What Does the D1–D4 Cascade Framework Mean? Room, Blind Spots, and Who DEPTH4 Is For (2026)
Published 2026-09-12. Last updated 2026-09-12. · 10 min read
From headline to systemic shift
Most market intelligence stops at D1 or D2. The D1–D4 framework names what happens at each horizon so you can tell early spillovers from late obvious moves:

1. D1 — Now(Minutes to hours)
The verified trigger: Fed decision, CPI print from BLS, confirmed geopolitical development sourced through Reuters or AP. Prices react fast. Edge is narrow and crowded — the headline is true and mostly priced.
2. D2 — This week(Days)
First repricing — sector rotation, FX adjustment, commodity moves tied directly to the event. Still visible on every feed; the obvious leg often fully prices within hours.
3. D3 — This month(Weeks)
Second-order spillovers — EM pressure, credit-sensitive sectors, input-cost chains, defense-linked equities after geopolitical escalation. Fewer participants, wider room if you name the mechanism early.
4. D4 — This quarter(Months)
Regime-level shifts — inflation trajectories, supply-chain reallocations, long-end yield repricing, systemic sector leadership changes. Deepest mispricing often lives here because the full arc takes weeks to propagate.
DEPTH4 generates theses at each depth with tradable tickers, direction, conviction, and room. SIGNALS on depth4.com conglomerate contributing theses into one row per asset — so you scan fleet-level direction without reading every depth book.
Who is DEPTH4 designed for?
DEPTH4 is designed for investors and traders who make decisions from macro and geopolitical events — portfolio managers sizing overlays, independent macro analysts, prop trading teams, family offices, and serious retail traders who have outgrown headline-reaction trading and need structured cascades with room estimates before price confirms.
- Portfolio managers who run macro-aware equity, rates, FX, and commodity books and need phone-speed SIGNAL scans
- Independent analysts and prop traders who compete on timing and cascade depth, not wire speed alone
- Family offices and RIAs building systematic macro frameworks without a Bloomberg seat on every desk
- Retail traders ready for cause, path, timing, and asset — not another news dashboard
DEPTH4 is not built for pure systematic price-only quants, passive index allocators, or anyone seeking personalized investment advice or trade execution. It is intelligence software — you retain sizing, execution, and risk.
Where the market is still behind — asset coverage
DEPTH4 monitors 40+ macro-linked assets across four classes. The engine maps D1–D4 theses to downstream tickers so spillovers are named, not implied:
Equities
Sector ETFs (XLE, XLF, XLK), defense names (LMT, RTX), gold miners (GDX), broad indices (QQQ, SPY)
Express sector rotation, geopolitical risk premium, and regime shifts at D2–D4
Rates & fixed income
TLT, SHY, HYG — yield-curve and credit-spread expressions
Capture Fed, inflation, and flight-to-quality cascades from D1 through D4
FX
DXY, EURUSD, USDJPY, USDCNH, USDMXN — haven, EM, and carry channels
Trace dollar funding, safe-haven bids, and export-demand spillovers
Commodities
CL.1 (oil), HG.1 (copper), GC (gold), agricultural complexes
Physical supply, geopolitical corridor, and China-demand transmission paths
DEPTH4 ingests 75+ tier-ranked macro and geopolitical sources — Reuters and AFP wires, Bloomberg and BBC, AP and NY Times, global central banks, BLS and BEA macro data, ISW and Chatham House geopolitics, Argus energy, Anadolu regional coverage, and curated sector feeds — and links each verified trigger to affected assets at the depth where edge is largest. Room labels flag where the market is still behind the cascade.
Room and blind spot — plain English
Room is DEPTH4's label for remaining mispricing — the gap between what a macro scenario implies for an asset and what the current price reflects. A "21% room — Moderate" SIGNAL means roughly a fifth of the implied repricing may still be ahead, based on scenario math and market data tiers.
Blind spot is the internal engine term for the same concept during thesis generation — how much of the expected move the market has not absorbed yet. On the SIGNALS fleet you see room descriptors, not jargon: Mostly priced in (<10%), Tight (10–20%), Moderate (20–35%), Wide (>35%).
Room and conviction are orthogonal. A thesis can be high-conviction but mostly priced in at D1, or moderate-conviction with wide room at D3 if the market has not yet traced the spillover. That is why DEPTH4 tracks room per depth — not one headline-level guess.
How DEPTH4 learns and evolves
DEPTH4 is not a static headline summarizer. The engine calibrates from resolved theses: mechanism-level win rates clamp conviction when track records are weak; quantitative tiers verify room against options or realized-vol proxies where data exists; few-shot retrieval injects past success and failure shapes into new drafts.
Prompt evolution runs through human approval — proposed heuristics from recent invalidations queue for admin review before reaching production. The product learns; it does not auto-publish untested rule changes or auto-trade.
For traders, the visible outcome is sharper SIGNALS over time — not louder ones. MIXED and Quiet rows still appear when evidence splits or thins. See the dedicated piece on the self-learning macro engine for the four production loops.
Related: Why most intelligence stops at D2 · Self-learning macro engine · Macro intelligence guide · Help: D1–D4 cascade
Frequently asked questions
- What does a D1–D4 cascade framework mean?
- D1–D4 is a four-horizon model: D1 (now) is the verified trigger; D2 (this week) is first repricing; D3 (this month) is second-order spillovers; D4 (this quarter) is regime-level shifts. DEPTH4 structures every macro thesis and SIGNAL across these depths so traders can tell early spillovers from late obvious moves.
- What does "room" mean in DEPTH4?
- Room is remaining mispricing — how much of a scenario-implied move is still not reflected in price. DEPTH4 displays fleet labels: Mostly priced in (<10%), Tight (10–20%), Moderate (20–35%), Wide (>35%). It is a research estimate from scenario and market math, not a profit guarantee.
- What does "blind spot" mean in DEPTH4?
- Blind spot is the engine's internal term for room during thesis generation — the estimated share of implied repricing still ahead of the market. A 31% blind spot means roughly a third of the scenario move may not yet be priced, subject to data tier and liquidity. Users see plain room descriptors on SIGNALS.
- Who is DEPTH4 designed for?
- Portfolio managers, independent macro analysts, prop traders, family offices, and serious retail traders who need macro cascades with direction, timing, and room before price confirms — not headline dashboards or personalized investment advice.
- What kinds of assets does DEPTH4 monitor?
- 40+ assets across equities (sector ETFs, defense, miners, broad indices), rates (TLT, SHY, HYG), FX (DXY, EURUSD, USDJPY, USDCNH, USDMXN), and commodities (oil, copper, gold, agricultural complexes). Each maps to D1–D4 thesis paths from tier-ranked macro and geopolitical sources.
- How does DEPTH4 learn or evolve over time?
- From resolved theses: mechanism calibration clamps conviction by track record, quantitative tiers verify room, few-shot examples shape new drafts, and admin-approved prompt heuristics accumulate. Changes are human-gated — no auto-trading or unsupervised prompt rewrites.
- Is DEPTH4 investment advice?
- No. DEPTH4 is macro analysis and information software, not a registered investment adviser, not a broker, and not personalized investment advice. SIGNALS and theses are research outputs. You are responsible for all investment decisions, sizing, and risk management.
DEPTH4 is a macro analysis and information tool, not personalized investment advice. It is not a broker and not a registered investment adviser. All signals, theses, room estimates, and blind-spot labels are research outputs for informational purposes only.
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See live D1–D4 cascades, room estimates, and SIGNALS on 40+ assets — before the chart finishes confirming the move.