Why AI Inference Infrastructure Must Be Distributed, Not Centralized | Dr. Robert Blumofe, Akamai | TFiR
Dr. Robert Blumofe of Akamai explains why AI training and inference require completely different infrastructure architectures, why ...
Edge AI Inference: The Last-Mile Problem Centralized Clouds Cannot Solve | Ari Weil, Akamai | TFiR
Ari Weil of Akamai explains why centralized GPU clusters cannot meet the latency demands of fraud detection, ...
AI Inference at Scale Requires Distributed Edge Infrastructure, Not More Cloud | Dr. Robert Blumofe, Akamai | TFiR
Akamai CTO Dr. Robert Blumofe explains why centralized infrastructure cannot meet the bandwidth and latency demands of ...
CPU vs GPU Placement for Agentic AI: The Architecture Decision That Determines Speed | Jon Alexander, Akamai | TFiR
Jon Alexander of Akamai explains why up to 90% of AI agent task execution time happens ...
Token Pricing Hides the Real Cost of Running AI in Production | Ari Weil, Akamai | TFiR
Ari Weil of Akamai explains why AI inference, not training, is the cost that compounds in production ...
Building AI Governance Across Distributed Enterprise AI | Ari Weil, Akamai | TFiR
Ari Weil of Akamai breaks down why AI governance for distributed inference must be situational, how compliance ...
Agentic AI Inference Beyond the Centralized Cloud | Jon Alexander, Akamai | TFiR
Jon Alexander of Akamai explains why centralized cloud compounds latency in agentic AI systems, why up to ...
The Hidden Drivers of AI Inference Costs and How to Architect for Cost Control | Ari Weil, Akamai | TFiR
AI inference costs spiral in production through egress fees and cross-zone charges. Ari Weil, VP Product Marketing ...
Why Centralized AI Inference Fails at Scale and How Distributed Edge Infrastructure Fixes It | Dr. Robert Blumofe, Akamai | TFiR
Dr. Robert Blumofe, CTO at Akamai, explains why centralized GPU clusters cannot serve ubiquitous AI agent demand, ...
Why AI Inference Latency Is an Architecture Problem, Not a Tuning Problem | Ari Weil, Akamai | TFiR
Ari Weil of Akamai explains why AI inference latency is a fundamental architectural constraint, how default hyperscaler ...