump's secret service team the day he was also shot...? (see attached pic) Nobody carrying Charlie is applying pressure to the neck wound as they run him to the car. Instead, they are just letting his head violently flop all over the place, the last thing you would do following a traumatic neck injury And despite the above carelessness with a gaping neck wound...there isn't a single drop of blood anywhere on the ground, his shoes, or any of the people carrying him 🤔 How come there are new camera angles of the shot emerging showing the blood coming out not from his neck...but from under his shirt, more in the upper-chest area? Many have forgotten that the eyewitness reports on the day of the event were saying they saw him get shot in the CHEST. The story didn't change to NECK until after those 2-3 videos we've all seen spread across the internet like wildfire, which as my original post demonstrated, had some pretty weird, potentially AI-looking inconsistencies (ring changing fingers, black dot on the top-right of his shirt moving diagonally up and seemingly BECOMING the bullet hole wound, the wound itself shifting slightly to the side when watching frame-by-frame, etc.) Could this have something to do with why some video-analyzing sleuths are spotting a black object inside the collar of Charlie's shirt, right in the area this blood is coming out in the above-mentioned angles? (See the attached video where I included clips of all of these new discoveries) Additionally, is it a complete coincidence that the freemasonic #33 has been spammed ALL OVER the event, AND the following investigation? Stacks of hats on the stage adding up to 33, supposed murderer driving 3 hours to get there, 3K people in attendance, "300 cases of politically-motivated violence since January 6th" being reported across Yahoo and other MSM outlets, manhunt lasting exactly 33 hours (Kash Patel even corrected himself after saying 36 hours, to make sure everyone heard 33 on the livestream), and many more such examples And ANOTHER coincidence, that the man they've pinned all of this on looks exactly like Lee Harvey Oswald, one of the most classic patsies in the history of US Government cinema? What about the Jew decoy they trotted out (George Zinn), who also just happens to be a key witness that reported seeing planes flying into the twin towers on 9/11/01, AND has connections to the Boston Marathon bombing? How did the supposed shooter—according to the official story we're being given—take apart the gun and stuff it in his backpack & pants in seconds (not possible according to experts), then escape the scene without being seen lugging around these giant gun parts, then REASSEMBLE THE GUN BACK TOGETHER AGAIN to leave it nicely in a box in the forest. What??? Passports found underneath the world trade center, anyone? Why was Kash Patel wining & dining at a "swanky Italian restaurant in NYC" just hours after Charlie—his self-proclaimed "best friend"—was brutally murdered live on the world stage? He has a private jet - why didn't he use it to go there and investigate? What are the odds that at the exact same time Charlie was shot, there was a big senate hearing going on regarding the Epstein files, in which they concluded they were not going to release them? (A convenient time for a distraction) What are the odds that Trump and Bibi Netanyahu—in completely different timezones and with completely different schedules—posted a "Pray for Charlie" tweet at the exact same time, to the minute? How was a book titled "The Shooting Of Charlie Kirk" published on Amazon on September 9th...then quickly taken down from the website? And what about that "Charlie Kirk Dead at 31" song posted on Soundcloud a month ago? Many have commented that, after watching the Erika Kirk TPUSA press conference video, they intuitively got weird vibes from it, sensing that it appears she is acting. I won't inject any personal opinion on this one - go watch it for yourself, and draw your own conclusions. ALL OF THIS SAID: It could not be any more blatantly obvious that whether or not all of the above bizarre occurrences are just incompetence, insane coincidences, or some mixture of the two, there is something very big going on behind the scenes here, and we've been fed a gigantic plate of lies over the last few days of unfolding events, with most of the internet is eating it up faster than Kash Patel at a swanky Italian restaurant in NYC. The only question is: how deep do the lies surrounding this situation go? (Watch the final attached video for many different levels of speculation, for you to come to your own conclusions on where you draw the line) Question everything. Always.

NEW QUESTIONS REGARDING THE CHARLIE KIRK ASSASSINATION (MORE ARE POPPING UP EVERY HOUR): An event 1/4 of this size with a nobody speaker would have ambulances immediately on scene for emergency situations like this. So why was Charlie Kirk instead stuffed into a predetermined SUV, that would have to follow traffic laws on the way to the hospital, with no medical supplies, no oxygen, and no medical personnel? He's carried there by 6 dudes (including the SAME 2 GUYS that were making the umpire hand signals seconds before the shot (white hat/white shirt guy and black shirt/black sunglasses guy) The black sunglasses guy also appears to be THE SAME PERSON that was on Trump's secret service team the day he was also shot...? (see attached pic) Nobody carrying Charlie is applying pressure to the neck wound as they run him to the car. Instead, they are just letting his head violently flop all over the place, the last thing you would do following a traumatic neck injury And despite the above carelessness with a gaping neck wound...there isn't a single drop of blood anywhere on the ground, his shoes, or any of the people carrying him 🤔 How come there are new camera angles of the shot emerging showing the blood coming out not from his neck...but from under his shirt, more in the upper-chest area? Many have forgotten that the eyewitness reports on the day of the event were saying they saw him get shot in the CHEST. The story didn't change to NECK until after those 2-3 videos we've all seen spread across the internet like wildfire, which as my original post demonstrated, had some pretty weird, potentially AI-looking inconsistencies (ring changing fingers, black dot on the top-right of his shirt moving diagonally up and seemingly BECOMING the bullet hole wound, the wound itself shifting slightly to the side when watching frame-by-frame, etc.) Could this have something to do with why some video-analyzing sleuths are spotting a black object inside the collar of Charlie's shirt, right in the area this blood is coming out in the above-mentioned angles? (See the attached video where I included clips of all of these new discoveries) Additionally, is it a complete coincidence that the freemasonic #33 has been spammed ALL OVER the event, AND the following investigation? Stacks of hats on the stage adding up to 33, supposed murderer driving 3 hours to get there, 3K people in attendance, "300 cases of politically-motivated violence since January 6th" being reported across Yahoo and other MSM outlets, manhunt lasting exactly 33 hours (Kash Patel even corrected himself after saying 36 hours, to make sure everyone heard 33 on the livestream), and many more such examples And ANOTHER coincidence, that the man they've pinned all of this on looks exactly like Lee Harvey Oswald, one of the most classic patsies in the history of US Government cinema? What about the Jew decoy they trotted out (George Zinn), who also just happens to be a key witness that reported seeing planes flying into the twin towers on 9/11/01, AND has connections to the Boston Marathon bombing? How did the supposed shooter—according to the official story we're being given—take apart the gun and stuff it in his backpack & pants in seconds (not possible according to experts), then escape the scene without being seen lugging around these giant gun parts, then REASSEMBLE THE GUN BACK TOGETHER AGAIN to leave it nicely in a box in the forest. What??? Passports found underneath the world trade center, anyone? Why was Kash Patel wining & dining at a "swanky Italian restaurant in NYC" just hours after Charlie—his self-proclaimed "best friend"—was brutally murdered live on the world stage? He has a private jet - why didn't he use it to go there and investigate? What are the odds that at the exact same time Charlie was shot, there was a big senate hearing going on regarding the Epstein files, in which they concluded they were not going to release them? (A convenient time for a distraction) What are the odds that Trump and Bibi Netanyahu—in completely different timezones and with completely different schedules—posted a "Pray for Charlie" tweet at the exact same time, to the minute? How was a book titled "The Shooting Of Charlie Kirk" published on Amazon on September 9th...then quickly taken down from the website? And what about that "Charlie Kirk Dead at 31" song posted on Soundcloud a month ago? Many have commented that, after watching the Erika Kirk TPUSA press conference video, they intuitively got weird vibes from it, sensing that it appears she is acting. I won't inject any personal opinion on this one - go watch it for yourself, and draw your own conclusions. ALL OF THIS SAID: It could not be any more blatantly obvious that whether or not all of the above bizarre occurrences are just incompetence, insane coincidences, or some mixture of the two, there is something very big going on behind the scenes here, and we've been fed a gigantic plate of lies over the last few days of unfolding events, with most of the internet is eating it up faster than Kash Patel at a swanky Italian restaurant in NYC. The only question is: how deep do the lies surrounding this situation go? (Watch the final attached video for many different levels of speculation, for you to come to your own conclusions on where you draw the line) Question everything. Always.

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428,187 Aufrufe • vor 11 Monaten

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Earlier in the cycle, a cluster warhead strike wounded nine people in Bnei Brak, with additional damage in Petah Tikva, while Hezbollah fire from Lebanon killed a woman near Mahanayim Junction and wounded several more in Kiryat Shmona. Later, near the end of the reporting window, Iran launched another broad barrage toward central Israel, with warnings stretching across Gush Dan, Sharon, Wadi Ara, Samaria, Judea and the Dead Sea region. Open source reporting you provided tracked that second wave in real time, showing how broad the alert footprint was even though initial reports indicated no immediate casualties from that specific evening barrage. This is what stands out operationally: Iran’s missile campaign is not gone, but it looks increasingly built around selective disruption rather than the huge opening barrages of the war. The salvos are still dangerous, still capable of civilian casualties and still capable of producing visually dramatic and politically effective moments, but they are landing against a backdrop of steadily intensifying strikes on Iran’s launch network. That makes each successful hit feel more deliberate and more strategic. ━━━━━━━━━━━━━━━━━━ ✈️ THE AIR CAMPAIGN OVER IRAN KEPT MOVING Israel’s strike campaign inside Iran also remained broad and geographically layered. Reuters reported renewed Israeli strikes as talks were being floated through intermediaries. Open source intelligence adds texture to that by showing repeated reporting from open source channels of impacts in eastern and western Tehran, the Alborz industrial zone in Qazvin province, and additional blasts reported across Khuzestan and other regions. There were also repeated reports of targeted assassination attempts in east Tehran, which fits the broader pattern of not just degrading launchers and production nodes, but also hunting the people tied to them. The color here matters. This no longer looks like a campaign limited to air defenses and obvious military compounds. The picture from the last 24 hours is of a system being pressed from multiple angles at once: missile depots, industrial support zones, launch crews, command elements and regime infrastructure in and around Tehran. Open source reporting reinforces that sense of breadth, especially the repeated references to Qazvin and Alborz secondary explosions and to ongoing heavy activity over Tehran. ━━━━━━━━━━━━━━━━━━ ⚡ THE ENERGY WAR IS STILL HOT The clearest new regional energy development in this window was Kuwait. Reuters reported that a drone attack hit a fuel tank at Kuwait International Airport, causing a fire but no casualties. That matters not because the material damage was catastrophic, but because it again shows Iran or Iran aligned actors reaching directly for civilian and logistical energy infrastructure in Gulf states. This was not an abstract threat anymore. It was a live strike on a functioning international hub. Your outbox tracked the same event quickly and repeatedly, alongside additional open source reporting about nearby attacks and power disruptions in Kuwait. At the same time, the diplomatic and military discussion around the Strait of Hormuz kept shaping everything else. Markets moved on talk of a U.S. proposal and possible hosted talks in Pakistan or Turkey. Oil eased on negotiation optimism, but the underlying structure of the crisis remains the same: Iran still retains the ability to disrupt shipping and energy confidence without fully “closing” the Strait in a formal sense. That is why even modest signs of diplomacy can move oil sharply, and why even a localized drone strike in Kuwait still carries outsized weight. ━━━━━━━━━━━━━━━━━━ 🇱🇧 LEBANON IS NOT A SIDESHOW The northern front kept boiling. Reuters reported that Israel now intends to occupy a swathe of southern Lebanon up to the Litani River, with Defense Minister Israel Katz explicitly describing a “security zone” concept. That is not rhetoric you use if you still think this is a short punitive phase. At the tactical level, Hezbollah continued to demonstrate that it can still impose costs, including a direct rocket hit on a building in Kiryat Shmona and earlier casualties in the north. Meanwhile, open source reporting pointed to Israeli strikes in Nabatieh, Rashidiya, Bchamoun and broader southern Lebanese infrastructure, which matches the picture of sustained pressure rather than episodic retaliation. The broader meaning is straightforward. Israel is signaling that if the Iran war ends inconclusively on the Iranian front, it does not intend to leave Hezbollah’s northern threat structure intact and simply hope for the best. Lebanon is being shaped now as part of the endgame, not just the current fight. ━━━━━━━━━━━━━━━━━━ 🇮🇶 IRAQ STAYED ACTIVE TOO Iraq remained active in the background, but it should not be treated as background noise. Open source intel reporting includes repeated reporting on a targeted U.S. strike on a vehicle near Baghdad airport and continued militia related activity tied to U.S. positions and proxy structures. That comes after the prior cycle’s major strikes on PMF and militia command nodes. It fits the larger pattern we have now seen for weeks: Iraq is not the main theater, but it is still one of the places where the war keeps trying to widen horizontally. ━━━━━━━━━━━━━━━━━━ 🌍 THE NEGOTIATION TRACK GOT STRANGER, NOT CLEARER Trump is still publicly presenting the talks as real progress. Reuters reports that Pakistan conveyed a U.S. proposal, with Pakistan or Turkey possible venues, and that Washington has floated a broader framework dealing with nuclear capability, missiles and proxies. At the same time, Iran continues to publicly deny meaningful direct talks and has toughened its public stance, insisting on guarantees, compensation and no rollback of its missile deterrent. What makes the last 24 hours more interesting is the growing focus on who would even talk for the United States. Times of Israel and Jerusalem Post reporting both indicate that JD Vance is increasingly central to the diplomacy, with Tehran reportedly preferring him over Witkoff and Kushner. The diplomatic track here appears as both real and deeply unstable, with questions about who on the Iranian side actually holds authority and whether Washington is now seeking an end state short of outright regime collapse. That shift matters because it tells us something important: Washington increasingly seems to be searching for an off ramp that still looks like victory, while Israel and Gulf allies appear much less comfortable with ending this war before Iran’s military and proxy architecture are degraded further. That tension is now one of the defining features of the conflict. ━━━━━━━━━━━━━━━━━━ 📌 WHAT MATTERS MOST RIGHT NOW 1️⃣ The war is still fully active across multiple fronts Iran hit central Israel again, Kuwait airport was struck, Lebanon stayed hot and Israel kept pounding targets inside Iran. Negotiations did not replace combat. They were layered on top of it. 2️⃣ The pressure on Iran’s internal military system keeps deepening The accumulating pattern of strikes in Tehran, Qazvin, Alborz and other areas suggests a campaign that is still broadening the target set, not narrowing it. Open source reporting in your files strongly supports that picture. 3️⃣ The diplomatic track is real, but it is not clean Trump is selling progress. Iran is denying direct talks. Vance is becoming more central. And nobody looking at the battlefield would conclude that the war is genuinely close to stopping on its own. ━━━━━━━━━━━━━━━━━━ BOTTOM LINE The last 24 hours painted a clearer picture than some of the recent reporting windows. This is no longer just a war of salvos and counterstrikes. It is now a war over end states. Iran is still trying to prove it can widen the cost map, not just hit Israel but keep the Gulf under pressure too. Israel is still trying to prove that sustained, system level degradation inside Iran can continue even while diplomacy swirls overhead. And Washington is trying to find a formula that can stop the war without looking like it backed down. That is why the reporting feels different now. The battlefield is still violent, but the arguments over how this ends are becoming just as important as the strikes themselves.

🚨 OPERATIONAL UPDATE: ISRAEL U.S. WAR WITH THE ISLAMIC REPUBLIC - Reporting Window: LAST 24 HOURS • Iran widened its fire again with a broad evening missile barrage on central Israel and continued attacks across the Gulf, including a drone strike that hit a fuel tank at Kuwait International Airport • Israel intensified strikes across Iran, with reported hits in Tehran, Qazvin and Alborz industrial areas, plus continued pressure on missile infrastructure and launch cells • Hezbollah kept the northern front active, including a direct rocket hit on a building in Kiryat Shmona, while Israel deepened its Lebanon campaign and Katz publicly framed the objective as a security zone up to the Litani • The diplomatic track moved forward, but only in the strangest possible way: Trump says talks are progressing, Iran still publicly denies direct negotiations, and multiple reports now point to JD Vance as Tehran’s preferred American interlocutor • The big picture is unchanged: the war is still live on every major front, but the center of gravity is shifting toward a contest over how it ends, who gets to define victory, and whether the Gulf will stay adjacent to the war or be pulled fully into it The most important thing to understand about the last 24 hours is that this was not a quiet period masked by negotiations. It was the opposite. The battlefield remained active from Tehran to southern Lebanon to Kuwait, even as Washington and Tehran edged further into a murky negotiation channel. That is what gives the last day its character: not de escalation, but simultaneous escalation and diplomacy, both moving at once. Open source reporting reflects the same picture, with repeated indications of strikes in Tehran and Qazvin, attacks near Baghdad airport, a Kuwait airport fuel fire, and a large Iranian barrage toward central Israel late in the window. **Special thanks to Michael W for your continued contribution to the open-source intel picture behind these updates. ━━━━━━━━━━━━━━━━━━ 🚀 IRANIAN MISSILE FIRE ON ISRAEL Iran kept up the pressure on Israel in two different ways over this window. Earlier in the cycle, a cluster warhead strike wounded nine people in Bnei Brak, with additional damage in Petah Tikva, while Hezbollah fire from Lebanon killed a woman near Mahanayim Junction and wounded several more in Kiryat Shmona. Later, near the end of the reporting window, Iran launched another broad barrage toward central Israel, with warnings stretching across Gush Dan, Sharon, Wadi Ara, Samaria, Judea and the Dead Sea region. Open source reporting you provided tracked that second wave in real time, showing how broad the alert footprint was even though initial reports indicated no immediate casualties from that specific evening barrage. This is what stands out operationally: Iran’s missile campaign is not gone, but it looks increasingly built around selective disruption rather than the huge opening barrages of the war. The salvos are still dangerous, still capable of civilian casualties and still capable of producing visually dramatic and politically effective moments, but they are landing against a backdrop of steadily intensifying strikes on Iran’s launch network. That makes each successful hit feel more deliberate and more strategic. ━━━━━━━━━━━━━━━━━━ ✈️ THE AIR CAMPAIGN OVER IRAN KEPT MOVING Israel’s strike campaign inside Iran also remained broad and geographically layered. Reuters reported renewed Israeli strikes as talks were being floated through intermediaries. Open source intelligence adds texture to that by showing repeated reporting from open source channels of impacts in eastern and western Tehran, the Alborz industrial zone in Qazvin province, and additional blasts reported across Khuzestan and other regions. There were also repeated reports of targeted assassination attempts in east Tehran, which fits the broader pattern of not just degrading launchers and production nodes, but also hunting the people tied to them. The color here matters. This no longer looks like a campaign limited to air defenses and obvious military compounds. The picture from the last 24 hours is of a system being pressed from multiple angles at once: missile depots, industrial support zones, launch crews, command elements and regime infrastructure in and around Tehran. Open source reporting reinforces that sense of breadth, especially the repeated references to Qazvin and Alborz secondary explosions and to ongoing heavy activity over Tehran. ━━━━━━━━━━━━━━━━━━ ⚡ THE ENERGY WAR IS STILL HOT The clearest new regional energy development in this window was Kuwait. Reuters reported that a drone attack hit a fuel tank at Kuwait International Airport, causing a fire but no casualties. That matters not because the material damage was catastrophic, but because it again shows Iran or Iran aligned actors reaching directly for civilian and logistical energy infrastructure in Gulf states. This was not an abstract threat anymore. It was a live strike on a functioning international hub. Your outbox tracked the same event quickly and repeatedly, alongside additional open source reporting about nearby attacks and power disruptions in Kuwait. At the same time, the diplomatic and military discussion around the Strait of Hormuz kept shaping everything else. Markets moved on talk of a U.S. proposal and possible hosted talks in Pakistan or Turkey. Oil eased on negotiation optimism, but the underlying structure of the crisis remains the same: Iran still retains the ability to disrupt shipping and energy confidence without fully “closing” the Strait in a formal sense. That is why even modest signs of diplomacy can move oil sharply, and why even a localized drone strike in Kuwait still carries outsized weight. ━━━━━━━━━━━━━━━━━━ 🇱🇧 LEBANON IS NOT A SIDESHOW The northern front kept boiling. Reuters reported that Israel now intends to occupy a swathe of southern Lebanon up to the Litani River, with Defense Minister Israel Katz explicitly describing a “security zone” concept. That is not rhetoric you use if you still think this is a short punitive phase. At the tactical level, Hezbollah continued to demonstrate that it can still impose costs, including a direct rocket hit on a building in Kiryat Shmona and earlier casualties in the north. Meanwhile, open source reporting pointed to Israeli strikes in Nabatieh, Rashidiya, Bchamoun and broader southern Lebanese infrastructure, which matches the picture of sustained pressure rather than episodic retaliation. The broader meaning is straightforward. Israel is signaling that if the Iran war ends inconclusively on the Iranian front, it does not intend to leave Hezbollah’s northern threat structure intact and simply hope for the best. Lebanon is being shaped now as part of the endgame, not just the current fight. ━━━━━━━━━━━━━━━━━━ 🇮🇶 IRAQ STAYED ACTIVE TOO Iraq remained active in the background, but it should not be treated as background noise. Open source intel reporting includes repeated reporting on a targeted U.S. strike on a vehicle near Baghdad airport and continued militia related activity tied to U.S. positions and proxy structures. That comes after the prior cycle’s major strikes on PMF and militia command nodes. It fits the larger pattern we have now seen for weeks: Iraq is not the main theater, but it is still one of the places where the war keeps trying to widen horizontally. ━━━━━━━━━━━━━━━━━━ 🌍 THE NEGOTIATION TRACK GOT STRANGER, NOT CLEARER Trump is still publicly presenting the talks as real progress. Reuters reports that Pakistan conveyed a U.S. proposal, with Pakistan or Turkey possible venues, and that Washington has floated a broader framework dealing with nuclear capability, missiles and proxies. At the same time, Iran continues to publicly deny meaningful direct talks and has toughened its public stance, insisting on guarantees, compensation and no rollback of its missile deterrent. What makes the last 24 hours more interesting is the growing focus on who would even talk for the United States. Times of Israel and Jerusalem Post reporting both indicate that JD Vance is increasingly central to the diplomacy, with Tehran reportedly preferring him over Witkoff and Kushner. The diplomatic track here appears as both real and deeply unstable, with questions about who on the Iranian side actually holds authority and whether Washington is now seeking an end state short of outright regime collapse. That shift matters because it tells us something important: Washington increasingly seems to be searching for an off ramp that still looks like victory, while Israel and Gulf allies appear much less comfortable with ending this war before Iran’s military and proxy architecture are degraded further. That tension is now one of the defining features of the conflict. ━━━━━━━━━━━━━━━━━━ 📌 WHAT MATTERS MOST RIGHT NOW 1️⃣ The war is still fully active across multiple fronts Iran hit central Israel again, Kuwait airport was struck, Lebanon stayed hot and Israel kept pounding targets inside Iran. Negotiations did not replace combat. They were layered on top of it. 2️⃣ The pressure on Iran’s internal military system keeps deepening The accumulating pattern of strikes in Tehran, Qazvin, Alborz and other areas suggests a campaign that is still broadening the target set, not narrowing it. Open source reporting in your files strongly supports that picture. 3️⃣ The diplomatic track is real, but it is not clean Trump is selling progress. Iran is denying direct talks. Vance is becoming more central. And nobody looking at the battlefield would conclude that the war is genuinely close to stopping on its own. ━━━━━━━━━━━━━━━━━━ BOTTOM LINE The last 24 hours painted a clearer picture than some of the recent reporting windows. This is no longer just a war of salvos and counterstrikes. It is now a war over end states. Iran is still trying to prove it can widen the cost map, not just hit Israel but keep the Gulf under pressure too. Israel is still trying to prove that sustained, system level degradation inside Iran can continue even while diplomacy swirls overhead. And Washington is trying to find a formula that can stop the war without looking like it backed down. That is why the reporting feels different now. The battlefield is still violent, but the arguments over how this ends are becoming just as important as the strikes themselves.

Inside_Israel_Intel

23,818 Aufrufe • vor 4 Monaten

You don't need a GPU for fast studio grade voice cloning anymore. Qwen3 TTS (1.7B Q4_K_M) + mainline llama.cpp is officially the fastest way to generate zero shot voice clones using 100% pure CPU execution. Following up on my last post where we ran the Q8 model on a GPU, we just took local C++ voice synthesis a massive step further. The open source community quantized Alibaba's SOTA Qwen3 TTS model down to Q4_K_M GGUF, completely freeing local audio pipelines from dedicated graphics hardware. Here is the real world benchmark and hardware breakdown of running SOTA voice cloning on CPU: # Architecture & Model Setup Using Qwen3-TTS-12Hz-1.7B-Base-Q4_K_M.gguf paired with the 8 bit multimodal projector (mmproj-Q8_0.gguf), llama.cpp executes the entire pipeline in pure C++. No PyTorch, no CUDA dependencies, and no VRAM bottlenecks. # Real-World Memory Footprint - Baseline RAM: 1.6 GB system idle. - Peak Generation RAM: 8 GB RAM during active voice synthesis. - Requirement: Any basic machine with at least 8 GB of system RAM can run this easily. # Real World CPU Benchmarks - Google Colab Free Tier (Throttled 2 Core CPU): Synthesizes a 5 sec studio quality audio clip (~8 words) in 45 seconds. - Modern Consumer CPU (Intel i5/i7 13th/14th Gen or AMD Ryzen 7000/9000): generation should drop to 5 to 20 seconds (nearly 1:1 real-time generation speed!). # Zero Shot Voice Cloning Quality Pass any 5 to 20 second .wav audio sample to the C++ engine using the --tts-speaker-file flag. It yields clean, natural sounding cloned speech with virtually zero quality loss compared to unquantized FP16 weights. To make testing seamless, I built an updated zero config Google Colab notebook. It pulls the official pre built llama.cpp CPU binaries (zero compilation time!) launches a live Gradio web app right in your browser. Record a 5 second clip from your mic (or drop a .mp3, .wav file), type text, and generate cloned audio on CPU. Native C++ audio models are making edge based, offline AI voice agents a reality. Links to the free Q4 CPU Colab notebook and the Q4_K_M GGUF HuggingFace repository are in the replies below! Which models have you been running on your CPUs? What CPU hardware are you using for local inference?

You don't need a GPU for fast studio grade voice cloning anymore. Qwen3 TTS (1.7B Q4_K_M) + mainline llama.cpp is officially the fastest way to generate zero shot voice clones using 100% pure CPU execution. Following up on my last post where we ran the Q8 model on a GPU, we just took local C++ voice synthesis a massive step further. The open source community quantized Alibaba's SOTA Qwen3 TTS model down to Q4_K_M GGUF, completely freeing local audio pipelines from dedicated graphics hardware. Here is the real world benchmark and hardware breakdown of running SOTA voice cloning on CPU: # Architecture & Model Setup Using Qwen3-TTS-12Hz-1.7B-Base-Q4_K_M.gguf paired with the 8 bit multimodal projector (mmproj-Q8_0.gguf), llama.cpp executes the entire pipeline in pure C++. No PyTorch, no CUDA dependencies, and no VRAM bottlenecks. # Real-World Memory Footprint - Baseline RAM: 1.6 GB system idle. - Peak Generation RAM: 8 GB RAM during active voice synthesis. - Requirement: Any basic machine with at least 8 GB of system RAM can run this easily. # Real World CPU Benchmarks - Google Colab Free Tier (Throttled 2 Core CPU): Synthesizes a 5 sec studio quality audio clip (~8 words) in 45 seconds. - Modern Consumer CPU (Intel i5/i7 13th/14th Gen or AMD Ryzen 7000/9000): generation should drop to 5 to 20 seconds (nearly 1:1 real-time generation speed!). # Zero Shot Voice Cloning Quality Pass any 5 to 20 second .wav audio sample to the C++ engine using the --tts-speaker-file flag. It yields clean, natural sounding cloned speech with virtually zero quality loss compared to unquantized FP16 weights. To make testing seamless, I built an updated zero config Google Colab notebook. It pulls the official pre built llama.cpp CPU binaries (zero compilation time!) launches a live Gradio web app right in your browser. Record a 5 second clip from your mic (or drop a .mp3, .wav file), type text, and generate cloned audio on CPU. Native C++ audio models are making edge based, offline AI voice agents a reality. Links to the free Q4 CPU Colab notebook and the Q4_K_M GGUF HuggingFace repository are in the replies below! Which models have you been running on your CPUs? What CPU hardware are you using for local inference?

Alok

60,514 Aufrufe • vor 8 Tagen