AIR SDK for Python

Record every AI decision your agents make. One line of code.

AIR SDK connects your Python AI applications to the AIR Blackbox Gateway — giving you tamper-evident audit trails, compliance reporting, and deterministic replay without changing how you write code.

Install

pip install air-blackbox-sdk

With framework extras:

pip install air-blackbox-sdk[openai]      # OpenAI integration
pip install air-blackbox-sdk[langchain]   # LangChain integration
pip install air-blackbox-sdk[crewai]      # CrewAI integration
pip install air-blackbox-sdk[all]         # Everything

Quickstart

OpenAI (3 lines)

from openai import OpenAI
import air

client = air.air_wrap(OpenAI())

response = client.chat.completions.create(
    model="gpt-4o-mini",
    messages=[{"role": "user", "content": "What is a flight recorder?"}],
)
print(response.choices[0].message.content)
# Every call recorded with tamper-evident audit trail

LangChain (2 lines)

from air.integrations.langchain import air_langchain_llm

llm = air_langchain_llm("gpt-4o-mini")
response = llm.invoke("Explain tamper-evident logging.")
print(response.content)
# Works with chains, agents, and tools

CrewAI (swap one import)

from crewai import Agent, Task, Crew
from air.integrations.crewai import air_crewai_llm

llm = air_crewai_llm("gpt-4o-mini")
agent = Agent(role="Researcher", goal="Find facts", llm=llm)
task = Task(description="Research AI safety", agent=agent,
            expected_output="A brief report.")
crew = Crew(agents=[agent], tasks=[task])
crew.kickoff()
# Every agent LLM call recorded in AIR

Direct Client

from air import AIRClient

with AIRClient() as client:
    # Chat through the gateway
    result = client.chat(
        messages=[{"role": "user", "content": "Hello"}],
        model="gpt-4o-mini",
    )
    print(result["_air"]["run_id"])  # Your audit trail ID

    # Check compliance status
    audit = client.audit(gateway_key="your-key")

    # Export signed evidence for regulators
    evidence = client.export_evidence(gateway_key="your-key")

Configuration

What You Get

When your code runs through AIR, every LLM call automatically gets:

• Tamper-evident audit trail — HMAC-SHA256 chain, modify one record and the chain breaks
• Vault-backed content — prompts and completions in your S3/MinIO, not third-party clouds
• Compliance reporting — 22 controls across SOC 2 and ISO 27001, auto-evaluated
• Signed evidence export — hand your auditor a single JSON document
• Deterministic replay — reproduce any AI decision from the audit record

Part of the AIR Ecosystem

This SDK is the developer entry point to the AIR Blackbox Gateway infrastructure:

License

Apache-2.0