Agentic AI Notebook
Phase 25

Compliance

~3 min read

Concept & How It Works

  • Key points are in the visual diagram above.

Why Does It Exist?

A single agent logging PII to an unapproved region or making binding legal statements without audit trails can trigger fines, contract breaches, and loss of customer trust.

Real-World Analogy

Airline safety checklists: every flight follows the same inspected procedures whether the pilot is tired or the weather is clear — compliance isn't optional polish.
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Visual Workflows

What is Compliance?

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Example

Scenario

A healthcare agent detects PHI in a user message, redacts it before the LLM call, routes inference through a BAA-covered endpoint, and stores only hashed session IDs with a 30-day retention policy.

Solution

In Enterprise AI, apply Compliance to this scenario: A healthcare agent detects PHI in a user message, redacts it before the LLM call, routes inference through a BAA-covered endpoint, and stores only hashed session IDs with a 30-day retention policy. Identify the inputs, run the technique, validate the output, and note one thing you would monitor in production.

Practice Task

Do this before moving to the next module — reading alone is not enough.

Open the Code Walkthrough below and run it locally. Change one parameter related to Compliance (e.g. model, temperature, top_k, or tool name), observe the difference in output, and write 2–3 sentences explaining what changed.

Code Walkthrough

Highlighted lines show where Compliance happens in the code.

Compliance
1# Compliance — minimal example2from openai import OpenAI3
4client = OpenAI()  # create API client5
6# Ask the model to explain this topic7response = client.chat.completions.create(  # core API call for Compliance8    model="gpt-4o-mini",9    messages=[10        {"role": "system", "content": "You explain compliance clearly."},11        {"role": "user", "content": f"What is compliance?"},12    ],13    temperature=0,14)15print(response.choices[0].message.content)  # show output for debugging

Commands to Remember

Commands to Remember

  • pip install langchain chromadb # enterprise RAG stack
  • pip install python-jose # JWT identity tokens

Common Mistakes

  • Treating Compliance as a black box without evaluation
  • Ignoring cost and latency in production
  • Skipping error handling for compliance

Cheat Sheet

Quick recap — the most important points from this module.

Cheat Sheet

quick ref
  • Compliance
  • Data Residency
  • PII Redaction
  • Retention Policy