We're building the engine to make AI run more efficiently - from energy to apps.
#SelfAwareCompute #SustainableComputing
#ComputeEfficiency
youtube.com/shorts/SxoTO...
#SelfAwareCompute #SustainableComputing
#ComputeEfficiency
youtube.com/shorts/SxoTO...
Jensen Huang: AI Is a Five-Layer Cake — Most People Only See One
YouTube video by Oksana | AI Invest
youtube.com
April 19, 2026 at 4:47 PM
We're building the engine to make AI run more efficiently - from energy to apps.
#SelfAwareCompute #SustainableComputing
#ComputeEfficiency
youtube.com/shorts/SxoTO...
#SelfAwareCompute #SustainableComputing
#ComputeEfficiency
youtube.com/shorts/SxoTO...
If AI demand keeps turning into more buildings, power and cooling, software execution belongs in the scrutiny too.
Not every data center problem is a software problem. But inefficient execution shouldn’t get a free pass.
#ComputeEfficiency #DataCenters
Not every data center problem is a software problem. But inefficient execution shouldn’t get a free pass.
#ComputeEfficiency #DataCenters
June 16, 2026 at 7:16 PM
If AI demand keeps turning into more buildings, power and cooling, software execution belongs in the scrutiny too.
Not every data center problem is a software problem. But inefficient execution shouldn’t get a free pass.
#ComputeEfficiency #DataCenters
Not every data center problem is a software problem. But inefficient execution shouldn’t get a free pass.
#ComputeEfficiency #DataCenters
More data centers don't automatically mean more efficient compute. If software execution is inefficient, more servers just give that inefficiency more room to run.
The next efficiency layer is not only hardware. It's how the code actually runs.
#SelfAwareCompute #DataCenters #ComputeEfficiency
The next efficiency layer is not only hardware. It's how the code actually runs.
#SelfAwareCompute #DataCenters #ComputeEfficiency
May 27, 2026 at 6:44 PM
More data centers don't automatically mean more efficient compute. If software execution is inefficient, more servers just give that inefficiency more room to run.
The next efficiency layer is not only hardware. It's how the code actually runs.
#SelfAwareCompute #DataCenters #ComputeEfficiency
The next efficiency layer is not only hardware. It's how the code actually runs.
#SelfAwareCompute #DataCenters #ComputeEfficiency
More compute is not always the same as better compute.
Sometimes the better answer is fewer cores, a different runtime choice or a cleaner execution path.
The system has to know before the work gets spent.
#SelfAwareCompute #ComputeEfficiency
Sometimes the better answer is fewer cores, a different runtime choice or a cleaner execution path.
The system has to know before the work gets spent.
#SelfAwareCompute #ComputeEfficiency
June 5, 2026 at 5:36 PM
More compute is not always the same as better compute.
Sometimes the better answer is fewer cores, a different runtime choice or a cleaner execution path.
The system has to know before the work gets spent.
#SelfAwareCompute #ComputeEfficiency
Sometimes the better answer is fewer cores, a different runtime choice or a cleaner execution path.
The system has to know before the work gets spent.
#SelfAwareCompute #ComputeEfficiency
Resurfacing this from Wednesday because it is the product point for the week:
Software performance is not just a hardware problem or a compiler problem.
It is an execution problem.
Press release: apnews.com/press-releas...
#SelfAwareCompute #SoftwarePerformance #ComputeEfficiency
Software performance is not just a hardware problem or a compiler problem.
It is an execution problem.
Press release: apnews.com/press-releas...
#SelfAwareCompute #SoftwarePerformance #ComputeEfficiency
SelfAware Compute Introduces Predictive Software Optimization for Compute Efficiency
SelfAware’s Optimization Engine helps software make better execution decisions before compute is spent in the wrong places
apnews.com
May 29, 2026 at 7:12 PM
Resurfacing this from Wednesday because it is the product point for the week:
Software performance is not just a hardware problem or a compiler problem.
It is an execution problem.
Press release: apnews.com/press-releas...
#SelfAwareCompute #SoftwarePerformance #ComputeEfficiency
Software performance is not just a hardware problem or a compiler problem.
It is an execution problem.
Press release: apnews.com/press-releas...
#SelfAwareCompute #SoftwarePerformance #ComputeEfficiency
More hardware can help. But it cannot be the only answer.
Compute demand is rising faster than infrastructure can absorb.
SelfAware reframes the overlooked layer: how software executes before compute is spent.
www.einpresswire.com/article/9201...
#ComputeEfficiency #AIInfrastructure
Compute demand is rising faster than infrastructure can absorb.
SelfAware reframes the overlooked layer: how software executes before compute is spent.
www.einpresswire.com/article/9201...
#ComputeEfficiency #AIInfrastructure
SelfAware Compute Points to Software Execution as Missing Layer in Data Center Efficiency
Execution-pathway optimization improves compute efficiency, resource utilization, and energy use by helping software run more efficiently.
www.einpresswire.com
June 17, 2026 at 5:00 PM
More hardware can help. But it cannot be the only answer.
Compute demand is rising faster than infrastructure can absorb.
SelfAware reframes the overlooked layer: how software executes before compute is spent.
www.einpresswire.com/article/9201...
#ComputeEfficiency #AIInfrastructure
Compute demand is rising faster than infrastructure can absorb.
SelfAware reframes the overlooked layer: how software executes before compute is spent.
www.einpresswire.com/article/9201...
#ComputeEfficiency #AIInfrastructure
The current data center buildout isn’t just a tech story.
It’s a grid story. A water story. A land story. A local-ratepayer story.
More capacity may be needed. More waste doesn’t have to be.
selfawarecompute.com?utm_source=b...
#DataCenters #ComputeEfficiency
It’s a grid story. A water story. A land story. A local-ratepayer story.
More capacity may be needed. More waste doesn’t have to be.
selfawarecompute.com?utm_source=b...
#DataCenters #ComputeEfficiency
June 2, 2026 at 5:07 PM
The current data center buildout isn’t just a tech story.
It’s a grid story. A water story. A land story. A local-ratepayer story.
More capacity may be needed. More waste doesn’t have to be.
selfawarecompute.com?utm_source=b...
#DataCenters #ComputeEfficiency
It’s a grid story. A water story. A land story. A local-ratepayer story.
More capacity may be needed. More waste doesn’t have to be.
selfawarecompute.com?utm_source=b...
#DataCenters #ComputeEfficiency
More hardware may be necessary. It should not be the only answer.
Before more buildings, power and cooling become the default response to compute demand, software execution deserves scrutiny too.
#ComputeEfficiency #DataCenters
Before more buildings, power and cooling become the default response to compute demand, software execution deserves scrutiny too.
#ComputeEfficiency #DataCenters
June 22, 2026 at 3:49 PM
More hardware may be necessary. It should not be the only answer.
Before more buildings, power and cooling become the default response to compute demand, software execution deserves scrutiny too.
#ComputeEfficiency #DataCenters
Before more buildings, power and cooling become the default response to compute demand, software execution deserves scrutiny too.
#ComputeEfficiency #DataCenters
You’re not just seeing optimization after the fact.
You’re seeing software build a model, make better execution decisions and control how compute gets spent.
#SelfAwareCompute #ComputeEfficiency
You’re seeing software build a model, make better execution decisions and control how compute gets spent.
#SelfAwareCompute #ComputeEfficiency
June 4, 2026 at 3:46 PM
You’re not just seeing optimization after the fact.
You’re seeing software build a model, make better execution decisions and control how compute gets spent.
#SelfAwareCompute #ComputeEfficiency
You’re seeing software build a model, make better execution decisions and control how compute gets spent.
#SelfAwareCompute #ComputeEfficiency
Data centers used to feel invisible.
Now they’re local power, water, land and infrastructure stories.
The question isn’t whether compute demand is real. It’s whether building more is the only answer.
#DataCenters #ComputeEfficiency
Now they’re local power, water, land and infrastructure stories.
The question isn’t whether compute demand is real. It’s whether building more is the only answer.
#DataCenters #ComputeEfficiency
June 2, 2026 at 2:05 PM
Data centers used to feel invisible.
Now they’re local power, water, land and infrastructure stories.
The question isn’t whether compute demand is real. It’s whether building more is the only answer.
#DataCenters #ComputeEfficiency
Now they’re local power, water, land and infrastructure stories.
The question isn’t whether compute demand is real. It’s whether building more is the only answer.
#DataCenters #ComputeEfficiency
Optimization usually sounds like cleanup.
Make it faster. Use less memory. Tune it after the fact.
Prediction is different. If software can model how it will run before work gets spent, execution becomes a decision layer.
#SelfAwareCompute #ComputeEfficiency
Make it faster. Use less memory. Tune it after the fact.
Prediction is different. If software can model how it will run before work gets spent, execution becomes a decision layer.
#SelfAwareCompute #ComputeEfficiency
June 4, 2026 at 7:31 PM
Optimization usually sounds like cleanup.
Make it faster. Use less memory. Tune it after the fact.
Prediction is different. If software can model how it will run before work gets spent, execution becomes a decision layer.
#SelfAwareCompute #ComputeEfficiency
Make it faster. Use less memory. Tune it after the fact.
Prediction is different. If software can model how it will run before work gets spent, execution becomes a decision layer.
#SelfAwareCompute #ComputeEfficiency
Compute efficiency is usually framed as a hardware problem.
Better chips.
More power.
More cooling.
More capacity.
But there is another layer most systems still don't understand well enough: which execution pathway the software is actually going to take.
#SelfAwareCompute #ComputeEfficiency
Better chips.
More power.
More cooling.
More capacity.
But there is another layer most systems still don't understand well enough: which execution pathway the software is actually going to take.
#SelfAwareCompute #ComputeEfficiency
June 1, 2026 at 2:10 PM
Compute efficiency is usually framed as a hardware problem.
Better chips.
More power.
More cooling.
More capacity.
But there is another layer most systems still don't understand well enough: which execution pathway the software is actually going to take.
#SelfAwareCompute #ComputeEfficiency
Better chips.
More power.
More cooling.
More capacity.
But there is another layer most systems still don't understand well enough: which execution pathway the software is actually going to take.
#SelfAwareCompute #ComputeEfficiency
Data centers make compute demand visible.
Buildings, power, water, land and grid pressure are all things communities can see and question.
Software execution is harder to see. But if inefficient execution is driving extra demand, it shouldn’t get a free pass.
#DataCenters #ComputeEfficiency
Buildings, power, water, land and grid pressure are all things communities can see and question.
Software execution is harder to see. But if inefficient execution is driving extra demand, it shouldn’t get a free pass.
#DataCenters #ComputeEfficiency
June 29, 2026 at 5:03 PM
Data centers make compute demand visible.
Buildings, power, water, land and grid pressure are all things communities can see and question.
Software execution is harder to see. But if inefficient execution is driving extra demand, it shouldn’t get a free pass.
#DataCenters #ComputeEfficiency
Buildings, power, water, land and grid pressure are all things communities can see and question.
Software execution is harder to see. But if inefficient execution is driving extra demand, it shouldn’t get a free pass.
#DataCenters #ComputeEfficiency
The data center debate is too narrow.
Build more capacity or limit demand cannot be the only choices.
Before the next building, grid upgrade or cooling system gets added, software execution belongs in the efficiency conversation.
apnews.com/press-releas...
#DataCenters #ComputeEfficiency #AI
Build more capacity or limit demand cannot be the only choices.
Before the next building, grid upgrade or cooling system gets added, software execution belongs in the efficiency conversation.
apnews.com/press-releas...
#DataCenters #ComputeEfficiency #AI
June 19, 2026 at 2:55 PM
The data center debate is too narrow.
Build more capacity or limit demand cannot be the only choices.
Before the next building, grid upgrade or cooling system gets added, software execution belongs in the efficiency conversation.
apnews.com/press-releas...
#DataCenters #ComputeEfficiency #AI
Build more capacity or limit demand cannot be the only choices.
Before the next building, grid upgrade or cooling system gets added, software execution belongs in the efficiency conversation.
apnews.com/press-releas...
#DataCenters #ComputeEfficiency #AI
As GPU systems exceed 150kW per rack, storage efficiency is more critical than ever. Solidigm’s Dave Sierra on QLC SSDs: 77% power savings and 90% less rack space vs. legacy infrastructure.
Full interview: www.techarena.ai/content/soli...
#ComputeEfficiency #Solidigm #SSDs
Full interview: www.techarena.ai/content/soli...
#ComputeEfficiency #Solidigm #SSDs
Solidigm Redefines Measuring Storage Efficiency for AI Workloads
As GPU racks hit 150kW, throughput per watt has become the efficiency metric that matters, and SSDs are proving their worth over legacy infrastructure with 77% power savings and 90% less rack space.
www.techarena.ai
October 6, 2025 at 11:46 PM
As GPU systems exceed 150kW per rack, storage efficiency is more critical than ever. Solidigm’s Dave Sierra on QLC SSDs: 77% power savings and 90% less rack space vs. legacy infrastructure.
Full interview: www.techarena.ai/content/soli...
#ComputeEfficiency #Solidigm #SSDs
Full interview: www.techarena.ai/content/soli...
#ComputeEfficiency #Solidigm #SSDs
Execution has a cost.
The receipt is the metaphor. The real work is prediction: SelfAware analyzes execution pathways so teams can see expected time, memory and energy behavior before throwing more compute at it.
Better execution starts with knowing the cost.
#SelfAwareCompute #ComputeEfficiency
The receipt is the metaphor. The real work is prediction: SelfAware analyzes execution pathways so teams can see expected time, memory and energy behavior before throwing more compute at it.
Better execution starts with knowing the cost.
#SelfAwareCompute #ComputeEfficiency
May 22, 2026 at 7:54 PM
Execution has a cost.
The receipt is the metaphor. The real work is prediction: SelfAware analyzes execution pathways so teams can see expected time, memory and energy behavior before throwing more compute at it.
Better execution starts with knowing the cost.
#SelfAwareCompute #ComputeEfficiency
The receipt is the metaphor. The real work is prediction: SelfAware analyzes execution pathways so teams can see expected time, memory and energy behavior before throwing more compute at it.
Better execution starts with knowing the cost.
#SelfAwareCompute #ComputeEfficiency
Hardware is only one layer of compute efficiency.
The missing layer is execution.
Which pathway runs?
How long will it take?
How much memory will it need?
How many cores actually help?
That layer should not stay invisible.
www.fathym.com/docs/getting...
#SelfAwareCompute #ComputeEfficiency
The missing layer is execution.
Which pathway runs?
How long will it take?
How much memory will it need?
How many cores actually help?
That layer should not stay invisible.
www.fathym.com/docs/getting...
#SelfAwareCompute #ComputeEfficiency
June 1, 2026 at 5:10 PM
Hardware is only one layer of compute efficiency.
The missing layer is execution.
Which pathway runs?
How long will it take?
How much memory will it need?
How many cores actually help?
That layer should not stay invisible.
www.fathym.com/docs/getting...
#SelfAwareCompute #ComputeEfficiency
The missing layer is execution.
Which pathway runs?
How long will it take?
How much memory will it need?
How many cores actually help?
That layer should not stay invisible.
www.fathym.com/docs/getting...
#SelfAwareCompute #ComputeEfficiency
Nvidia isn’t just owning GPUs — its edge now covers CPUs, networking and storage in AI stacks. #AI #Nvidia #FullStackInfrastructure #GPU #ComputeEfficiency #DataOrchestration https://thedailytechfeed.com/nvidias-edge-now-spans-cpus-storage-networking-not-just-gpus/
August 29, 2026 at 1:20 PM
Nvidia isn’t just owning GPUs — its edge now covers CPUs, networking and storage in AI stacks. #AI #Nvidia #FullStackInfrastructure #GPU #ComputeEfficiency #DataOrchestration https://thedailytechfeed.com/nvidias-edge-now-spans-cpus-storage-networking-not-just-gpus/
AIの転換点：スタンフォードAIインデックス2026が示す技術的パラダイムシフト
2026年版スタンフォードAIインデックスに基づく最新技術動向と開発者への指針。
#AIIndex #LLM #AgenticAI #AIGovernance #ComputeEfficiency
2026年版スタンフォードAIインデックスに基づく最新技術動向と開発者への指針。
#AIIndex #LLM #AgenticAI #AIGovernance #ComputeEfficiency
AIの転換点：スタンフォードAIインデックス2026が示す技術的パラダイムシフト
2026年版スタンフォードAIインデックスに基づく最新技術動向と開発者への指針。
ai.warp-studio.com
April 17, 2026 at 5:41 PM
AIの転換点：スタンフォードAIインデックス2026が示す技術的パラダイムシフト
2026年版スタンフォードAIインデックスに基づく最新技術動向と開発者への指針。
#AIIndex #LLM #AgenticAI #AIGovernance #ComputeEfficiency
2026年版スタンフォードAIインデックスに基づく最新技術動向と開発者への指針。
#AIIndex #LLM #AgenticAI #AIGovernance #ComputeEfficiency
Yann LeCun just dropped a $1 B bet on LLMs after Lambda showed 50% power waste. Can we finally train smarter, not harder? Dive into the numbers and what this means for the next wave of AI. #YannLeCun #LLMs #ComputeEfficiency
🔗 aidailypost.com/news/yann-le...
🔗 aidailypost.com/news/yann-le...
March 11, 2026 at 9:40 AM
Yann LeCun just dropped a $1 B bet on LLMs after Lambda showed 50% power waste. Can we finally train smarter, not harder? Dive into the numbers and what this means for the next wave of AI. #YannLeCun #LLMs #ComputeEfficiency
🔗 aidailypost.com/news/yann-le...
🔗 aidailypost.com/news/yann-le...
saying “please” to gpt actually costs money, catch the full video exclusively on collide.io #llmusage #aioptimization #computeefficiency
July 7, 2025 at 6:01 PM
saying “please” to gpt actually costs money, catch the full video exclusively on collide.io #llmusage #aioptimization #computeefficiency
AMD reports 38x better energy efficiency (~97% less energy for same compute) and a 20x rack-scale target by 2030—potentially 275+ racks → 1 rack for training: www.techarena.ai/content/amds...
#AI #ComputeEfficiency
#AI #ComputeEfficiency
AMD’s 38x Efficiency Leap Sets Stage for Ambitious 2030 Goal
AMD improved energy efficiency 38x—roughly a 97% drop in energy for the same compute—and now targets 20x rack-scale gains by 2030, reimagining AI training, inference, and data-center design.
www.techarena.ai
September 23, 2025 at 5:29 PM
AMD reports 38x better energy efficiency (~97% less energy for same compute) and a 20x rack-scale target by 2030—potentially 275+ racks → 1 rack for training: www.techarena.ai/content/amds...
#AI #ComputeEfficiency
#AI #ComputeEfficiency
I discuss the following AI Topics:
#ArtificialIntelligence
#MachineLearning
#AIInnovation
#AIResearch
#FutureOfAI
#OpenSourceAI
#BigTech
#AIForAll
#AIAccessibility
#DemocratizingAI
#AIModels
#ExponentialGrowth
#ComputeEfficiency
#DataScience
#AIApplications
#ArtificialIntelligence
#MachineLearning
#AIInnovation
#AIResearch
#FutureOfAI
#OpenSourceAI
#BigTech
#AIForAll
#AIAccessibility
#DemocratizingAI
#AIModels
#ExponentialGrowth
#ComputeEfficiency
#DataScience
#AIApplications
November 27, 2024 at 10:13 AM