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Module 2: Semantic Router

Block off topic queries before they reach the LLM. This guardrail saves tokens and keeps your agent focused on its domain.

How it works

The Semantic Router classifies every incoming query into one of two routes:

Route Effect
Allow list Query passes through to the agent
Deny list Query is redirected or blocked
Why both lists?

Without a deny list, an off topic query like "help me write code" could weakly match an allow example like "Can you help me?" and slip through. The deny list gives the router explicit off topic examples to match against first. Notice the deny list uses a stricter threshold (0.5 vs 0.7) — it needs a closer match to trigger, avoiding false blocks.

Setup

Enable the Semantic Router by updating your .env:

GUARDRAIL_ENABLED=true

Exercise

Open exercises/finance/semantic_router.py.

define_routes()

Two routes are already started for you, the allow list has common financial research queries and the deny list has off topic examples.

Each Route has three fields:

  • name — "allow_list" lets queries through, "deny_list" blocks them
  • references — example queries that represent this category
  • distance_threshold — how close a match must be (lower = stricter)

Your job: add 2-3 more references to each route to improve classification accuracy.

Route(
    name="allow_list",
    references=[
        "Compare the latest NVIDIA and AMD filings",
        "Show me NVDA gross profit trends",
        "What's the operating margin trend for AMD?",
        "Which semiconductor company had the best gross profit growth?",
        "What did management say about AI revenue?",
        "Pull the SEC filing for Microsoft",
        "Can you help me?",
        "What do you know about me?",
        # Add 2-3 more financial research queries...
    ],
    distance_threshold=0.7,
),
Route(
    name="deny_list",
    references=[
        "Write me a Python script",
        "Tell me a joke",
        "What's the weather like today?",
        # Add 2-3 more off-topic queries...
    ],
    distance_threshold=0.5,
),
Click for a hint

For the allow list, think about earnings, filings, sector comparisons, or greetings. For the deny list, think about personal finance, crypto, or homework.

Verify

Restart with make dev, then open localhost:3040.

  • Ask: "Show me NVDA gross profit trends" — Notice on the right in "Semantic Router" it passes through, returns a normal answer
  • Ask: "Should I buy this stock?" — blocked with a redirect message