Hands On AI Agent Mastery Course

Hands On AI Agent Mastery Course

Advanced Architectures for Vertical AI Agents

Lesson 72: Cost Optimization Strategies in MLOps

Jun 04, 2026
∙ Paid

A. Highlights

What we build:

  • A Complexity Classifier that scores every incoming query on a [0.0–1.0] scale using token count, vocabulary entropy, and keyword heuristics

  • A Hybrid Compute Router that sends simple queries to gemini-2.0-flash (SLM tier) and complex ones to gemini-1.5-pro (GFM tier) — with semantic cache as the zero-cost first layer

  • A Real-time Cost Ledger backed by SQLite that tracks per-request spend, model tier, latency, and cumulative savings vs. a naive all-GFM baseline

  • A Budget Enforcement Engine with configurable daily caps that blocks GFM calls and downgrades to SLM when spend limits approach

  • A React Cost Dashboard with live Recharts visualizations: spend by tier, route decision histogram, savings-vs-baseline gauge, and tail-latency charts

Connection to L71 (Runtime Guardrails & Security): The FastAPI gateway inherited from L71 runs every request through the Guardrails AI validation pipeline before the router sees it. A guardrail violation short-circuits the pipeline immediately — eliminating the cost of routing and inference on policy-violating content. This is cost optimization at the earliest possible stage.

Enables L73 (A/B Testing & Canary Deployments): The routing layer we build here is the exact traffic-splitting substrate L73 needs. The route_decision field logged to the cost ledger becomes the experiment assignment record; the cost metadata becomes the primary metric. You’ll add a thin experiment config on top of this router — no architecture changes required.

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