The great technology wave (about 50 years)

Perez's Techno-Economic Paradigm (TEP) frames approx 50-year great surges of development around a new general-purpose technology. Each surge has four phases: (1) IRRUPTION — new technology enters, old economy still dominant; (2) FRENZY — financial capital decouples from productive capital, bubble forms; (3) TURNING POINT — bubble crash forces institutional reset; (4) SYNERGY — new paradigm diffuses productively through re-regulated economy, 'golden age'. Then MATURITY and setup for next surge. Five observed surges since 1770s: Industrial Revolution; Steam & Railways; Steel & Heavy Engineering; Mass Production/Oil/Auto; ICT. A possible 6th surge (AI + biotech + energy transition) is debated.

Pressure
The great technology wave (about 50 years) — long cycleThe great technology wave (about 50 years): Financialized install bubble leads at 50% reality support by 2035.BREAKINGPRESSUREREST25%50%25%Prior paradigm turning pointICT installation phase beginDot-com turning pointAI deployment phase onsetAI-capability discontinuityNow · 20262035

Predictions in this cycle

AI model quality

By end of 2029, a major AI lab will publicly admit its model got worse because training data was contaminated by AI output?

Admitted Publicly 50 · Never Admitted 50
Reality: A 50%, B 50%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2029
AI content economy

By end of 2028, a sudden crash will wipe out at least one AI content-farm or AI-arbitrage sector?

Sector Crashes 40 · No Crash 60
Reality: A 40%, B 60%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2028
AI competitive positioning

By end of 2027, at least 2 major AI companies will differentiate themselves on 'content provenance' as a selling point?

Provenance Sells 55 · No Pivot 45
Reality: A 55%, B 45%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2027
Search and web traffic

By end of 2028, 40% or more of Google / Bing searches will end at an AI answer with no click to the source?

Answers Win 80 · Clicks Hold 20
Reality: A 80%, B 20%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2028
AI in finance

By 2029, big banks will have their first major AI-driven losses — and new rules will follow?

Losses Trigger Rules 75 · No Big Losses 25
Reality: A 75%, B 25%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2029
fintech markets

The 2025 fintech IPO class (Klarna, Chime, Circle) will underperform the market through 2027?

IPOs Underperform 70 · Market Catches Up 30
Reality: A 70%, B 30%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2027
geopolitics

Taiwan Strait status quo through end of 2027?

Status Quo 68 · Status Breaks 32
Reality: A 68%, B 32%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2027
climate_energy

US energy transition: acceleration or stall?

Acceleration 55 · Stall 45
Reality: A 55%, B 45%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2028
tech

AI capability: breakthrough or plateau?

Breakthrough 65 · Plateau 35 · crowd A 70
Reality: A 65%, B 35%. Crowd puts A at 70%. Gap plus 5.

Quiet path · not yet modeled

Gap +5 · crowd 70Dec 2028
US labor

The American working class: wage gains or wage decline?

Wage Gains 52 · Wage Decline 48 · crowd A 58
Reality: A 52%, B 48%. Crowd puts A at 58%. Gap plus 6.

Quiet path · not yet modeled

Gap +6 · crowd 58Dec 2028
energy

Palisades nuclear plant starts generating electricity again by end of 2027?

Plant Restarts 58 · Stays Offline 42
Reality: A 58%, B 42%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2027
finance

NBER declares a US recession with a start date in 2026 or 2027 by end of 2028?

Recession Called 40 · Expansion Holds 60
Reality: A 40%, B 60%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Dec 2028
climate_energy

US grid-connected battery storage capacity passes 80 gigawatts by end of 2027?

Storage Scales 58 · Falls Short 42
Reality: A 58%, B 42%. No market signal.

Quiet path · not yet modeled

No market signal

Gap 0Feb 2028
geopolitics

US adds 50 or more Chinese companies to its chip-related export control list during 2027?

Fifty Plus Added 60 · Fewer Added 40 · crowd A 65
Reality: A 60%, B 40%. Crowd puts A at 65%. Gap plus 5.

Quiet path · not yet modeled

Gap +5 · crowd 65Mar 2028
US labor

US real median weekly earnings grow by more than 1% from Q4 2024 to Q4 2027?

Wages Gain 60 · Wages Stall 40 · crowd A 55
Reality: A 60%, B 40%. Crowd puts A at 55%. Gap minus 5.

Quiet path · not yet modeled

Gap −5 · crowd 55Mar 2028

Pressure moments

All →

Movers

All →
Model notes (framework)

The reconciliation note surfaces when this cycle’s top fork disagrees with the lean of its live child predictions — a sign the cycle’s read is tightening or breaking down.

See the method for how a cycle’s forks are set.