From ๐ญ๐ญ ๐บ๐ถ๐ป๐๐๐ฒ๐ down to ๐ณ๐ฎ ๐๐ฒ๐ฐ๐ผ๐ป๐ฑ๐.
A new ComfyUI node just cracked real-time speed for ๐ ๐ถ๐ป๐ถ๐ ๐ฎ๐ ๐๐ฏ character video generation.
๐๐ผ๐บ๐ณ๐๐จ๐-๐ฅ๐ฒ๐ณ๐ฎ๐ฉ๐-๐ฉ๐ฆ๐ achieves a massive ๐ต๐ ๐๐ฝ๐ฒ๐ฒ๐ฑ๐๐ฝ using sparse attention DiT:
โข ๐ณ๐ฎ๐ ๐๐ฎ๐น๐น ๐๐ถ๐บ๐ฒ: Full 5.16s video @ 24fps (124 frames, 1344ร768)
โข ๐ญ๐ฏ.๐ฑ ๐๐ ๐ฃ๐ฒ๐ฎ๐ธ ๐ฉ๐ฅ๐๐ : Down from ~22.5 GB (runs on 16GB GPUs)
โข ๐ฐ-๐ฆ๐๐ฒ๐ฝ ๐ฆ๐ฎ๐บ๐ฝ๐น๐ถ๐ป๐ด: Euler/simple sampler with 75% video sparsity
โข ๐ญ๐ฒ๐ฟ๐ผ ๐๐ฎ๐ฐ๐ฒ ๐๐ฟ๐ถ๐ณ๐: Reference tokens stay locked out of attention pruning to maintain 100% character identity
Benchmark comparison on RTX 4090: โ Native Dense H3: ~650s (~11 min)
โ Video Delta Net (VDN): ~135s
โ Ref2VA VSA: ~72s
Open-source on GitHub:
https://t.co/K5vcI6CeVh
how to generate REALISTIC images with GPT Images 2.5:
this is so simple, anyone can do it.
- find a casual framing/photo reference on Pinterest
- upload it to ChatGPT and with this prompt tag:
/detailed-image-2-text-prompt
- copy the detailed prompt and generate your image
you can get ridiculously realistic results like this.
repeat with different reference images as many times as you want.
@suno I got problem on suno account and I reported to you many times but your support is very low not yet response anything yet back to me, thanks please double check your work
From Hot Wheels to REAL cinematic reels โก๏ธ
This video was generated by an AI workflow from a single toy car photo.
No CGI, no stock, no manual VFX.
Pure Workflow in GMI Studio @gmi_cloud
This thread breaks down how I built a workflow that turns Hot Wheels models into real-looking car reels. ๐งต
You can recreate this workflow in just โก๏ธ1 hour.
His Excellency Prak Sokhonn, Deputy Prime Minister and Minister of Foreign Affairs and International Cooperation of the Kingdom of Cambodia, led a delegation of resident diplomats in Cambodia, representatives of United Nations agencies, and non-governmental organizations to inspect the recent unilateral land encroachment activities by Thai military forces. These activities included clearing land, installing barbed wire and nets, setting up barricades, and placing vehicle tires in Chork Chhay Village, Ou Beichan Commune, Ou Chrov District, Banteay Meanchey Province, on the morning of August 22, 2025.
Thai Military Forces Set Up Barbed Wire in Ou Beichoan Commune on 12-13 August: Defence Spokesperson
(Phnom Penh): Lieutenant General Maly Socheata, Spokesperson for Cambodian Ministry of National Defence, reported that on 12-13 August 2025, Thai paramilitary forces and Thai border forces inspected the area in front of the Chouk Chey checkpoint. They set up barbed wired and placed tire in Chouk Chey village, Ou Beichoan commune, Ou Chrov district, Banteay Meanchey province in Military Region 5.
According to the spokesperson, Cambodia demands that the Thai side immediately and unconditionally hold all actions that violate ceasefire and the spirit and consensus reached at the GBC extraordinary meeting, particularly Point 2 and Point 4.
=FRESH NEWS
Samdech Hun Sen wrote on his official
Facebook page: In truth, I did not wish to speak about this issue. However, remaining silent may lead the Thai leadership to remain unaware, and the international community to misunderstand the situation. The CambodiaโThailand border conflict has shifted from a war using weapons to one involving slingshots loaded with ball bearings and metal pellets.
At first glance, this may seem like a trivial or even humorous matter. But upon deeper examination, it is a serious issue.
If we do not intervene, it will escalate from slingshots to the use of all kinds of weapons, ultimately destroying the ceasefire agreement painstakingly reached by the Cambodian and Thai leaderships, with active mediation by the Prime Minister of Malaysia and participation from China and the United States.
As for Cambodia, if such actions are taking place, I urge the Royal Government to issue immediate orders to military forces to halt their use.
I also hope the Thai leadership will issue similar orders to their military to cease the use of weapons, as reflected in the attached images.
In truth, I did not wish to speak about this issue. However, remaining silent may lead the Thai leadership to remain unaware, and the international community to misunderstand the situation. The CambodiaโThailand border conflict has shifted from a war using weapons to one involving slingshots loaded with ball bearings and metal pellets.
At first glance, this may seem like a trivial or even humorous matter. But upon deeper examination, it is a serious issue.
If we do not intervene, it will escalate from slingshots to the use of all kinds of weapons, ultimately destroying the ceasefire agreement painstakingly reached by the Cambodian and Thai leaderships, with active mediation by the Prime Minister of Malaysia and participation from China and the United States.
As for Cambodia, if such actions are taking place, I urge the Royal Government to issue immediate orders to military forces to halt their use.
I also hope the Thai leadership will issue similar orders to their military to cease the use of weapons, as reflected in the attached images.
In Photos: These photos provided by Information Minister Neth Pheaktra show barbed wire laid by the Thai military at the An Ses area inside Cambodian territory on August 4.
The Ministry of National Defense said that this action blatantly violated Cambodian sovereignty and the ceasefire agreement.
Photos provided by Information Minister @pheaktraneth
Cambodia has strongly condemned Thailand for what it describes as a serious violation of the ceasefire agreement, following a cross-border incursion by Thai armed forces into AnSes area in Cambodian territory and under full control of Cambodian Armed Forces after Ceasefire. The video shows that Thai Armed Forces violate Cambodian sovereignty.