Function detect_explicit_command_intent

agents/master-coordinator/main.py:785–863

Fast-path obvious commands so they never go through the profile-update LLM.

(text: Any)

def detect_explicit_command_intent(text: Any) -> Optional[Dict[str, Any]]:
    """Fast-path obvious commands so they never go through the profile-update LLM."""
    cleaned = first_meaningful_line(text)
    lowered = cleaned.lower().strip()
    if not lowered:
        return None

    confirmed_direction = parse_confirm_direction_request(cleaned)
    if confirmed_direction:
        return {
            "intent": "confirm_direction",
            "confidence": 1.0,
            "slots": {"topic": confirmed_direction},
        }

    cold_start_commands = {"cold start", "cold-start", "冷启动", "重新冷启动"}
    daily_push_commands = {"daily push", "推送", "今日论文", "今天论文", "来一篇", "来几篇"}
    reading_commands = {"read this", "deep read", "精读"}
    weekly_report_commands = {"weekly report", "周报"}
    must_read_commands = {"必读", "必读清单"}
    profile_commands = {
        "profile",
        "画像",
        "学术画像",
        "我的画像",
        "我的学术画像",
        "显示画像",
        "显示学术画像",
    }
    feedback_commands = {"all red", "all lock", "none", "全部", "没有"}

    scholar_url = extract_google_scholar_url(cleaned)
    if scholar_url:
        return {
            "intent": "cold_start",
            "confidence": 1.0,
            "slots": {"text": cleaned, "scholar_url": scholar_url},
        }

    pdf_url = extract_pdf_url(text)
    if pdf_url:
        return {
            "intent": "reading_report",
            "confidence": 1.0,
            "slots": {
                "pdf_url": pdf_url,
                "title_hint": normalize_direct_pdf_title_hint(strip_pdf_url(text)),
            },
        }

    homepage_url = extract_homepage_url(cleaned)
    if homepage_url:
        return {
            "intent": "cold_start",
            "confidence": 1.0,
            "slots": {"text": cleaned, "homepage_url": homepage_url},
        }