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4.4 Security and Privacy on the Edge
"It runs on the device, so it's private" is the marketing line. It's also a half-truth that has c...
3.4 Structured Outputs and Constrained Decoding
An agent is only as reliable as the parser that reads its output. Chapter 3.1 covered designing t...
1.5 Speculative Decoding
Chapter 1.3 established the bandwidth ceiling as the binding constraint on LLM decode: 136.5 GB/s...
1.4 The Accuracy Cost of Quantization
Chapter 1.2 laid out the quantization recipes Intel NPU supports: INT8-sym, INT4-sym group-128 or...
Preface
This book is about a narrow, awkward, increasingly important corner of applied AI: building agent...
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Appendices
Glossary of terms and consolidated source references for the book.
Real-World Case Studies & Best Practices
Building customer-facing NPU agents (chatbots, assistants). Batch vs. streaming inference strateg...
Production Deployment & Observability
Model serving architectures (ONNX, TensorRT, TVM). Monitoring latency, throughput, and reliabilit...
Tool Use & Integration Patterns
Designing lightweight tools for NPU-based agents. Async I/O and non-blocking integrations. Local ...
Agent State & Decision-Making on Constrained Hardware
Managing agent context and memory within NPU limits. Efficient reasoning loops for low-latency in...
Recently Created Books View All
SSDLC CI/CD Implementation Guide
End-to-end secure SDLC and CI/CD reference for the benefits-mgmt repository: PR compliance gate, ...
Onzichtbare Meesters
Een filosofische novelle over passie, erfenis en het ambacht dat onder de oppervlakte van de soft...
On the Edge: Agentic AI for Neural Processors
A practical guide to building intelligent agents optimized for NPU hardware. Learn how to design,...
Secure Software Development
The following pages and documents cover Secure Software Development, including the Secure Develop...
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