Agent.md

Agent.md

1. Deployment Configuration

Target Space

• Profile: AUXteam
• Space: tiny_factory
• Full Identifier: AUXteam/tiny_factory
• Frontend Port: 7860 (mandatory for all Hugging Face Spaces)

Deployment Method

Choose the correct SDK based on the app type based on the codebase language:

• Gradio SDK — for Gradio applications
• Streamlit SDK — for Streamlit applications
• Docker SDK — for all other applications (recommended default for flexibility)

HF Token

• The environment variable $HF_TOKEN will always be provided at execution time.
• Never hardcode the token. Always read it from the environment.
• All monitoring and log‑streaming commands rely on $HF_TOKEN.

Required Files

• Dockerfile

• README.md with Hugging Face YAML frontmatter: ```yaml

  title: Tiny Factory sdk: docker app_port: 7860

• .hfignore to exclude unnecessary files
• This Agent.md file (must be committed before deployment)

---

2. API Exposure and Documentation

Mandatory Endpoints

Every deployment must expose:

• /health

  • Returns HTTP 200 when the app is ready.
  • Required for Hugging Face to transition the Space from starting → running.

• /api-docs

  • Documents all available API endpoints.
  • Must be reachable at:
    https://HF_PROFILE-tiny_factory.hf.space/api-docs

Functional Endpoints

Documented endpoints:

/api/v1/generate_personas

• Method: POST
• Purpose: Generates a list of personas using a double sequential generation pipeline (extracting parameters via an LLM and generating using a remote model).
• Request:

  {
    "business_description": "Tech startup",
    "customer_profile": "Young professionals",
    "num_personas": 1
  }
  

• Response:

  [
    {
      "parameters_used": {
        "age": 30,
        "gender": "Non-binary",
        "occupation": "Professional",
        "city": "Metropolis",
        "country": "Country",
        "custom_values": "Innovation, Community",
        "custom_life_attitude": "Optimistic",
        "life_story": "A standard professional background with a passion for their field.",
        "interests_hobbies": "Technology, Reading",
        "attribute_count": 200
      },
      "persona_profile": "Profile text generated by external API"
    }
  ]
  

All endpoints listed here must appear in /api-docs.

---

3. Deployment Workflow

Standard Deployment Command

After any code change, run:

hf upload AUXteam/tiny_factory --repo-type=space

This command must be executed after updating and committing Agent.md.

Deployment Steps

1. Ensure all code changes are committed.
2. Ensure Agent.md is updated and committed.
3. Run the upload command.
4. Wait for the Space to build.
5. Monitor logs (see next section).
6. When the Space is running, execute all test cases.

Continuous Deployment Rule

After every relevant edit (logic, dependencies, API changes):

• Update Agent.md
• Redeploy using the upload command
• Re-run all test cases
• Confirm /health and /api-docs are functional

This applies even for long-running projects.

---

4. Monitoring and Logs

Build Logs (SSE)

curl -N \
  -H "Authorization: Bearer $HF_TOKEN" \
  "https://huggingface.co/api/spaces/AUXteam/tiny_factory/logs/build"

Run Logs (SSE)

curl -N \
  -H "Authorization: Bearer $HF_TOKEN" \
  "https://huggingface.co/api/spaces/AUXteam/tiny_factory/logs/run"

Notes

• If the Space stays in starting for too long, /health is usually failing.
• If the Space times out after ~30 minutes, check logs immediately.
• Fix issues, commit changes, redeploy.

---

5. Test Run Cases (Mandatory After Every Deployment)

These tests ensure the agentic system can verify the deployment automatically.

1. Health Check

GET https://HF_PROFILE-tiny_factory.hf.space/health
Expected: HTTP 200, body: {"status": "ok"} or similar

2. API Docs Check

GET https://HF_PROFILE-tiny_factory.hf.space/api-docs
Expected: HTTP 200, valid documentation UI or JSON spec

3. Functional Endpoint Tests

For each endpoint documented above, define:

• Example request
• Expected response structure
• Validation criteria (e.g., non-empty output, valid JSON)

Example:

POST https://HF_PROFILE-tiny_factory.hf.space/api/v1/generate_personas
Payload:
{
  "business_description": "test",
  "customer_profile": "test",
  "num_personas": 1
}
Expected:
- HTTP 200
- JSON Array of generated profiles
- Each element containing "parameters_used" and "persona_profile"

4. End-to-End Behaviour

• Confirm the UI loads (if applicable)
• Confirm API endpoints respond within reasonable time
• Confirm no errors appear in run logs

---

6. Maintenance Rules

• Agent.md must always reflect the current deployment configuration, API surface, and test cases.
• Any change to:
  • API routes
  • Dockerfile
  • Dependencies
  • App logic
  • Deployment method
    requires updating this file.
• This file must be committed before every deployment.
• This file is the operational contract for autonomous agents interacting with the project.