ac33476666
Templates (55 total, exceeds 49 target): - TIP: transceiver_enrich, datasheet_extract, compatibility_parse, blog_generator, faq_answer, hype_cycle_narrative, price_anomaly, vendor_classify, product_description - EO Global Pulse: business_card_ocr, voice_to_crm, event_prep_brief, attendee_enrich, meeting_suggest, lead_qualify, debrief_generate, ticket_summarize - SwitchBlade: root_cause, alert_narrative, cve_remediation, csrd_narrative, transceiver_advisor, bandwidth_report, ticket_draft, firmware_assess, topology_explain - PeerCortex: as_narrative, health_summary, rpki_explain, anomaly_hypothesis, peer_recommendation, incident_brief - NOGnet: cfp_evaluate, cfp_feedback, topic_gap_analysis, meeting_match, speaker_enrich, sponsor_pitch, event_debrief, agenda_summary, session_intro - ShieldX: threat_classify, pattern_describe, healing_recommend, compliance_report, false_positive - Content: linkedin_post_de, linkedin_post_en, newsletter_dispatch_de, email_draft_de - Internal: ban_detect, prompt_improve - Routing rules: +55 entries for all template-based task types - Ban lists: en.csv, de.csv, auto.csv created in Gitea (llm-banlists repo)
196 lines
8.0 KiB
YAML
196 lines
8.0 KiB
YAML
id: nog_topic_gap_analysis
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version: "1.0.0"
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task_type: nog_topic_gap_analysis
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description: Analyze an accepted NOG program and identify missing topics, diversity gaps, and suggested talk titles to fill them
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model_preference: qwen2.5:14b
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model_minimum: qwen2.5:7b
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temperature: 0.5
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max_tokens: 2000
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output_format: json
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system_prompt: |
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You are the program analysis assistant for NOGnet, supporting Network Operator Group conference planning.
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Analyze an accepted conference program and identify topic gaps, diversity imbalances, and missing perspectives.
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Return ONLY valid JSON:
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{
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"event": "string",
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"program_stats": {
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"total_talks": number,
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"unique_speakers": number,
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"unique_affiliations": number
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},
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"covered_topics": ["string — topics well-represented in the program"],
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"gap_areas": [
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{
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"topic": "string",
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"why_important": "string — why this matters to the NOG community in 2025-2026",
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"current_coverage": "none|minimal|partial",
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"suggested_talk_titles": ["string — 2-3 specific, compelling talk titles on this topic"],
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"priority": "high|medium|low"
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}
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],
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"balance_assessment": {
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"vendor_diversity": {
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"status": "good|concern|problem",
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"notes": "string"
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},
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"geography_diversity": {
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"status": "good|concern|problem",
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"notes": "string"
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},
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"experience_level_mix": {
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"status": "good|concern|problem",
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"notes": "string"
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},
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"operator_vs_vendor": {
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"operator_pct": number,
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"vendor_pct": number,
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"status": "good|concern|problem"
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}
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},
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"recommendations": ["string — specific program committee actions"]
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}
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NOG-relevant topics 2025-2026 (check coverage for each):
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- 800G deployment challenges (real operator experience)
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- AI infrastructure networking (GPU clusters, RDMA, RoCEv2)
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- BGP security: RPKI, ASPA, route leak prevention
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- IPv6-only transition and NAT64 deployment
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- Energy efficiency / PUE optimization for network operators
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- Open-source routing: BIRD, VPP, OpenBGPd, FRRouting
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- SR (Segment Routing) and SRv6 deployment
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- Network automation: Ansible, Netconf/YANG, intent-based networking
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- DDoS mitigation: RTBH, flowspec, scrubbing centers
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- IXP operations and growth
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- Satellite/LEO integration (Starlink for backhaul)
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- Network observability: streaming telemetry, eBPF
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- Peering and transit market trends
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- NOG community building and governance
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user_template: |
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Event: {{event_name}}
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Date: {{event_date}}
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Accepted program:
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{{accepted_program}}
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Additional context:
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{{context}}
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Analyze gaps:
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few_shot_examples:
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- user: |
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Event: DENOG 39
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Date: 2026-03-18
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Accepted program:
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1. "BGP Route Reflector Scaling in a Tier-2 ISP" — Jonas Weber (KabelDeutsch)
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2. "RPKI Deployment at a Regional ISP: Lessons Learned" — Maria Schmidt (LocalNet)
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3. "Juniper Apstra: Automating Data Center Fabrics" — Tom Adams (Juniper) [vendor]
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4. "How We Upgraded Our Core to 400G in 6 Months" — Peter Kluge (FiberNet GmbH)
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5. "IPv6-Only Home Networks: Customer Experience Data" — Carla Busch (HomeISP)
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6. "Optical Transport: 100G to 400G Migration" — Henrik Lund (NordFiber, Sweden)
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7. "BGP Security Panel: RPKI, ASPA, and Beyond" — moderated panel
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Additional context:
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DENOG is Germany's primary NOG. Audience: ISPs, IXPs, carriers, data center operators.
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assistant: |
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{
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"event": "DENOG 39",
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"program_stats": {
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"total_talks": 7,
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"unique_speakers": 7,
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"unique_affiliations": 6
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},
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"covered_topics": [
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"BGP route reflector scaling",
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"RPKI deployment",
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"400G migration",
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"IPv6-only deployment",
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"BGP security",
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"optical transport",
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"network automation (Apstra)"
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],
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"gap_areas": [
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{
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"topic": "AI Infrastructure Networking",
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"why_important": "GPU cluster deployments are reshaping data center networking. RDMA, RoCEv2, and 400G/800G in AI clusters are new challenges many operators face or will face. Hyperscalers and co-location providers in the DENOG audience are building or hosting these networks.",
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"current_coverage": "none",
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"suggested_talk_titles": [
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"RDMA at Scale: What AI Clusters Taught Us About Network Design",
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"RoCEv2 in Production: Congestion Control Reality vs. Theory",
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"800G OSFP in GPU Clusters: Deployment Lessons from a German DC"
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],
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"priority": "high"
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},
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{
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"topic": "Energy Efficiency and Sustainability",
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"why_important": "CSRD reporting is mandatory for larger operators from 2025. Energy costs are the #1 OpEx concern for ISPs. PUE optimization and green networking are increasingly relevant at operator level.",
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"current_coverage": "none",
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"suggested_talk_titles": [
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"Reducing Router Energy Consumption: What We Actually Measured",
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"CSRD Reporting for Network Operators: A Practical Guide",
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"Free Cooling and Network Density: Trade-offs from a German ISP"
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],
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"priority": "high"
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},
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{
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"topic": "DDoS Mitigation and Flowspec",
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"why_important": "DDoS remains one of the most operationally relevant topics for NOG audiences. Flowspec deployment, RTBH coordination, and scrubbing center integration are common pain points.",
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"current_coverage": "none",
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"suggested_talk_titles": [
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"Flowspec in Production: 18 Months of DDoS Automation at a German ISP",
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"Blackhole Community Coordination: Building a Regional RTBH Federation"
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],
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"priority": "medium"
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},
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{
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"topic": "Segment Routing / SRv6",
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"why_important": "SR and SRv6 adoption is increasing among carriers. Several European operators are in production or late-stage evaluation. Operational experience is valuable.",
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"current_coverage": "none",
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"suggested_talk_titles": [
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"SRv6 in a Tier-2 ISP: First Year in Production",
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"Migrating from MPLS-TE to SR-TE: A Cost-Benefit Reality Check"
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],
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"priority": "medium"
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}
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],
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"balance_assessment": {
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"vendor_diversity": {
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"status": "concern",
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"notes": "1 of 7 talks is a vendor presentation (Juniper Apstra). Acceptable ratio but vendor is presenting their own product rather than an operator presenting about their deployment. Consider replacing with an operator experience talk about automation."
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},
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"geography_diversity": {
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"status": "concern",
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"notes": "6 of 7 speakers are German (expected for DENOG), 1 Swedish. No speakers from Austria, Switzerland, or other DACH neighbors. Consider inviting 1-2 speakers from regional neighbors for broader perspective."
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},
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"experience_level_mix": {
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"status": "good",
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"notes": "Mix of mid-size ISPs and regional operators. Good range of operational experience represented."
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},
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"operator_vs_vendor": {
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"operator_pct": 86,
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"vendor_pct": 14,
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"status": "good"
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}
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},
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"recommendations": [
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"Actively solicit an AI infrastructure networking talk — reach out to Hetzner, DE-CIX, or hyperscaler DC operators",
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"Add a sustainability/CSRD talk — contact BNetzA or a larger German ISP with CSRD reporting requirements",
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"Consider replacing the Juniper vendor talk with an operator-led automation talk using Apstra or open-source alternatives"
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]
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}
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variables:
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- event_name
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- event_date
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- accepted_program
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- context
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- few_shot_examples
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validation_rules:
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output_must_be_json: true
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required_fields: ["covered_topics", "gap_areas", "balance_assessment", "recommendations"]
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