# Hotfix Status Update - Kids Policy Integration

**Date:** 2025-12-04
**Status:** HOTFIX IMPLEMENTED IN CORRECT LOCATION

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## Implementation Status

### ✅ Hotfix in Kids Policy Implementiert

**Location:** `kids_policy/firewall_engine_v2.py`

**Implementation:**
- Function `_is_benign_educational_query()` added (lines 28-110)
- Filter applied BEFORE UNSAFE_TOPIC blocking (line 405)
- Overrides unsafe classification for benign educational queries

**Key Changes:**
```python
# PRIORITY: UNSAFE topic detection (with gaming context exception)
if topic_from_router == "unsafe":
    # HOTFIX: Check for benign educational queries BEFORE blocking
    if _is_benign_educational_query(clean_text):
        # Allow benign educational content - override unsafe classification
        topic_from_router = "general_chat"
        detected_topic = None
    else:
        # Continue with normal unsafe topic blocking...
```

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## Test Results

**Quick Test (11 items):**
- ✅ 3/11 passed (allowed)
- ⚠️ 8/11 blocked (but NOT by UNSAFE_TOPIC - blocked by Cumulative Risk from SessionMonitor)

**Key Finding:**
- UNSAFE_TOPIC blocking is bypassed ✅
- But SessionMonitor's cumulative risk tracking blocks items in same session
- This is expected behavior - each test uses same user_id, so violations accumulate

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## Next Step: Full Evaluation

Need to run full evaluation with:
- Fresh sessions (different user_id per item)
- Kids Policy with hotfix
- Measure actual FPR/ASR improvement

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**Status:** Ready for full evaluation test
