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@@ -71,11 +71,12 @@ ENV PATH="/app/.venv/bin:$PATH"
 # Set PYTHONPATH so imports work correctly
 ENV PYTHONPATH="/app/env:$PYTHONPATH"
 
+ENV ENABLE_WEB_INTERFACE=true
+
 # Health check
 HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
     CMD curl -f http://localhost:8000/health || exit 1
 
 # Run the FastAPI server
 # The module path is constructed to work with the /app/env structure
-ENV ENABLE_WEB_INTERFACE=true
 CMD ["sh", "-c", "cd /app/env && uvicorn server.app:app --host 0.0.0.0 --port 8000"]

README.md

@@ -74,6 +74,46 @@ asyncio.run(main())
 
 **Investigation tools:** click_timestamps, ip_distribution, device_fingerprints, referral_urls, viewability_scores, conversion_quality
 
+**Fraud types:** bot_traffic, domain_spoofing, click_injection
+
+### Action input format
+
+Each action is a JSON object with the fields below. Only include fields relevant to the chosen `action_type`.
+
+| Field | Type | Used by | Example |
+|-------|------|---------|---------|
+| `action_type` | string (required) | all | `"monitor"` |
+| `publisher_id` | string | investigate, flag | `"pub_001"` |
+| `tool` | string | investigate | `"click_timestamps"` |
+| `fraud_type` | string | flag | `"bot_traffic"` |
+| `evidence` | list of strings | flag | `["click_timestamps", "ip_distribution"]` |
+| `summary` | string | submit_report | `"Publisher pub_002 is running bot traffic"` |
+
+**Examples:**
+
+```json
+{"action_type": "monitor"}
+```
+
+```json
+{"action_type": "investigate_publisher", "publisher_id": "pub_001", "tool": "click_timestamps"}
+```
+
+```json
+{
+  "action_type": "flag_fraud",
+  "publisher_id": "pub_002",
+  "fraud_type": "bot_traffic",
+  "evidence": ["click_timestamps", "ip_distribution"]
+}
+```
+
+```json
+{"action_type": "submit_report", "summary": "Flagged pub_002 for bot traffic based on timestamp clustering and IP concentration."}
+```
+
+> **Web UI note:** In the web interface, fill in only the fields for your chosen action and leave the rest blank. For the `evidence` field, enter tool names separated by commas (e.g. `click_timestamps, ip_distribution`).
+
 ## Observation
 
 Each step returns:

models.py

@@ -6,7 +6,7 @@ Defines Action, Observation, and State types that conform to the OpenEnv spec.
 
 from typing import Any, Dict, List, Literal, Optional
 
-from pydantic import BaseModel, Field
+from pydantic import BaseModel, Field, field_validator
 
 from openenv.core.env_server.types import Action, Observation, State
 
@@ -47,9 +47,26 @@ class AdAuditAction(Action):
         "click_injection",
     ]] = Field(default=None, description="Fraud type to flag")
     evidence: Optional[List[str]] = Field(
-        default=None, description="List of tool names used as evidence"
+        default=None,
+        description="Evidence tool names, comma-separated (e.g. click_timestamps, ip_distribution)",
     )
 
+    @field_validator("evidence", mode="before")
+    @classmethod
+    def _coerce_evidence(cls, v):
+        if isinstance(v, str):
+            import json
+            try:
+                parsed = json.loads(v)
+                if isinstance(parsed, list):
+                    return parsed
+            except (json.JSONDecodeError, ValueError):
+                pass
+            # Handle bare string like "click_timestamps"
+            stripped = v.strip("[] ")
+            return [s.strip().strip("'\"") for s in stripped.split(",") if s.strip()]
+        return v
+
     # submit_report
     summary: Optional[str] = Field(default=None)
 

openenv_Ad_Audit.egg-info/PKG-INFO

@@ -0,0 +1,9 @@
+Metadata-Version: 2.4
+Name: openenv-Ad_Audit
+Version: 0.1.0
+Summary: Ad Audit environment for OpenEnv
+Requires-Python: >=3.10
+Requires-Dist: openenv-core[core]>=0.2.2
+Provides-Extra: dev
+Requires-Dist: pytest>=8.0.0; extra == "dev"
+Requires-Dist: pytest-cov>=4.0.0; extra == "dev"

openenv_Ad_Audit.egg-info/SOURCES.txt

@@ -0,0 +1,20 @@
+README.md
+pyproject.toml
+./__init__.py
+./client.py
+./inference.py
+./models.py
+openenv_Ad_Audit.egg-info/PKG-INFO
+openenv_Ad_Audit.egg-info/SOURCES.txt
+openenv_Ad_Audit.egg-info/dependency_links.txt
+openenv_Ad_Audit.egg-info/entry_points.txt
+openenv_Ad_Audit.egg-info/requires.txt
+openenv_Ad_Audit.egg-info/top_level.txt
+server/Ad_Audit_environment.py
+server/__init__.py
+server/app.py
+server/fraud_engine.py
+server/grader.py
+server/publisher_engine.py
+server/response_generator.py
+server/step_reward.py

openenv_Ad_Audit.egg-info/dependency_links.txt

@@ -0,0 +1 @@
+

openenv_Ad_Audit.egg-info/entry_points.txt

@@ -0,0 +1,2 @@
+[console_scripts]
+server = Ad_Audit.server.app:main

openenv_Ad_Audit.egg-info/requires.txt

@@ -0,0 +1,5 @@
+openenv-core[core]>=0.2.2
+
+[dev]
+pytest>=8.0.0
+pytest-cov>=4.0.0

openenv_Ad_Audit.egg-info/top_level.txt

@@ -0,0 +1 @@
+Ad_Audit