#model deployment

Tagged model deployment · show all articles

A twin-dial comparator instrument on a bench between a device-tier rack of boxed phones and a wheeled cart carrying a slice of server rack, its two needles caught overlapping at the same reading

The Real Economics of Shipping a Model to a Device

Distilling a small model can cost less than a laptop. Everything that comes after the training run — a build for every device tier, QA across the fleet, and an update channel that never stops billing — is where the real invoice for on-device AI gets written.

By Brecht Corbeel · August 23, 2026 · 16 min read

Browse by Category

Surprise me →

All AI Hardware & Semiconductors 100 AI Agents & Systems 38 Foundation Models 30 Model Evaluation 19 AI Industry 12 Edge AI & Electronics 9 AI Safety 9 AI Research 9 Open Models 8 AI Infrastructure 8 Industry Analysis 2 Datacenters & Infrastructure 2 Writing & Information 1 Structural Biology 1 Small & Edge Models 1 Semiconductor Markets 1 Security & Technology 1 Security 1 Scientific Revolution 1 Robotics & Embodied AI 1 Quantum Information 1 Planetary Science 1 Physics 1 Particle Physics 1 Origins & Astrobiology 1 Open-Weight Models 1 Neuroscience 1 Metrology 1 Mathematics & Computation 1 Materials Science 1 Labour & Technology 1 Interpretability 1 Institutions & State Capacity 1 Institutions & Economy 1 Inference Economics 1 Industrial Revolutions 1 Humanity & Technology 1 History of Technology 1 History of Computing 1 Governance & Policy 1 Evolution & Ecology 1 Ethics of Technology 1 Energy & Civilization 1 Earth & Climate 1 Demography & Urbanization 1 Data & Training 1 Cumulative Culture 1 Cosmology 1 Condensed Matter 1 Chemistry & Catalysis 1 Alignment & Safety 1 Agriculture & Cities 1 Agent Evaluation 1 AI Security 1 AI Economics & Systems 1 AI & The Web 1