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Disabled	sk_stogas_…9d51	No folder	Research	Maya Chen	Sep 24, 2026	Sep 22, 2026
Enabled	sk_stogas_…7e03	No folder	—	—	Sep 25, 2026	Sep 21, 2026
Enabled	sk_stogas_…4c19	No folder	Research	Alex Lee	Sep 26, 2026	Sep 20, 2026
Enabled	sk_stogas_…a82f	No folder	—	—	Sep 26, 2026	Sep 18, 2026

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Redact What Matters

policy.jsonReference

{
  "plugins": {
    "stogasRedaction": {
      "email_address": true
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me review the document I received from alex.morgan@stogas.ai."
    }
  ]
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me review the document I received from <EMAIL_ADDRESS>."
    }
  ]
}

policy.jsonReference

{
  "plugins": {
    "stogasRedaction": {
      "literals": [
        {
          "values": [
            "Project Aurora",
            "Project Borealis"
          ],
          "fuzzy": true
        }
      ]
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Summarize the launch plan for Project Auorra."
    }
  ]
}

{
  "messages": [
    {
      "role": "user",
      "content": "Summarize the launch plan for <CUSTOM_PII>."
    }
  ]
}

policy.jsonReference

{
  "plugins": {
    "stogasRedaction": {
      "health_identifiers": true
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me prepare questions for my doctor about this letter. NHS number: 943 476 5919."
    }
  ]
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me prepare questions for my doctor about this letter. NHS number: <UK_NHS_NUMBER>."
    }
  ]
}

policy.jsonReference

{
  "plugins": {
    "stogasRedaction": {
      "literals": [
        {
          "values": [
            "Morgan Lee"
          ],
          "ignoreCase": true
        }
      ]
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Draft a response to morgan lee about the proposed terms."
    }
  ]
}

{
  "messages": [
    {
      "role": "user",
      "content": "Draft a response to <CUSTOM_PII> about the proposed terms."
    }
  ]
}

policy.jsonReference

{
  "plugins": {
    "stogasRedaction": {
      "phone_number": true
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me reply to this message from +44 20 7946 0958."
    }
  ]
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me reply to this message from <PHONE_NUMBER>."
    }
  ]
}

policy.jsonReference

{
  "plugins": {
    "stogasRedaction": {
      "literals": [
        {
          "values": [
            "NORTHSTAR"
          ],
          "wholeWord": false
        }
      ]
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Explain the access failure for account NORTHSTAR_2048."
    }
  ]
}

{
  "messages": [
    {
      "role": "user",
      "content": "Explain the access failure for account <CUSTOM_PII>_2048."
    }
  ]
}

policy.jsonReference

{
  "plugins": {
    "stogasRedaction": {
      "customPattern": "\\bEMP-[0-9]{6}\\b"
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Summarize the onboarding notes for employee EMP-123456."
    }
  ]
}

{
  "messages": [
    {
      "role": "user",
      "content": "Summarize the onboarding notes for employee <CUSTOM_PII>."
    }
  ]
}

policy.jsonReference

{
  "plugins": {
    "stogasRedaction": {
      "ip_address": true
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me diagnose DNS timeouts to 8.8.8.8."
    }
  ]
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me diagnose DNS timeouts to <IP_ADDRESS>."
    }
  ]
}

policy.json

{
  "plugins": {
    "stogasRedaction": {
      "email_address": true
    }
  }
}

{
  "messages": [
    {
      "role": "user",
      "content": "Help me review the document I received from <EMAIL_ADDRESS>."
    }
  ]
}

hello.py

from os import environ
from openai import OpenAI, DefaultHttpxClient
from stogas import Transport

transport = Transport(security="e2ee")
try:
    with OpenAI(
        api_key=environ["STOGAS_API_KEY"],
        base_url=transport.base_url, max_retries=0,
        http_client=DefaultHttpxClient(
            trust_env=False, follow_redirects=False),
    ) as ai:
        reply = ai.responses.create(
            model="gpt-5-nano",
            input="Explain trust. Show your work.",
        )
        print(reply.output_text)
finally:
    transport.close()