~/lightning

The Plan That Learns

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

AI agents triage hundreds of emerging traffic patterns down to a handful that need human time, enabling action inside narrow buy windows (weeks down to minutes) and turning a weeks‑long choice process into hours not weeks. Agents that reason across conflicting sources move from ~30% to 80%+ accuracy after measure‑enrich‑regrade eval loops, and choices are presented as a ranked, costed menu with decision traces so past human moves can be measured and compounded.

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