AI PC Fleet Operations 2026: NPU Scheduling, Security Baselines, Support Economics
Operating guide for mixed AI PC fleets with endpoint controls and measurable productivity outcomes.
#machine-learning
6 articles
On-Device AI Is Becoming Practical: Dictation Apps, 1-bit Models, and Endpoint Strategy
What recent momentum around offline dictation and ultra-efficient local models means for enterprise endpoint architecture.
From MicroGPT Demos to Production Decisions: Tiny-Model Evaluation Playbook
How to use minimal GPT implementations as a controlled lab for architecture learning, benchmarking, and safe production decisions.
Gemini Embedding 2 Adoption Guide for Production Retrieval Systems
Practical architecture patterns for using Gemini Embedding 2 in search, RAG, and recommendation pipelines.
Edge Robotics AI SBCs: Deployment Playbook Beyond Demo Benchmarks
A practical framework for moving AI-enabled robotics workloads from prototype SBCs to production operations.
From Research Demo to Product: Operating Long-Video 3D Reconstruction Pipelines
What it takes to turn emerging long-context 3D reconstruction research into reliable, cost-aware production systems.