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AI inference

Inference Is the New Training: How AI Is Forcing a Cloud Infrastructure Redesign

Inference Is the New Training: How AI Is Forcing a Cloud Infrastructure Redesign

ALGERIATECH Editorial
May 15, 2026

⚡ Key Takeaways AI inference already accounts for half of all AI compute in 2025 (Deloitte) and will reach two-thirds...

Algeria 5G Edge Computing: How Industrial IoT Deployments Are Reshaping Cloud Architecture

Algeria 5G Edge Computing: How Industrial IoT Deployments Are Reshaping Cloud Architecture

ALGERIATECH Editorial
May 12, 2026

⚡ Key Takeaways Inference workloads now consume two-thirds of all AI compute globally in 2026, and Akamai’s 4,400-node GPU edge...

Brain-Inspired Chips: How Cambridge’s Hafnium-Oxide Memristor Could Cut AI Energy by 70%

Brain-Inspired Chips: How Cambridge’s Hafnium-Oxide Memristor Could Cut AI Energy by 70%

ALGERIATECH Editorial
April 28, 2026

⚡ Key Takeaways Cambridge researchers (led by Dr. Babak Bakhit) have published in Science Advances (April 2026) a hafnium-oxide memristor...

Kubernetes Is Now the Default OS for AI: Inference at Cluster Scale in 2026

Kubernetes Is Now the Default OS for AI: Inference at Cluster Scale in 2026

ALGERIATECH Editorial
April 24, 2026

⚡ Key Takeaways Kubernetes is now the default substrate for AI inference: 82% of container users run K8s and 42%...

Local AI vs Cloud AI: Where Will Intelligence Actually Run?

Local AI vs Cloud AI: Where Will Intelligence Actually Run?

ALGERIATECH Editorial
March 13, 2026

On-device models, cloud APIs, or hybrid? A practical guide to where AI inference should run in 2026 -- costs, privacy, latency, and the real trade-offs.

AI Training vs AI Inference: The Two Economies of Artificial Intelligence

AI Training vs AI Inference: The Two Economies of Artificial Intelligence

ALGERIATECH Editorial
March 13, 2026

The economics of AI training versus inference: why training is a one-time capital expense while inference is the recurring cost that determines AI viability.

AI Compute Scaling: Why the Shift from Training to Inference Changes Everything

AI Compute Scaling: Why the Shift from Training to Inference Changes Everything

ALGERIATECH Editorial
March 6, 2026

Inference now consumes two-thirds of all AI compute, reshaping hardware, economics, and business models. The cost per token is dropping 10x yearly.

Groq vs Cerebras 2026: AI Inference 100x Faster Than GPUs

Groq vs Cerebras 2026: AI Inference 100x Faster Than GPUs

ALGERIATECH Editorial
February 10, 2026

When most organizations think about AI infrastructure, they think about Nvidia. The H100 GPU has become the default unit of AI compute — a $30,000 chip that powers everything from model training at OpenAI to inference pipelines at enterprise software companies.

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