~/lightning

AI-Native Network Capacity Management

Lightningat @Scale: Networking 2026 · on Tuesday, 2026-08-25· [ai-assisted-development, networking]
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slides:none on file

Claims an LLD→RPL translation agent that reads low-level design documents, extracts routing intent, and authors RPL so the existing RPL + deterministic compiler produces device configs unchanged. Applied to routing policy, this replaces a prior expert-heavy step — shifting from many engineers to a single engineer + a few agents as supervisor — and shortens delivery time while keeping humans as approvers rather than manual bottlenecks.

AI-written summary · about

  1. 0:00Delivery phase in network design
  2. 1:30Configuration and validation
  3. 2:55Human expertise challenges
  4. 4:58Automation limitations
  5. 6:02AI extracting intent
  6. 7:26Routing policy translation
  7. 9:10Results and engineer role
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