
LLM Semantic Router Production Implementation vLLM SR 2026
vLLM Semantic Router v0.1 cuts costs 48% and latency 47%. Production deployment guide: model routing, safety filtering, semantic caching with Kubernetes.
Deep dives into AI engineering, production deployment, MLOps, and modern machine learning practices.
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vLLM Semantic Router v0.1 cuts costs 48% and latency 47%. Production deployment guide: model routing, safety filtering, semantic caching with Kubernetes.

Databricks 327% surge. Compound AI beats single models. Production guide: RAG, routing, guardrails, agents. Berkeley BAIR framework patterns.

327% growth in multi-agent systems but are they worth it? Cost breakeven analysis, single vs multi-agent ROI comparison, decision framework for CTOs.

500-task production benchmark: Claude Sonnet 4.5 wins with 9.2/10 quality at $0.08/task (3x cheaper than Codex). Real cost analysis, language-specific tests, ROI comparison.

Deploy encrypted AI inference with TEEs. Hardware-backed security for GDPR, HIPAA compliance. AWS Nitro, Intel TDX, AMD SEV production architecture guide.

Tested ChatGPT and Claude for 30 days on real business tasks. Compare costs, writing quality, and time savings. Includes decision tree and ROI breakdown.

Deploy agent memory to thousands of customers. GDPR-compliant isolation, per-tenant cost calculation, SaaS production architecture guide for CTOs and founders.

Memory systems cut costs 60% vs full-context. EverMemOS proves 92.3% accuracy with fewer tokens. Enterprise ROI guide for IT directors making build vs buy decisions.

Run LLMs entirely in browser with WebGPU. Zero server costs, GDPR compliant, 50ms latency. Production guide for privacy-first AI inference.