L3 · AI Networking
AI Networking — Frequently Asked Questions
Fat-tree, rail-optimized, dragonfly+: which topology survives at 100k GPUs?
What is the AI Networking topic on aiinframap?
AI Networking sits on layer L3 of the AI physical-infrastructure stack. Scale-up (NVLink, ICI, UALink) vs scale-out fabric topology choices, collective-comm bandwidth requirements, and switch-silicon (Tomahawk 5/6, Spectrum-X, Quantum-X) supplier economics.
How big is the AI Networking market?
Market size estimate is generated by the D1 Market Analysis module and may not yet be populated for this topic. See /topic/ai-networking/market when available.
Who are the top companies in AI Networking?
aiinframap currently tracks 6 active companies in this topic. The top by Fit Score include: Arista Networks, Cisco, Juniper Networks, Celestica, Credo Technology. Full ranked list: /topic/ai-networking/companies.
What jobseeker personas does aiinframap recognise in AI Networking?
4 segments with weighted Fit Score profiles. NETWORK-FABRIC-ARCH-01: AI fabric architect designing rail / fat-tree / dragonfly topologies at 100k+ GPU scale. · NETWORK-OPS-SRE-01: Site reliability engineer running AI cluster networks day-to-day. · NETWORK-SWITCH-ENG-01: Switching silicon engineer at chip vendor or hyperscaler making whitebox builds.. Full list at /topic/ai-networking/personas.
How does aiinframap score companies in AI Networking?
Five dimensions (growth, comp, learning, stability, culture) weighted by jobseeker segment. The persona detail page at /topic/ai-networking/personas/<segment-id> has an interactive weight tuner so you can rerank companies by your own priorities.
Where is AI Networking headed in the next 12 months?
Strategic outlook is generated by the D6 Strategy module. See /topic/ai-networking/strategy for the current narrative and inflection-point watch list.
How fresh is aiinframap data on AI Networking?
Business + talent signals refresh daily via SEC EDGAR / LinkedIn / Greenhouse / Crunchbase collectors. Business modules (D1-D6) regenerate weekly. Last-updated timestamps are visible on every public page.
Can I get this data via API?
Yes — JSON endpoints: /api/v1/topics/ai-networking (topic-level), /api/v1/companies/<slug> (per-company), /api/v1/tools/<layer>/<slug> (per-tool). All free, no auth required, cacheable.
Where can I get weekly updates on AI Networking?
aiinframap Weekly newsletter ships every Friday with topic-specific lead stories, top signals, and hiring radar. Subscribe at /weekly.