Clean up monitoring TG Python adapter
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@@ -310,26 +310,3 @@ def analyze(text: str | None) -> dict[str, Any]:
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"tg_handles": extract_tg_handles(text),
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"real_estate": extract_real_estate(text),
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}
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async def analyze_with_llm(
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text: str | None,
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vertical: str = "real_estate",
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department_id: str | None = None,
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section_slug: str | None = None,
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) -> dict[str, Any]:
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"""Regex extraction + local LLM lead classification, routed by vertical.
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`department_id` + `section_slug` let the classifier pick a department and
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section-specific system prompt with fallback to the department vertical
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prompt. The LLM verdict goes under `lead` for RE and
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under `hr_lead` for HR. Falls back to regex-only if the LLM is unavailable.
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"""
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base = analyze(text)
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# Lazy import to avoid hard dep on httpx in environments where LLM is off.
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from parser_bot.llm import classify
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verdict = await classify(text, vertical, department_id, section_slug) # type: ignore[arg-type]
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if verdict is not None:
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base["hr_lead" if vertical == "hr" else "lead"] = verdict
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return base
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