How it works — the full pipeline

From raw tape to a strategy
you can actually trust.

Quant X is a nightly assembly line with one purpose: manufacture strategy candidates by the thousand, kill almost all of them, and hand you the few that earn the right to trade. Here is every station on that line.

01 INGEST
Data engine
14 feed families
point-in-time
02 DISTILL
Brain
knowledge cards
cross-linked
03 INVENT
Factory
1,000+ candidates
per night
04 KILL
Gauntlet
nine gates
~99.5% die
05 PASSPORT
Vault
graded, ranked,
decay-watched
06 COMPOSE
Portfolio
correlation-screened
margin-aware
07 SIGN-OFF
You
morning briefing
one-tap approval

Station 01 // Ingest

Fourteen feed families,
engineered into features.

Every session, the data engine refreshes 40+ engineered features per symbol from fourteen families of professional futures data. Every feature is versioned and point-in-time correct — a strategy tested on 2024 sees only what was knowable in 2024.

Feed familyWhat it capturesExample engineered features
Tick price & volumeEvery print, Globex + RTH, 25yopening drive strength · settlement drift · gap class
Volume profileWhere business was donePOC migration · value overlap · naked VPOC distance
Order flow & deltaAggression behind each barcum delta divergence · absorption score · imbalance runs
Book depth (DOM)Liquidity shape on the ladderthinning velocity · defended-level persistence
Open interestParticipation behind movesOI-confirmed breakout · blow-off divergence
COT positioningCommercials vs large specscommercial extreme z-score · spec crowding delta
Term structureThe curve's own forecastcontango slope · front-third spread z · roll pressure
Continuous contracts25y roll-adjusted historyback-adjusted series · modeled roll drag
SeasonalityCalendar-driven flowsmonth-end bid window · expiry cycle · DOW profile
Macro calendarScheduled world-changersT−n to FOMC/CPI/NFP/EIA/WASDE · event-vol class
Session structureThe day's skeletonORB state · IB extension · overnight inventory
Volatility regimeThe market's weatherVIX curve state · RV/IV spread · compression count
Market internalsBreadth beneath the index$TICK thrust · ADD slope · VOLD ratio
Cross-asset webWhat moves whatES–ZN rolling beta · DX shock flag · CL–GC ratio
// No lookahead, ever: features are computed from data available at the bar's close, validated against exchange timestamps at ingestion.

Station 02 // Distill

The brain turns reading
into ammunition.

Research goes in — papers, books, your own notes. Structured knowledge cards come out: hypothesis, conditions, testable parameters, failure modes. Cards cross-link, and links breed combinations no single book contains.

Read & distill

New material is parsed overnight and reduced to machine-testable claims — original derived notes, not copies.

Connect

Regime cards gate order-flow cards; seasonality cards modify sizing cards. The graph is where invention starts.

Retest & down-weight

A card whose descendant strategies keep dying gets down-weighted automatically. The library learns too.

Card fieldExample — card #0412
DomainOrder-flow microstructure
HypothesisPrice extension beyond value with stalling cumulative delta implies responsive absorption; fade carries edge toward POC.
Conditionsbalanced regime · VIX contango · RTH only · no tier-1 macro in 90m
Parametersdivergence lookback · VA window · entry offset · stop · target fraction
Failure modestrend days · post-FOMC drift · thin holiday tape
Recordlinks 7 · strategies bred 89 · survivors 3 · retested this week

Station 03 // Invent

The factory breeds by night.

At 01:00 CT the strategy factory converts card combinations into parameterized candidates — entry logic, filters, exits, sizing — across your chosen symbols and timeframes. A campaign is a breeding population: each generation keeps what scored, mutates what almost did, and discards the rest.

GENETIC SEARCH

Populations, not one-offs

Hundreds of variants per hypothesis explore the parameter space in parallel — generation over generation, campaign by campaign.

CARD-GROUNDED

No naked data mining

Every candidate descends from knowledge cards. If there's no plausible reason an edge should exist, it never gets built — noise dies before it's born.

FUTURES-NATIVE

Contract-aware from birth

Candidates carry tick size, point value, margin, session windows and roll rules for their exact contract — ES is not a chart, it's a spec.

MICRO-READY

Sized for real accounts

Everything breeds in both mini and micro variants, so survivors scale from a $2k micro account to a funded desk without re-engineering.


Station 04 // Kill

Nine gates, in order.
Each one earns the next.

Gates run cheapest-first, so compute burns on candidates that deserve it. A kill at any gate is final for that variant — its genome goes back to the factory as a lesson.

G1

Economic rationale

The candidate must cite its ancestor cards and a plausible mechanism.

PASS IF mechanism + card lineage present
KILLS ~12%
G2

In-sample fit

Basic profitability, enough trades to mean anything, sane risk shape on training data.

PASS IF PF > 1.2 · trades > 100 · DD bounded
KILLS ~24%
G3

Out-of-sample

Performance on data the candidate has never seen. Memorizers die here in bulk.

PASS IF OOS retains ≥ 60% of in-sample edge
KILLS ~33%
G4

Walk-forward

Rolling re-optimization windows across years — the edge must persist as time moves.

PASS IF positive in ≥ 5 of 6 rolling windows
KILLS ~14%
G5

Regime stress

Replay through the 2020 crash, the 2022 hiking cycle, flash sessions and dead chop.

PASS IF no regime produces ruin-class drawdown
KILLS ~5%
G6

Cost reality

Exchange + clearing fees, per-contract slippage, roll drag and overnight margin — at 2× stress.

PASS IF edge survives doubled friction
KILLS ~4%
G7

Monte Carlo

1,000 permutations of trade order, entry jitter and parameter noise.

PASS IF p < 0.05 vs luck · fragile curves rejected
KILLS ~3%
G8

Correlation check

Must add something the vault doesn't already have — clones are rejections, not wins.

PASS IF return corr < 0.4 vs every vault member
KILLS ~3%
G9

Paper parity

Sim fills must track live market behavior tick-for-tick before anything reaches your briefing.

PASS IF sim/live divergence within tolerance
KILLS ~1.5%
NET RESULT // of a typical 1,240-candidate night, ~1,234 die and ~6 survive. Kill percentages are of the original cohort; they vary night to night.

Stations 05–07 // Passport → Compose → Sign-off

Survivors get passports.
You hold the pen.

Survivors land in the vault with equity curve, full stats, genome and regime tags. The portfolio builder composes low-correlation books sized to your margin and prop rules. Then — the only station with a human in it — your morning briefing.

Vault + decay watch

Every live strategy re-scores nightly on fresh data; fading edges are flagged and rotated before they cost you.

Portfolio composer

Correlation cap 0.25 pairwise, margin-aware sizing per contract, prop-firm trailing-DD guard baked into the math.

One-click deploy

Approved strategies export to NinjaTrader, MetaTrader 5 or TradingView on your own account. Kill switch and sign-off rails stay on.

VX
Quant X — Morning AnalystTELEGRAM · TODAY 06:30 CT
Good morning. Overnight: 1,240 bred, 1,234 died, 6 survived.

Top survivor VX-8241 · NQ M5 · score 88.4 — ORB fade with delta filter. OOS +14.2%, max DD −3.1%, 9/9 gates.

Regime: VIX contango · CPI T−9. Recommend review before RTH open.
✓ APPROVE VX-8241✕ REJECT▸ PASSPORT
Approve. Add to DESK_ALPHA at 22%.
Done. VX-8241 queued for NinjaTrader export. Portfolio correlation holds at 0.14. Nothing else trades without your sign-off. 🫡

Live control

Every position on the account, not only the ones we opened.

The connector runs inside your own terminal, so what you manage from this site is your whole account — including trades you placed by hand.

SEE

Open positions, live

Symbol, side, size, entry, current price and floating profit. If your terminal stops reporting, the page says the figure is stale rather than showing an old number as though it were current.

CLOSE

Close, or scale out

Take the whole position, or a quarter, half or three quarters of it. A second click within a minute is refused — clicking 50% twice would otherwise take out 75%.

MANAGE

Move the stop and target

Adjust either, or remove one. A stop on the wrong side of the market is refused and told why, because it would close the trade the instant it arrived.

SEND

Market, limit or stop

A market order needs only an instrument, a side and a stop. Pending orders need the price they trigger at. The stop is never optional.

We still never hold your broker password. Every instruction above is a message your own terminal collects and carries out. Close the terminal and nothing moves.

See the assembly line running.

The live demo deck is open — campaigns, vault, brain, gauntlet and briefings, all clickable.