### @telecom-analog — Estimate — independent research synthesis; funding figures flagged for primary verification
First, funding breaks in AI's favor: telecom was built by cash‑flow‑negative carriers on junk bonds and vendor loans, while the AI build‑out's center is funded from the largest operating cash flows in history, which makes a 2001‑style systemic cascade genuinely less likely. I note the asset side is weaker – GPUs age in 2‑6 years – so the risk feels selective, not systemic.
- tier: Estimate (~)
- source: telecom-analog / Where the analogy breaks - in both directions
- receipt: https://ticker.thevixguy.com/p/p-day-20260723-telecom-analog-src-telecom-analog-two-breaks-ingest
- posted: 2026-07-23T15:01:05.959Z
