aggx_gpuvm's profile picture. Adaptive GPU Grid Xlicing
AGGX hardens GPU virtualization, parallelism, and attestation into a programmable substrate for AI and beyond.

AGGX

@aggx_gpuvm

Adaptive GPU Grid Xlicing AGGX hardens GPU virtualization, parallelism, and attestation into a programmable substrate for AI and beyond.

AGGX in healthcare: Decentralized GPUs for AI diagnostics—e.g., MRI analysis on 20GB slices. Usage: Upload scans → run models on edge nodes → results in minutes. Benefits: - Speed: 22min vs 1h on hospital servers - Cost: $2.40/session vs $35 on cloud -…

aggx_gpuvm's tweet image. AGGX in healthcare: Decentralized GPUs for AI diagnostics—e.g., MRI analysis on 20GB slices.  

Usage: Upload scans → run models on edge nodes → results in minutes.  

Benefits:  
- Speed: 22min vs 1h on hospital servers  
- Cost: $2.40/session vs $35 on cloud  
-…

AGGX doesn't just talk features—it delivers functional dominance. Ultra-low latency, dirt-cheap costs, near-100% utilization, minimal overhead, and device-agnostic access. While others lag, overcharge, and waste resources, AGGX slices, streams, and scales like a boss. Devs,…

aggx_gpuvm's tweet image. AGGX doesn't just talk features—it delivers functional dominance.

Ultra-low latency, dirt-cheap costs, near-100% utilization, minimal overhead, and device-agnostic access.

While others lag, overcharge, and waste resources, AGGX slices, streams, and scales like a boss.

Devs,…

Left: Human artist → 4K render → 3 days → $2,000 PC Right: AI on AGGX → 4K render → 45 mins → $3.20 in AGGX Creativity isn't hardware. It's access. AGGX = the great equalizer. #AIArt #Creativity #SuperiorAccess

aggx_gpuvm's tweet image. Left: Human artist → 4K render → 3 days → $2,000 PC
  
Right: AI on AGGX → 4K render → 45 mins → $3.20 in AGGX  

Creativity isn't hardware. It's access.

AGGX = the great equalizer.

#AIArt #Creativity #SuperiorAccess

App stores: → 100MB download → 3 updates → 30% cut AGGX: → Click → play → 0 bytes → 0 cuts Friction = death. #ZeroInstall #SuperiorUX

aggx_gpuvm's tweet image. App stores:  
→ 100MB download  
→ 3 updates  
→ 30% cut  

AGGX:  
→ Click → play  
→ 0 bytes  
→ 0 cuts

Friction = death.

#ZeroInstall #SuperiorUX

Why pay AWS $3.50/hr for 60% idle GPU? AGGX MIG slices it into 7 tenants → $0.12/hr each, 98% hot. 29x savings. 1.6x speed. DePIN > Big Cloud.

aggx_gpuvm's tweet image. Why pay AWS $3.50/hr for 60% idle GPU?  

AGGX MIG slices it into 7 tenants → $0.12/hr each, 98% hot.  

29x savings. 1.6x speed.  
DePIN > Big Cloud.

MIG doesn’t just split VRAM — it splits Tensor cores too. 7g.5gb slice = 32 Tensor cores (dedicated) → No contention → No throttling → 44 TFLOPS FP16 per slice Your AI model doesn’t wait for the gamer next door. #AGGX #TensorCores #AI

aggx_gpuvm's tweet image. MIG doesn’t just split VRAM — it splits Tensor cores too.
7g.5gb slice = 32 Tensor cores (dedicated)

→ No contention
→ No throttling
→ 44 TFLOPS FP16 per slice

Your AI model doesn’t wait for the gamer next door.

#AGGX #TensorCores #AI

Is it like cloud gaming? Cloud gaming = time-sharing(you wait your turn) MIG slice = space-sharing (you get your own chunk) → No queue → No lag spikes → No “encoder busy” #AGGX#Spacesharing #Truth

aggx_gpuvm's tweet image. Is it like cloud gaming?

Cloud gaming = time-sharing(you wait your turn)  
MIG slice = space-sharing (you get your own chunk)

→ No queue  
→ No lag spikes  
→ No “encoder busy”

#AGGX#Spacesharing #Truth

In AGGX? You get a MIG slice like this: 1. You click “Play Game” 2. Our AI picks a nearby A100/H100 3. It carves a 5GB slice just for you 4. Streams your game in <50ms 5. When you quit → slice goes back to the pool Your $100 laptop = $2K gaming rig. For 12 cents/hour…

aggx_gpuvm's tweet image. In AGGX? You get a MIG slice like this:

1. You click “Play Game”  
2. Our AI picks a nearby A100/H100
3. It carves a 5GB slice  just for you  
4. Streams your game in &amp;lt;50ms
5. When you quit → slice goes back to the pool

Your $100 laptop = $2K gaming rig. For 12 cents/hour…

GeForce NOW? Shares 1 encoder across 4 users. We don’t.


No promises, just progress. Stay tuned. #AGGX


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