The AI Bubble Against the Dot-com Bubble

Time-sensitive figures current to 2026-10-16Updated when the source is refreshedSource and full text

First edition: 2026-07-02 | Data refreshed through: the 2026-10-16 close (all three markets in sync; weekly refresh of 10-19; external trigger readings to 10-18 23:55 UTC; §2.5 / §2.6 are topical snapshots from the 10-15 interim refresh and keep their original date) Method: a deep-retrieval workflow (106 agents / 24 sources / 115 candidate claims → 25 adversarially verified → 22 confirmed, 3 rejected) + first-hand data across three markets (A-shares / Hong Kong / US, each on its own five-year valuation percentile) + the academic framework (Pastor–Veronesi rational bubbles, Greenwood–Shleifer–You). Date conventions: the 2000 history (§1) is fixed fact; institutional figures (IMF / Goldman / GMO etc.) keep their own report dates; this page's first-hand readings (§2.1 / §2.2 / §2.4 / §4.4) are refreshed wholesale to the data date each edition; old values are not kept. Earlier editions are in the archive at the foot of the page.

Evidence grades: ✅ = fact confirmed by adversarial verification | ⚠ = institutional model estimate or opinion (source checkable, not hard fact) | ❔ = accepted history not put through this round's three-vote check | ❌ = rejected by adversarial verification (do not cite).

One-line conclusion: the AI trade is most likely a "real technological revolution plus a localised, layered bubble", not a 2000-style wholesale speculative mania. The timing of any break is academically unforecastable; the right posture is not to guess a date but to diagnose bubble intensity by layer (the three-market data happen to give three temperatures) and monitor trigger conditions. The most transferable lesson of 2000: the break was about 31 months of staged declines, not a one-day crash, and the bottom came about 2.5 years after the top — any response has to be scaled to the whole clearing period, not to the first leg down.

About this public edition: this page is generated by mechanically cropping a research source (source 23c7a02, 2026-10-19). It contains no action plan, positions or stock picks; it keeps only the historical comparison, the current check-up, the scenario framework and the leading-indicator dashboard, with numbers and evidence grades unchanged. Not investment advice.


1. Anatomy of the 2000 dot-com bubble (verified data)

1.1 Crash timeline and shape ✅

Phase Date NASDAQ level Note
Top 2000-03-10 5,048.62 (closing peak) The 10 weeks before the top were exactly when IPO returns were most tempting (see 1.3)
First sharp drop 2000-04 about −25% in a week Around the Microsoft antitrust ruling (4/3) ❔
Full-year 2000 — 4,069 → 2,471, −39.3% With a pronounced rally in summer 2000 in between
Full-year 2001 — → 1,950, −21.1% Another large rally from after 9/11 into early 2002
Full-year 2002 — → 1,336, −31.5% WorldCom / Enron accounting scandals ❔
Trough 2002-10-09 1,114.11 Cumulative −77.9%, about 31 months

Source: Wikipedia (Stock market downturn of 2002 / Nasdaq Composite); annual declines re-computed from independent year-end closes and consistent.

Core conclusion on shape ✅: the break was a staged grind lower (three annual declines of −39% / −21% / −32%, with several 20–40% rallies in between), not a single crash. There was no "bottom day" — the bottom came about 2.5 years after the top. Money that went in after the first sharp drop most likely still had one to two years of pain ahead.

1.2 Valuation at the top ✅

1.3 IPO mania: the quantifiable signature of a top ✅

Metric 1998 1999 Multiple
Internet IPOs 42 289 ~7×
Proceeds $1.96bn $24.66bn ~12.6×
Share of all IPOs 14% (classification-dependent; Ritter's broad basis ~22%) 60% —
Average first-day gain — +90% (29 of the 30 largest first-day gains in history were in 1999; VA Linux +698%) —
Year-end vs. offer price — average +266% (non-internet only +59%), 16 names up more than 1,000% —

Source: WilmerHale's contemporaneous 1999-12-31 report, cross-checked against Jay Ritter's IPO database.

Implication ✅: when these numbers appeared, the top was only 10 weeks away — gains and mania themselves give no timing (the stretch before a top is exactly the most profitable), but they are after-the-fact checkable "accompanying features of a top" and serve as a benchmark for today's AI issuance heat.

1.4 The world after the break ❔ (accepted history from retrieved secondary sources, not three-vote verified)

1.5 Recovery base rates: heavily right-skewed ✅

Statistics on the maximum drawdowns of 6,500+ US stocks, 1985–2024 (Morgan Stanley, Mauboussin & Callahan 2025):

Implication: the outsized returns after a break are concentrated in a very small number of high-quality survivors (the Amazon type). "Buy whatever fell the most" is mathematically doomed to mediocrity or permanent loss; "select survivors with real cash flow" is the only way to be on the right side of a right-skewed distribution.


2. Check-up of the AI market today (mid-2026)

2.1 Aggregate valuation and concentration

Indicator Current reading 2000 comparison Grade
S&P CAPE ≈40–41.6 (2026-07, second highest ever; mean 17.6) peak 44.2 ✅
Leader PE NVDA trailing 26.8x / own 5-year 0th percentile, PB 17th (10-19 report basis, data 10-16, price 214.13, −10.5% from high); 🔴 vs AMD 134.2x / 66th pct / PB ⚠85%, 528.75 (−18.6% from high) — percentile gap 66pp; expensiveness is still in PB: MU PB ⚠87 (PE percentile 28, a cycle-top signature), TSM PE 70 / PB ⚠88, MRVL PB ⚠95; AMZN growth 14.5% (fifth time below the 15% gate), Microsoft only −2.6% from its high NDX trailing ~250x ✅ (basis caveat: 2000's 250 is trailing, whole index)
Concentration 30 AI stocks = 44% of S&P market cap (JPM 2025-09; updated 2025-10 to 41 stocks = 47%); US HHI at the 97.7th historical percentile markedly lower in 2000 ✅/⚠
Household transmission US household equity exposure about 30% of total assets, much of it via index funds / 401k lower ✅
Implied earnings assumption IMF: for PE to revert to its 10-year median by 2027, S&P / Nasdaq EPS need ~30% / ~35% CAGR (far above analyst expectations) — ⚠ IMF estimate

Reading: aggregate valuation is at "second most expensive ever, behind only 2000", but still some distance from the 2000 peak (the IMF also judges the deviation smaller than historical peaks ⚠); meanwhile concentration and household transmission exceed 2000 — if it breaks, the path is not "a Nasdaq pocket" but "index-level plus household-wealth-level".

2.2 Capex, debt and circular deals (the part that most resembles 2000 telecoms)

2.3 The most important structural difference from 2000 ✅

NVIDIA fiscal 2027 Q1 (to 2026-04-26, SEC 8-K confirmed): quarterly revenue $81.6bn (+85% YoY), of which data centre $75.2bn (+92% YoY).

The 2000 top's valuations rested on loss-making dot-coms and "eyeballs"; today's AI infrastructure-layer valuations rest on realised, audited revenue and cash flow. This is the strongest reason the "78% wholesale crash" scenario cannot be transferred directly — and the core basis on which arXiv 2606.01575 (2026-05) judges "real technological revolution + localised layered bubble".

2.4 Three-market first-hand data: three temperatures of one theme (data to the 2026-10-16 close)

This page's own cross-sectional evidence — the same AI theme runs at entirely different valuation temperatures in three markets (A-share percentiles computed daily on local five-year series; 10-19 report basis, all three markets in sync on 10-16):

Layer Market / names Reading (2026-10-16 close) Temperature
A-share compute chain: hot layer clearing Valuation Hygon 142.4x / 26th pct (10-09 162.4/54, percentile halved; PB 69; 26Q3 preliminary revenue +57%), WUS 43.1x / 87 (PB ⚠91), TFC 100.0x / 86 (watch, GM↓57→54), Envicool 116.4x / 77, Foxconn Industrial 20.2x / 59, Montage 67.2x / 40, Zhongji Innolight 38.6x / 45 — the whole compute chain down in percentile for a third straight week 🟡→🟢 hot layer largely cleared
🔴 Structural temperature (#9) — "rotation confirmed" (pre-registered criterion triggered) concentration 41.6% / 59th pct (🟢); decliners 38%, sectors down 25%; style gap +7.8→+9.3→+18.4pp (green power +4.6 vs core −13.9), >0 for a third straight period with core 1-month < −10%; diffusion +9.0pp (peripherals −13.0 vs core −22.0) 🔴 rotation confirmed (crowding still 🟢: a rotation type, not a crowding type)
Divergent: US Platform layer NVDA 26.8x / 0th pct / PB 17 (214.13, −10.5% from high) vs AMD 134.2x / 66 / PB ⚠85 (528.75, −18.6% from high) — percentile gap 66pp; GOOGL 17.1x / 3, ORCL 20.7x / 5 (−58.5% from high); AMZN 19.9x / 1st pct 🔴 divergence holds
Expensive in PB MU PE 28 / PB ⚠87 (PE percentile already low, PB not — a cycle-top signature), TSM 70 / ⚠88, MRVL 71 / ⚠95 🔴
neocloud CRWV 61.39 (1-month −23.1%, −56.7% from high, PB percentile 0); NBIS 1060.9x / 94 (1-month −24.1%) 🔴
Another dimension: Anthropic 🔴 Public S-1 on EDGAR = 0 (checked to 10-18); Q3 revenue $16.8bn (🔶 FT 10-14); pre-IPO perpetuals: ANTHROPICUSDT 1,887 (5-day −5.8%, 10-15 low 1,827), OPENAIUSDT 1,494 (5-day −9.1%) 🔴🔴 #3 peak receding
Trough: Hong Kong Valuation Tencent 14.7x / 22 (417.8, growth 11.0%, below the gate), Kuaishou 7.3x / 2; Lenovo promoted but PE ⚠99th pct 🟡
🔴 Model stocks about 80% off their highs MiniMax 182.1 (−85.3% from high, 1-month −23.5%), Zhipu 518.0 (−78.5% from high, 1-month −28.1%) 🔴

Four key marginal changes on 10-16:

① 🔴 #9 upgraded to "rotation confirmed" (pre-registered criterion triggered): style gap over three periods +7.8→+9.3→+18.4pp, core 1-month median −13.9%; crowding 41.6% / 59th pct still 🟢.

② 🟢 The compute chain's hot layer has largely cleared: Hygon's percentile 54→26; the only names still high are WUS (87) and TFC (86). ⚠ Opposite in direction to ① — valuation says "already cheap", structure says "still rotating".

③ 🔴 AI-theme stock pool down four weeks running (489→425): AI-theme stocks fall below the market-cap threshold and drop out mechanically — the size measure points the same way as #9.

④ 🔴 #2's primary-market consequence has arrived: CoreWeave's 2031/2032 unsecured notes below 80 cents, the 2032 notes yielding >15% (several outlets citing Trace quotes), equity PB percentile 0 — the equity/credit divergence is over; stocks and bonds fall together.

2.5 The periphery breaks first: Korea's circuit breaker (interim refresh, 10-15)

Facts (🔶 Xinhua / Sina / Korean media; index and single-stock closes cross-checked against Yahoo): on 10-15 the KOSPI closed at 5,554.22, −7.57%; an 8% intraday fall triggered a 20-minute circuit-breaker halt (the tenth this year), and the KOSDAQ halted the same day. Seven straight down days total −20.7% (from 7,004), a −39.1% drawdown from the 06-22 high of 9,114.55, yet the year is still +31.8% (2025 close 4,214.17). Samsung −9.48%, SK hynix −11.06%. Foreign investors net sold about ₩3.64 trillion (about $2.7 billion) of KOSPI stock on the day (closing basis; Pinpoint News trading table ₩3.635 trillion, consistent with Field News and others). From the start of the year to 10-12, foreigners net sold ₩199.1 trillion of KOSPI stock, 87% of it in Samsung plus SK hynix (Chosun Ilbo citing the Korea Exchange, via The Paper). Korean power-equipment names fell hard as well (Hyosung Heavy −14.7%, LS Electric −12.1%, HD Hyundai Electric −10.3%). ⚠ Corrections: ① the widely circulated "Samsung −9.9% / SK hynix −11.3%" were pre-close prices; the closes are as above; ② the first 10-15 version of this section said "foreign selling ₩4.82 trillion, ₩16.1 trillion over eight days", taken from Wall Street CN; it does not match Korea's own closing statistics and has been withdrawn, as has the first version's claim that "₩3.6 trillion is wrong" (pointed out by cross-review).

The US periphery on the same day (10-14 closes):

Name Day 5 days From 52-week high
CoreWeave −15.5% −25.6% −54.0%
Oracle −8.8% −8.7% −57.7%
Broadcom −3.1% −8.0% −27.9%
Micron −4.1% −16.0% −24.7%
TSMC −3.4% −8.9% −11.5%
Nvidia −3.2% −6.8% −7.5%

Macro the same day: September CPI 3.7% (August 3.4%), core 2.6% (August 2.45%), core month-on-month +0.33% (✅ BLS first-hand); 10Y closed at 5.19%, HY OAS 311→325bp (10-09→10-14, ✅ FRED). ⚠ "10Y at 5.32% intraday" and "CoreWeave bond yield 14.8%" appear only in Wall Street CN; unverified, not used.

Five implications for this study (this page's judgement): 1. "The bubble sits in the supply chain" is borne out, and the break runs from the outside in: the deepest falls are in the most levered, most cyclical periphery (neoclouds, Oracle, memory), while the demand-side core, Nvidia, is only −7.5% from its high — consistent with §2.4's layered call since July that the heat is on the supply side. 2. What fell was valuation and funding, not earnings: Samsung's preliminary Q3 operating profit was ₩107.4 trillion (🔶 Samsung's 10-07 preliminary results, via Kyunghyang, Dong-A and others; the first Korean company to top ₩100 trillion in a quarter), about 8.8× the ₩12.2 trillion of a year earlier, and the shares fell after the release. Foreign outflows + the end of roughly ₩55 trillion of combined buybacks at the two companies + shrinking retail leverage add up to a hole in the bid, not a collapse in demand — the same family as TSMC's July "capex raise read as bad news": good news is no longer rewarded. 3. #2 credit and #6 inflation deepened on the same day: CoreWeave −54% over 52 weeks, HY spreads +14bp in three days; headline and core CPI both rose, raising the risk of another hike at the 10-28 FOMC. 4. #5 is still not lit: leader earnings still beat; #1 and #5, the two most reliable triggers, are both unlit ⇒ a system-level break is still not confirmed. 5. "AI power" is no safe haven in Korea: power equipment fell with the chips. The defensive end of A-share #9 is green-power operators (utility-like), which is different, so the #9 logic is unaffected for now.

To be tested: ① whether the KOSPI retakes its 200-day average within two weeks (⚠ Chosun Ilbo's count: of stays below the line of ≥20 trading days, about 64% became declines of three months or more); ② the 10-28 FOMC; ③ whether Nvidia / TSMC catch down — if the core catches down, "the periphery clearing out" becomes a systemic break.

2.6 China's A-share + Hong Kong AI chain: peaked before Korea and fell further (interim refresh, 10-15)

Basis: 10-15 moves are Tencent quote closes; historical ranges, P/E and five-year percentiles come from our own five-year percentile series (to the 10-14 close; percentiles sampled weekly, P/E > 0 only). This section is computed on the spot.

On 10-15 (against KOSPI −7.57%): Shanghai Composite −1.59%, CSI 300 −1.23%, ChiNext −2.92%, STAR 50 −1.50%, Hang Seng −1.03%, Hang Seng Tech −2.72%.

Equal-weight A-share compute basket (Cambricon / Hygon / Zhongji Innolight / Eoptolink / TFC / WUS / Victory Giant / Foxconn Industrial Internet / Montage / Envicool, chained daily pct_chg): peaked on 06-25, almost together with the KOSPI's 06-22 high; drawdown to 10-15 −41.0%, −20.2% over the last 20 trading days, −11.8% over the last 5.

Name 10-15 1 month From 52-week high P/E TTM 5-year pct.
Zhongji Innolight −5.2% −27.1% −52.4% 39.9x 47
Eoptolink −7.5% −26.5% −49.9% 35.2x 38
Hygon −3.8% −18.2% −47.7% 149.0x 35
Montage −6.2% −16.7% −48.3% 69.0x 44
Foxconn Industrial Internet −3.9% −27.6% −41.5% 20.6x 62
Envicool −5.5% −29.1% −51.9% 123.1x 78
TFC Optical −2.5% −13.4% −36.9% 107.6x 87
WUS Printed Circuit +1.0% −7.0% −25.0% 43.7x 88
GigaDevice −4.9% −27.9% −66.9% 26.0x 9
CXMT −5.2% −25.3% −29.5% 38.2x recent listing, no pct.
NAURA +4.0% −5.8% −34.7% 74.9x 68
SMIC (A) +1.8% −14.1% −39.6% 121.8x 61
Inspur −3.7% −21.1% −36.9% 19.1x 17
Kingsoft Office +1.4% −1.2% −38.5% 29.5x 3
Desay SV −2.8% −16.9% −51.7% 17.9x 0

Hong Kong

Name 10-15 From 52-week high Year to date
MiniMax −12.1% −85.5% recent listing
Zhipu −10.2% −78.7% recent listing
Hua Hong Semiconductor −7.8% −64.4% +3.3%
Lenovo −14.5% −30.9% +184.4%
SMIC (H) −4.0% −41.7% −26.9%
Xiaomi +2.7% −49.2% −30.9%
Tencent −1.3% −37.4% −29.4%
Alibaba −3.7% −38.6% −25.4%

Readings (this page's judgement): 1. China's AI chain was not dragged down by Korea: the compute basket peaked in late June together with the KOSPI, but had already completed a deeper fall (−41% vs −39%, with the median name about −48% from its high), so the 10-15 shock was comparatively small. 2. The A-share valuation peak has largely cleared: Hygon's percentile fell from 100 in July to 35; the only basket names still high are TFC (87) and WUS (88) — the #8 micro hot layer in §4.4 has cooled markedly. 3. Memory moved with Korea; equipment and foundries went the other way: GigaDevice −67% from its high, CXMT −25% over a month; NAURA and SMIC A closed up on the day — the domestic-substitution logic was not hit by the Korean event. 4. Hong Kong is split to the extreme at both ends: the model companies are about 80% off their highs; Lenovo, +184% on the year, fell 14.5% in a day (the Hong Kong name that most resembles Korean memory); the platforms Tencent and Alibaba are already down about 30% on the year and edged up over the last five days. 5. ⚠ Cambricon's P/E percentile shows 0 and is unusable: it was loss-making for most of its history, so there are too few positive samples.

3. AI bubble vs. dot-com bubble: differences and transferability

Dimension 2000 internet 2026 AI Lesson transferable?
Peak valuation NDX trailing ~250x, CAPE 44.2 ✅ CAPE 40–41.6 (second highest) ✅; leaders trailing 20–30x Partly — the aggregate is not at the 2000 extreme, but the A-share compute chain and the US narrative layer are at their own extremes
Leader earnings loss-making dot-coms + expectations NVDA $81.6bn of real quarterly revenue ✅ Not directly transferable: "−78% wholesale crash"
Infrastructure financing telecoms borrowed to lay fibre → debt crisis ❔ mostly cash-funded, but bond issuance >$100bn and accelerating since 2025 ✅ Becoming transferable — debt financing is the slope to watch most
Vendor financing / circularity Cisco-style equipment financing ❔ IMF has quantified the circle's self-reinforcement ✅ Transferable — the same mechanism, modern form
IPO / issuance mania 289 internet IPOs, +90% first day ✅ not yet at 1999 levels (AI IPOs hot but share well below 60%) ❔ A transferable leading indicator — watch the issuance share drift toward 1999
Concentration / transmission relatively contained (though S&P also −49% ❔) 30 stocks = 44% of S&P, HHI 97.7th pct, household exposure 30% ✅ Worse — a break would transmit more widely than 2000
Revenue mismatch revenue essentially zero native layer ~$55–80B run-rate vs $1T+/yr invested, closing fast ⚠ Half transferable — the mismatch exists but the direction is improving
Expected shape of a break 31 months of staged declines ✅ if it breaks, similar mechanics (several false bottoms and rallies) Transferable — any response must be scaled to the whole clearing period, not the first leg

4. Probability and timing of a break: an honest framework

4.1 The academic floor: timing is unforecastable ✅

Greenwood–Shleifer–You (JFE 2019; US 1926–2014 + international 1985–2014):

  1. A sharp industry run-up on average does not predict low subsequent returns — "it rose too much" alone cannot call a top (the stretch before a top is exactly the most profitable; see the 1999 IPO data).
  2. But sharp run-ups raise crash probability markedly: after a 100% two-year rise, the probability of a 40%-class drawdown within two years is about 53% — that precondition (~100% in two years) already holds for the AI leaders.
  3. Accompanying features (rising volatility, rising turnover, heavy new issuance, an accelerating price path) help predict the eventual crash.

arXiv 2606.01575 (2026-05) argues explicitly that bubble frameworks are for diagnosis, not deterministic prediction — markets can correct years after showing bubble features, or digest valuations through earnings growth. Any "forecast" naming a specific date is false precision.

4.2 The spectrum of institutional views (mid-2026) ✅

Camp Representative Judgement
Bubble GMO (Grantham/Chancellor, 2026-01) "We are in a US equity and AI bubble"; most investors will suffer large losses at some stage; no date given
Layered middle arXiv 2606.01575 (2026-05) real technological revolution + localised bubble: infrastructure leaders = boom; private foundation-model firms, weak-moat application layer, aggressively assumed data-centre projects = the bubble layer
Official caution IMF GFSR (2026-04) valuations high but the deviation from fair value is far below historical peaks; names circular deals and debt financing as risks

Not one of them gives a date for a break.

4.3 Scenario framework and subjective probabilities (⚠ this report's judgement, not confirmed fact)

Based on the GSY base rate (53% / two years / 40%-class), the layered evidence and the three-market cross-section, subjective scenario probabilities:

Scenario Description Subjective probability Timing clues
A. Layered rolling clear-out (base case) the narrative layer (loss-making neoclouds, weak applications, high-percentile A-share compute names, Arm/DDOG-style pricing) is repriced in stages, −40 to −70%; the platform layer corrects −20 to −35% and is caught by earnings; index-level drawdown 20–30% ~45% rolls through 2026H2–2028, no single "break day"
B. Systemic sharp break (2000 replay) trigger chain: collective capex-guidance cuts / a neocloud credit event / macro tightening → a 31-month-style grind, Nasdaq-level −50%+ ~25% if it happens, most likely 6–12 months after capex growth peaks; watch 2027 ± 1 year (the Goldman/IMF life and utilisation assumptions and the "EPS 30–35% CAGR to digest valuations" test all come due in 2027–2028)
C. Earnings digestion, no break native-layer revenue keeps closing the mismatch at ~3×/yr ($55B→$150B+); valuations tread water while EPS grows into them (a continuation of 1995–98 or 2023–26) ~30% lasts several years

If "when" must be answered: the window with the highest probability density is 2027 ± 1 year — not because a date can be computed, but because three evidence lines "hand in their papers" then: ① the chip-life / utilisation assumptions in Goldman's capex model start to be adjudicated by actual depreciation and returns; ② the IMF's "EPS needs 30–35% CAGR" reversion test falls in 2027; ③ if issuance / debt heat is extrapolated at the current slope, it approaches 1999-style readings around 2027. Treat this as scenario reasoning, not a forecast — per §4.1 the timing is inherently unforecastable, and any response hangs on triggers, not on the calendar.

Appendix: ranking of detonators for a crash before 10/31 (worked out 2026-08-22; ⚠ all conditional probabilities — conditional on "a crash occurs", not predictions of a crash)

Framework: timing is unforecastable (§4.1), so this is only a "pre-written post-mortem". Background pattern = "denominator relief (#6 turning dovish) + supply extreme (#3 peaking)", i.e. the 1999Q4 pattern; the 2000-03 top was detonated by the issuance side, not the earnings side. The six calendar-densest weeks in the window = late September to late October (S-1 flip end-August → roadshow September → FOMC 9/15–16 → new fiscal year 10/1 → Anthropic IPO pricing mid-October → FOMC 10/27–28 → big-tech Q3 earnings late October).

Rank Detonator Conditional probability Mechanism Warning indicators (all monitored)
① Anthropic IPO pricing / break-issue event (October) ~25–30% three layers: a $100bn raise = the largest liquidity drain ever (SpaceX precedent: −45% itself post-listing); pricing at $1.2–1.5tn → four-tier ladder repriced −25 to −40% and the write-down flows straight into AMZN/GOOGL P&L (19pp of S&P's +48% earnings growth is paper revaluation gains) → #5 ignites automatically through accounting; a broken issue = this cycle's "AOL–Time Warner moment" S-1 audited revenue vs the $65bn run-rate; secondaries / perpetuals falling during the roadshow; pricing range vs the $2tn discount
② AI credit event (CoreWeave/Oracle) ~15–20% CRWV debt $35.6bn + covenants locked + deferred-revenue reclassification questions; Oracle BBB- / FCF −$23.7bn; Moody's "weakest credit link"; 2000 telecom order = credit cracks first, equity crashes after; more likely ignited by ① or ③ than independent CDS spreads (criterion not converged); refinancing terms; rating actions
③ NVDA 8/26 short of a "big beat" ~15% expectations ($93–95bn) > guidance ($91bn); "in line" could be read as a miss; alone = a correction, but it is the fuse for ① and ② verified directly four days later
④ Hawkish Fed surprise (9/15–16 or 10/27–28) ~10–15% hike odds cut to ~25% and positioning set for denominator relief = asymmetric; Warsh "no soft target" + three voters already voted for a hike in July; stacked with ① = a full 1999→2000 replay September CPI; FOMC vote structure
⑤ Geopolitical jump (Taiwan Strait / tech-war escalation) ~10% lowest probability, highest intensity, entirely unwarnable (§5 item 6: "low platform percentile = safe" fails in a Taiwan scenario); FCC category bans / H200 quotas / White House accusations against Moonshot = the slope is steepening none — exposure can only be limited in advance
⑥ Technical liquidity stack (shutdown 10/1 + refinancing + $100bn drain) ~5–10% an amplifier, not a detonator; three events in one month shutdown talks; Treasury issuance calendar
— A-shares detonate on their own ~5% #9 rotation to zero / concentration breaking the line / hot chain cooling — a follower pattern, not a detonator pattern —

Composite judgement: if a crash occurs, the most likely post-mortem is one chain — NVDA short of a "big beat" (8/26) → compute narrative cools → Anthropic roadshow cold / priced at a discount (October) → AMZN/GOOGL revaluation reverses + CRWV spreads blow out → earnings and credit light up together → late-October Q3 earnings confirm. The single highest-weight event = Anthropic's IPO pricing day (a liquidity, accounting and narrative event at once).

Scoring rules, pre-registered (2026-08-24; not to be revised after a trigger): 1. Adjudication date: 2026-11-01; 2. Crash definition (equity side, mechanical threshold): NDX close ≥15% below its highest 2026 close, on any trading day up to and including 10/31 ⇒ "occurred". NDX is chosen because this cycle's AI concentration is highest there and it maps directly onto the chain above; one threshold, no discretion. (Crypto-side counterpart: BTC Binance perpetual close < $58,605, registered separately); 3. Detonator "hit" criterion: within 7 calendar days before the start of the crash's initiation leg, at least one of that detonator's warning indicators has fired and it is the earliest to fire among all detonators. Initiation-leg start (equity side) = during the fall to −15%, the first trading day with a single-day close ≤ −3.5%; absent such a day (slow-grind form), the first trading day the drawdown closes beyond −10%. Equity and crypto post-mortems are written independently then reconciled; disagreements kept as dual records; 4. Three-branch scoring: occurred → score ranking quality + warning lead; did not occur but ≥2 classes of warnings fired → score a false alarm and grade each indicator; did not occur and quiet → examine which counter-argument (the counter section of this §4.3 appendix) did the work; 5. The probability numbers themselves are not scored — a single event cannot calibrate probabilities (the table's probabilities are subjective declarations, calibration history n=0, not to be adjusted after the fact); only the ranking and warning lead are scored, which is all that n=1 can honestly test. 6. Reading rules for adjudication (added 2026-08-30: thresholds untouched, only the reading pinned; not a character of the thresholds has changed since registration): ① denominator basis: "highest 2026 close" = the rolling high as seen from the adjudication date (on any adjudication day t only the highest close in [2026-01-01, t] may be used — if a new high is made before adjudication, the base moves up with it, a natural property of a drawdown definition, not drift, no discretion); ② adjudication series pinned: NDX closes are Nasdaq's official index closes (channel ^NDX; index closes differ from futures settlements and are not revised after the fact, so no T+2 wait; in the rare event of a vendor correction, the corrected value governs with both values recorded); ③ numerator and denominator from the same series on the same basis — no futures/ETF numerator against an index denominator.

⚠Boundary statement on the calendar argument: "September–October is calendar-densest" in this appendix describes event concentration; it is not a basis for action — all-green warnings with the calendar arriving constitute no reason to do anything; the calendar answers only "if it breaks, roughly when", never "will it break".

🔴Scoring the first link of the chain (2026-08-27; NVDA Q2 FY2027 results in):

Result = big beat; the first link did not fire. Revenue $96.2bn (+106% YoY, +4.4% above the $92.2bn consensus and through the top of the $93–95bn whisper range); adjusted EPS $2.22 (expected $2.10); gross margin 75%, no erosion; data centre +117%; Q3 guidance $108bn ±2% (expected $104.2bn, +3.6% above); the call guided FY28 revenue growth ~70%; ⚠ guidance counts China data-centre revenue as zero — any easing of controls is pure upside.

Precise path of the event shock (Binance NVDAUSDT stock perpetual, 5-minute bars, 08-26 UTC): | Time | Price | Event | |---|---|---| | 19:00 | 211.45 | pre-release | | 20:20 | close 208.05, wick low 203.80 (volume 589k = 20× normal) | sell-the-news at release, −3.6% | | 21:00 | 214.87 | call begins | | 21:20→21:50 | 218.69 → peak 220.45 | FY28 +70% guidance ignites | | 23:20 | 218.44 | holds the high |

Reading: ① net event shock +3.2 to 4.3%; the results were not priced in beforehand — but the real incremental information was not the Q2 numbers (absorbed by the whisper, hence −3.6% at release) but the call's FY28 outlook; ② #5 (leader earnings-miss chain) clearly did not light this round: the "expectations above guidance = tiny margin for error" risk was actively repaired before results (sell-side estimates fell back to $91–92B), and the actual result far exceeded even the repaired expectations; ③ by the §4.3 ranking, detonator ③ (NVDA short of a "big beat", ~15% conditional) did not hit — the chain's starting point failed, so ② (credit) and ① (Anthropic IPO) lose this fuse, but their independent paths are unaffected.

⚠Same-day macro headwind: July core PCE +0.2% m/m (below expectations) but 3.3% y/y, headline PCE 3.7% y/y (the expected fall to 3.6% did not happen); Q2 GDP 1.5% not revised down; real consumption ~0% m/m. Fed funds 3.50–3.75%, unchanged in 2026; September cut odds ~1%, hike 33–40%, cumulative hike odds for the year ~70% (largest window 12/8–9) — #6's hawkish undertone is stronger than the mid-August "turning dovish" reading; the trigger must be re-assessed in the next report.

4.4 Leading-indicator dashboard (triggers, ranked by historical reliability)

# Indicator 2000 counterpart Current status Meaning if triggered
1 First collective cut to hyperscaler capex guidance telecom capex inflection led the Nasdaq bottom ❔ 🟡 Forward-looking turn negative (07-28→08-03): capex is still being raised collectively, no cuts (big six 2026 total $725bn / +77% YoY; MSFT FY27 $255–260bn), but the market now prices by "is the capex→revenue loop visible" — MSFT Azure 43% → guided 45%, stock +1.9%; AMZN AWS +37%, capex $220bn, +9%; Meta adjusted EPS miss ~13%, −5%; Apple spends almost nothing on AI capex, services miss, −7%. TSMC's July capex raise to $60–64B was read as a warning (SOXX −5% / Micron −13%) the most reliable top signal; ⚠ reading revised: the market rewards not "restraint" but "spending that yields visible returns" (Apple as the counter-example) — the original definition "collective capex cut" has partly failed as a top signal; watch #5 (earnings/returns) instead
2 AI bond / neocloud credit spreads widen, refinancing fails telecom default wave ❔ 🔴 Stocks and bonds fall together (10-19): CoreWeave 2031/2032 unsecured notes below 80 cents, the 2032 notes yielding >15%, CDS-implied five-year default >50% (🔶 several outlets citing Trace / Bloomberg); CRWV 61.39, PB percentile 0, −56.7% from high; no 8-K in October; broad HY 323bp / IG 84 (10-15, FRED) — the gap between AI borrowers and the broad market is the widest of this cycle (§2.2) debt-financing slide confirmed; primary-market terms are the hardest credit signal
3 Issuance mania approaching 1999 levels (AI IPO / secondary share → 60%, first day +90%) ✅ quantified benchmark in §1.3 🔴 Peak receding (10-19): S-1 = 0 (checked to 10-18); after the $16.8bn Q3 revenue (🔶 FT) the perpetuals fell instead of rising — ANTHROPIC 1,887 (5-day −5.8%, 10-15 low 1,827), OPENAI 1,494 (−9.1%); media have begun discussing $1.5 trillion (⚠ no named source) GSY accompanying feature "heavy issuance"
4 Circular-deal share keeps rising (IMF attribution pp widening) vendor financing ❔ 🟡 New reading (07-06 special check): the Anthropic triangle is official (NVDA $10bn + MSFT $5bn equity ↔ $30bn Azure purchases) but its circle is "smaller and more convergent" (net cash outflow, multi-cloud); the OpenAI circle is more leveraged (NVDA up to $100bn + Oracle $300bn contracts); analysts estimate 2026 AI circular financing >$800bn; 08-12 upgrade (SEC-grade evidence): Amazon's 10-Q discloses a "double loop + explicit vendor financing" — AWS↔Anthropic commercial commitments >$100bn / 10 years + a $20bn milestone facility (Anthropic can draw only after AWS delivers compute; a draw = Amazon subscribing to its convertibles), replicated with OpenAI (+$100bn commitments / $50bn equity); Google's exposure = four layers of equity + committed capital + lease guarantees + credit derivatives (max $43.8bn); plus an Apollo/Blackstone-led $35bn SPV buying TPUs for lease-back (chip risk off balance sheet); NVDA's new deals >$750bn draw fresh questions; BIS (06-28) / BoE (07) both list "opaque circular financing" as a systemic fault line (separate study) self-reinforcement critical point
5 Leader earnings-miss chain (NVDA / hyperscalers miss and cut for two consecutive quarters) Cisco 2001-02 ❔ 🟢 Still not lit (10-15): in Korea's circuit-breaker session, Samsung's preliminary Q3 operating profit of ₩107.4 trillion, about 8.8× a year earlier, was followed by a fall in the shares — valuation fell, not earnings; the "consecutive misses plus cuts" in #5's definition have not appeared (§2.5) the cash-flow-support argument fails; ⚠ new judgement: the most dangerous turning point has moved from #1 (capex) to #5 (earnings) — capex can be raised without punishment (Microsoft), an earnings miss is punished at once (Meta)
6 Fed back to tightening six hikes to 6.5% in 1999–2000 ❔ 🟡 Long end eases (10-19): 10Y 5.10% (10-15; 10-09 5.24), 30Y 5.43, 2Y 4.77, real 10Y 2.78, breakeven 2.35 (10-16); EFFR 3.88; Warsh on 10-16 declined to pre-judge the 10-28 meeting (⚠ about 90% of traders reportedly expect one more hike by year-end) standard feature of historical tops
7 Breadth deteriorates + volatility rises + accelerating advance (GSY features) ✅ 🟡 concentration already extreme (HHI 97.7th pct), an acceleration leg exists probability tier raised
8 A-share / US micro signals: A-share compute chain broadly >95th pct + spreading accrual red flags; US narrative layer PE 400+ expanding — 🟡 Hot layer largely cleared (10-19): Hygon 142.4x / 26 (10-09 54), Zhongji Innolight 38.6x / 45, Montage 67.2x / 40, Eoptolink 32.6x / 35, Foxconn Industrial 20.2x / 59; only WUS 87 and TFC 86 remain high; accrual red flags: Foxconn Industrial / Envicool / Cambricon; the "hot layer" of a layered bubble confirmed
9 A-share market structural temperature (crowding = top-5% names' share of turnover, 50% threshold / divergence / diffusion / style rotation; after Zheshang Securities' "water temperature" framework, computed daily over the whole market) extreme turnover concentration in 1999–2000 ❔ 🔴 Rotation confirmed (10-19, data 10-16; pre-registered criterion triggered): style gap +7.8→+9.3→+18.4pp, >0 for three straight periods (green power +4.6 vs core −13.9), core 1-month < −10%; crowding 41.6% / 59th pct 🟢, diffusion +9.0pp same direction as #8: re-inflation + rotation exhaustion = the market re-embracing compute before NVDA's 8/26 results; the beta tailwind for the defensive / value line is near its end

Dashboard status snapshots (rolling)

Date Snapshot Overview
2026-07-02 (first edition) #8 🔴; #2/#3/#4/#7 🟡; #1/#5 🟢; #6 to be tracked the micro hot layer is lit; nothing confirmed at system level
… (27 intermediate editions omitted; period-by-period readings are in the source's snapshot history)
2026-10-02 (data 09-30/10-01, interim refresh for the public edition; triggers to 10-02 03:00 UTC) 🔴 #6 long end at new highs, bear steepening deepens, credit widens: 10Y 5.29% (09-30, year high) / 30Y 5.64% / 10Y−2Y +41bp, real 10Y 2.93 with breakeven 2.36; HY OAS 266→312bp, +46bp in nine days; T6 +0.87pp (August core PCE revised basis 3.01%, 0.36pp BEA restatement, data ≈0); the Fed path softens while the long end is sold (Kalshi October hike 70→33¢, ⚠ external report); 🟡 #9 third pattern: core falls alone — concentration 42.9% / 70th pct flat, decliners 51% neutral, but core 1-month −7.7% vs green power +0.1%, peripherals outperform core for the first time, all seven compute names lose percentile in the same week (Hygon 183.7→167.8x / 66→55th pct); the "defensives outperform" criterion held one period, two consecutive ⇒ 🔴; 🔴🔴 #3 S-1 still 0 and "end-September" expired = fourth postponement confirmed, pre-IPO perpetuals flat; #2 nothing new first-hand (CRWV +1.1%); Hong Kong: MiniMax −9.1% to a new low, Zhipu +1.2% stabilises; ⚠ A-shares/HK closed until 10-08 #6's long-end high is the only grade-level change; #9 turns from "de-crowding" to "core falls alone"; #3's postponement confirmed
2026-10-05 (data A-shares/HK 09-30 holiday-closed, US 10-02, weekly; triggers to 10-04 23:50 UTC) 🔴 #6 long end consolidating near highs, credit spreads widening for a second week, jobs weakening: 10Y 5.28% (−1bp from the 09-30 high) / 30Y 5.63 / 10Y−2Y +45bp; HY OAS 266→324bp, +58bp in nine sessions; September payrolls +29k, unemployment 4.2% (10-02); T6 +0.87pp unchanged; 🟡 #9 held during the holiday, 10-09 decides the second period of "core falls alone"; 🔴🔴 #3 S-1 still 0, a week past, perpetuals flat; #2 no new AI-borrower pricing while broad spreads have widened — the "nobody demands a risk premium" premise is void; US AMD / TSM at or near new highs, expensive-in-PB deepening (TSM 93/98), AMZN mechanically drops out of promotion on 14.4% growth (third act) No grade-level change; this period's information is in two macro lines — credit spreads (widening) and jobs (weakening) — while the theme itself was closed
2026-10-12 (data 10-09, all three markets in sync, weekly; triggers to 10-11 23:50 UTC) 🔴 #9 back to 🔴 (pre-registered criterion triggered): first post-holiday week style gap +7.8→+9.3pp, >0 for a second period; core 1-month −8.1% vs green power +1.2%; all seven compute names lose percentile for a second week (Hygon 162.4x / 54); ⚠ crowding 42.6% / 68th pct still 🟢 — rotation-type, not crowding-type; AI-theme stock pool 489→480→464 over three weeks (AI-theme stocks falling below the market-cap threshold); 🟡 #6 10Y 5.31→5.24%, HY 324→315bp, widening paused, T6 +0.87pp; 🔴🔴 #3 S-1 still 0; #2 nothing new first-hand, CRWV PB percentile 19→6 #9 moving from 🟡 to 🔴 is the only grade-level change; structure signals before valuation
2026-10-15 (interim refresh; A-share / Hong Kong cross-sections still 10-09, US 10-14, external readings to 10-15 UTC) 🔴 The periphery breaks first: KOSPI circuit breaker −7.57%, seven straight down days −20.7%, −39.1% from the high (Samsung −9.48% / SK hynix −11.06%, KOSPI foreign net selling about ₩3.64 trillion on the day); the US periphery fell in step (CRWV −15.5% / −54% from high, Oracle −57.7%, Micron −24.7%) while Nvidia is only −7.5% from its high; #2 deepens (HY 325bp), #6 inflation side turns hot (CPI 3.7% / core 2.6%), #5 not lit (Samsung earnings still beat) 🔴×3 (#2/#3/#9) + #6 🟡; the outside-in order of the break is borne out, #1/#5 unlit, system level unconfirmed; a catch-down in the core is the next decision point; China's AI chain (§2.6) completed a deeper fall before Korea: the equal-weight A-share compute basket peaked on 06-25 and is −41% from it, yet fell only −1.6% (Shanghai) / −2.7% (Hang Seng Tech) on the day
2026-10-19 (data 10-16, all three markets in sync, weekly; triggers to 10-18 23:55 UTC) 🔴 #9 upgraded to "rotation confirmed" (pre-registered criterion triggered): style gap +9.3→+18.4pp, >0 for a third period, core 1-month −13.9%; 🟢 #8 hot layer largely cleared: Hygon 54→26th pct, only WUS 87 / TFC 86 still high; 🔴 #2 stocks and bonds fall together: CoreWeave unsecured notes <80 cents, 2032 notes >15%, PB percentile 0; #3 perpetuals 5-day ANTHROPIC −5.8% / OPENAI −9.1%, S-1 still 0; #6 long end eases, 10Y 5.10; AI-theme stock pool 425 (down four weeks running) 🔴×3 (#2/#3/#9) + 🟡×5 (#1/#4/#6/#7/#8) + 🟢 #5; structure and valuation point in opposite directions for the first time — valuation says "already cheap", structure says "still rotating"; #1/#5 still unlit, system level unconfirmed

5. Limits of the evidence and open questions

  1. Rejected claims (do not cite): NDX rose 5× in 1998–2000 and the bubble was confined to the Nasdaq (0–3); median single-stock drawdown 85% / median 2.5 years to bottom (1–2); 54% of stocks never regain their prior high (1–2).
  2. Coverage gaps (outline items that did not get three votes, marked ❔ in the text): the Fed's 1999–2000 hiking path, the Microsoft ruling's timing, specific single-stock peak/trough figures, fibre utilisation, the 2000–02 value factor, details of Buffett's behaviour, a quantitative review of the 2002-10 / 2003-03 double bottom, current credit spreads and neocloud debt detail.
  3. Basis traps: NDX 250x is trailing (forward ~60x); "AI revenue <$50B" refers to the native layer only and is dated (mid-2026 run-rate $55–80B); the IMF's circular-deal attribution arithmetic is questionable (may understate ~3×).
  4. Timeliness: IMF GFSR 2026-04, Goldman 2026-05, NVIDIA results 2026-05, GMO 2026-01 — AI data iterate extremely fast; this page's valuation cross-section is as of 2026-07-02, and trigger readings need updating each weekly edition.
  5. Open questions: real-time item-by-item readings of the GSY accompanying features (especially AI issuance share vs 1999's 60%); where responsibility for continuous monitoring of neocloud debt and spreads sits; clarification of the IMF attribution arithmetic.
  6. Unmonitorable jump risk: the Taiwan Strait (added 2026-08-10) — this dashboard deliberately admits only "readable" leading indicators (percentiles / thresholds / daily frequency); a Taiwan conflict is an unforecastable jump, and including it would create an illusion of "monitorability", so it stays out of §4.4; its magnitude (external estimates of a full conflict: about −9.6% of global GDP in the first year) is a tail risk outside this framework and must be treated explicitly outside the dashboard.

Disclaimer

This page is a research note. It is not investment advice and constitutes no recommendation to buy or sell, and no promise of returns.

The scenario probabilities in §4.3 are subjective declarations, not calculations; a single event cannot calibrate a probability, so this page scores only ordering and early-warning lead, and the declarations are never adjusted after the fact. “2027 ± 1 year” is where three lines of evidence come due — it is not a date forecast; the position of this page is precisely that timing is academically unforecastable (§4.1).

The nine leading indicators in §4.4 are criteria for observation, not trading signals. Thresholds and adjudication sources are fixed at registration and never revised after a trigger; their purpose is to make “what happened” adjudicable, not to time entries or exits.

The evidence grades are part of the content: ✅ confirmed by adversarial verification, ⚠ institutional model or single source, ❔ accepted history not re-verified in this round, ❌ rejected (do not cite). A screenshot that crops the marker reads as a claim this page does not make.

Time-sensitive figures carry an explicit cut-off, stated in the masthead and throughout; the three-market percentiles are refreshed weekly, old values are not kept in the text but every edition stays openable in the archive. Overturned claims are kept beside their corrections: errors stay in place and are not rewritten away.

Support

This project will stay free and public for the long run. If this comparison ever turned the word bubble from a slogan into checkable numbers for you, that is what it is for. Your support keeps it maintained; any amount is sincerely appreciated. The addresses in DONATE.md on the main branch are the only authoritative source; do not use any address you see anywhere else, however similar it looks.

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