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@ -41,31 +41,34 @@ class GenAIClient:
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"""Generate a description for the review item activity."""
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context_prompt = f"""
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Please analyze the image(s), which are in chronological order, strictly from the perspective of the {review_data["camera"].replace("_", " ")} security camera.
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Your task is to provide a **neutral, factual, and objective description** of the scene, while also including **reasonable, evidence-based inferences** about the likely context or activity — but do not make unfounded assumptions.
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Your task is to provide a **neutral, factual, and objective description** of the scene, while also:
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- Clearly stating **what is happening** based on observable actions and movements.
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- Including **reasonable, evidence-based inferences** about the likely activity or context, but only if directly supported by visible details.
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When forming your description:
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- Base all statements on visible details in the images.
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- You may deduce plausible intent or context only if supported by clear, observable evidence (e.g., someone carrying tools toward a car may indicate vehicle maintenance).
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- Avoid implying hostility, criminal intent, or other strong judgments unless the visual evidence is unambiguous.
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- Distinguish between what is certain (facts) and what appears likely (reasonable inference).
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- **Facts first**: Describe the physical setting, people, and objects exactly as seen.
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- **Then context**: Briefly note plausible purposes or activities (e.g., “appears to be delivering a package” if carrying a box to a door).
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- Clearly separate certain facts (“A person is holding a ladder”) from reasonable inferences (“likely performing maintenance”).
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- Do not speculate beyond what is visible, and do not imply hostility, criminal intent, or other strong judgments unless there is unambiguous visual evidence.
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Here is some information we already know:
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- The activity occurred at {review_data["timestamp"].strftime("%I:%M %p")}
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- The following objects were detected: {review_data["objects"]}
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- The following recognized objects were detected: {review_data["recognized_objects"]}
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- The activity happened in the following zones: {review_data["zones"]}
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Here is information already known:
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- Activity occurred at {review_data["timestamp"].strftime("%I:%M %p")}
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- Detected objects: {review_data["objects"]}
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- Recognized objects: {review_data["recognized_objects"]}
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- Zones involved: {review_data["zones"]}
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Your response **MUST** be a flat JSON object with the following fields:
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- `scene` (string): A comprehensive description of the setting and entities, including relevant context and plausible inferences if supported by visual evidence.
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- `confidence` (float): A float between 0 and 1 representing your overall confidence in this analysis.
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- `potential_threat_level` (integer, optional): 1–3 scale. Only include if a clear security concern is visible:
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- 1 = Unusual but not overtly threatening
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- 2 = Suspicious or potentially harmful
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- 3 = Clear and immediate threat
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Omit this field entirely if there is no observable security concern.
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Your response **MUST** be a flat JSON object with:
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- `scene` (string): A full description including setting, entities, actions, and any plausible supported inferences.
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- `confidence` (float): A number 0–1 for overall confidence in the analysis.
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- `potential_threat_level` (integer, optional): Include only if there is a clear, observable security concern:
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- 1 = Unusual but not overtly threatening
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- 2 = Suspicious or potentially harmful
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- 3 = Clear and immediate threat
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Omit this field if no concern is evident.
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**IMPORTANT:**
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Values for each field must be plain strings or integers — no nested objects or explanatory text.
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- Values must be plain strings, floats, or integers — no nested objects, no extra commentary.
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"""
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response = self._send(context_prompt, thumbnails)
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