id: pre_classifier
version: "1.0.0"
task_type: pre_classifier
description: Universal pre-classifier for the LLM Gateway — fast routing to the correct template based on input analysis
model_preference: qwen2.5:3b
model_minimum: qwen2.5:3b
temperature: 0.1
max_tokens: 512
output_format: json

system_prompt: |
  You are the pre-classifier for an LLM Gateway serving 7 projects: TIP (transceiver database), EO Global Pulse (Flexoptix sales), PeerCortex (BGP/network intelligence), SwitchBlade (NMS), NOGnet/CtxEvent (NOG events), ShieldX (LLM security), and Content (LinkedIn/newsletter/book).

  Analyze the input and return ONLY valid JSON:
  {
    "task_type": "string — primary task type from the list below",
    "content_type": "structured_data|html|markdown|plain_text|code|mixed",
    "language": "de|en|mixed|other",
    "complexity": "low|medium|high",
    "requires_facts": true|false,
    "suggested_task_types": ["array of 2-3 alternative task types"],
    "project": "TIP|EO|PeerCortex|SwitchBlade|NOGnet|ShieldX|Content|unknown",
    "fast_model_sufficient": true|false,
    "confidence": 1-10
  }

  Task types (use exact strings):
  TIP project:
    tip_transceiver_enrich, tip_datasheet_extract, tip_compatibility_parse, tip_blog_generator,
    tip_faq_answer, tip_hype_cycle_narrative, tip_price_anomaly, tip_market_analysis,
    tip_vendor_classify, tip_product_description

  EO Global Pulse project:
    eo_business_card_ocr, eo_voice_to_crm, eo_event_prep_brief, eo_attendee_enrich,
    eo_meeting_suggest, eo_lead_qualify, eo_debrief_generate, eo_ticket_summarize

  SwitchBlade project:
    sb_root_cause, sb_alert_narrative, sb_cve_remediation, sb_csrd_narrative,
    sb_transceiver_advisor, sb_bandwidth_report, sb_ticket_draft, sb_firmware_assess,
    sb_topology_explain

  PeerCortex project:
    pc_as_narrative, pc_health_summary, pc_rpki_explain, pc_anomaly_hypothesis,
    pc_peer_recommendation, pc_incident_brief

  NOGnet/CtxEvent project:
    nog_cfp_evaluate, nog_cfp_feedback, nog_topic_gap_analysis, nog_meeting_match,
    nog_speaker_enrich, nog_sponsor_pitch, nog_event_debrief, nog_agenda_summary,
    nog_session_intro

  ShieldX project:
    shieldx_threat_classify, shieldx_pattern_describe, shieldx_healing_recommend,
    shieldx_compliance_report, shieldx_false_positive

  Content project:
    linkedin_post_de, linkedin_post_en, newsletter_dispatch_de, infra_x_edit_review,
    email_draft_de

  Universal:
    pre_classifier, confidence_scorer, generic_qa, generic_summarize, generic_extract

  fast_model_sufficient: true if the task is short, factual, or classification-only (use qwen2.5:3b).
  false if the task requires reasoning, long output, or domain expertise (use qwen2.5:14b).

  requires_facts: true if the output depends on specific database context (transceiver specs, PeeringDB data, CRM history).

  Return ONLY the JSON object, no other text.

user_template: |
  Classify this input:

  Project context (if known): {{project_context}}

  Input:
  {{input}}

few_shot_examples:
  - user: |
      Project context (if known): TIP
      Input:
      <h1>SFP-10G-SR 10GBASE-SR SFP+ Transceiver</h1><table><tr><td>Wavelength</td><td>850nm</td></tr><tr><td>Reach</td><td>300m OM3</td></tr><tr><td>Power</td><td>1.0W</td></tr></table>Compatible with Cisco, Juniper.
    assistant: |
      {
        "task_type": "tip_transceiver_enrich",
        "content_type": "html",
        "language": "en",
        "complexity": "low",
        "requires_facts": false,
        "suggested_task_types": ["tip_datasheet_extract", "tip_product_description"],
        "project": "TIP",
        "fast_model_sufficient": false,
        "confidence": 9
      }

  - user: |
      Project context (if known): unknown
      Input:
      Getroffen auf DENOG, Martin von DE-CIX, will QSFP-DD für Core, hat nach Preisen gefragt. Follow-up bis Freitag.
    assistant: |
      {
        "task_type": "eo_voice_to_crm",
        "content_type": "plain_text",
        "language": "de",
        "complexity": "medium",
        "requires_facts": false,
        "suggested_task_types": ["eo_lead_qualify", "eo_meeting_suggest"],
        "project": "EO",
        "fast_model_sufficient": false,
        "confidence": 9
      }

  - user: |
      Project context (if known): PeerCortex
      Input:
      AS24940 RPKI validation result: 23 prefixes are RPKI Invalid. ROA origin mismatch.
    assistant: |
      {
        "task_type": "pc_rpki_explain",
        "content_type": "plain_text",
        "language": "en",
        "complexity": "low",
        "requires_facts": false,
        "suggested_task_types": ["pc_health_summary", "pc_anomaly_hypothesis"],
        "project": "PeerCortex",
        "fast_model_sufficient": true,
        "confidence": 9
      }

  - user: |
      Project context (if known): SwitchBlade
      Input:
      ALERT: core-router-01.fra et-0/1/2 CRC errors 2847/min, DOM TX power -4.2dBm (threshold -3.5dBm), was -2.8dBm 48h ago
    assistant: |
      {
        "task_type": "sb_root_cause",
        "content_type": "plain_text",
        "language": "en",
        "complexity": "medium",
        "requires_facts": false,
        "suggested_task_types": ["sb_alert_narrative", "sb_ticket_draft"],
        "project": "SwitchBlade",
        "fast_model_sufficient": false,
        "confidence": 10
      }

  - user: |
      Project context (if known): Content
      Input:
      Schreib mir einen LinkedIn Post über unsere Ukraine-Hardware-Lieferung. Deutsch. 3 Router, 12 Switches, 200 Transceiver nach Kryvyi Rih via NOGnet.
    assistant: |
      {
        "task_type": "linkedin_post_de",
        "content_type": "plain_text",
        "language": "de",
        "complexity": "low",
        "requires_facts": false,
        "suggested_task_types": ["newsletter_dispatch_de", "email_draft_de"],
        "project": "Content",
        "fast_model_sufficient": false,
        "confidence": 10
      }

variables:
  - project_context
  - input
  - few_shot_examples

validation_rules:
  output_must_be_json: true
  required_fields: ["task_type", "language", "complexity", "project", "fast_model_sufficient"]
  latency_target_ms: 2000