GKQUANT STUDIO
> From signal to fill, every step on the record.
Not another backtest story โ a quant infrastructure that actually runs. From market perception and strategy research to risk orchestration and real broker execution, every step is traceable. Signals are suggestions; survival is mandatory.
Four Capability Pillars
From spotting an opportunity to placing the trade, every layer has boundaries โ and evidence.
Perceive: The Market Never Sleeps
Macro regime, live market boards, options and alternative data converge in real time, driven by a rule engine that runs 7x24 โ the system stays on even when you're not at the desk.
Decide: A Production-Grade Research Engine
Data ingestion, factor research, multi-strategy backtesting, and screening keep evolving across 20+ modules, fed only by real market data โ never fabricated.
Act: An Order Loop That Actually Lands
Once a signal fires, account sync and risk checks run automatically, then it's routed straight into a real broker client to place the order โ results write back the same path. Not a diagram; a pipeline that runs every day.
Govern: Contract-First, Fully Auditable
Assets, signals, risk, and events all move through versioned contracts โ every decision and every fill leaves a traceable event record.
The system evolves across six independent modules, but the contracts stay stable and never quietly drift.
Not an Architecture Diagram โ a Pipeline That Runs Every Day
From the moment a signal is born to the moment it becomes a real fill, there's no gap and no black box.
Perceive
A 7x24 resident rule engine scans macro and market context to surface candidate signals
Research
Factor and strategy engines backtest and validate, filtering down to actionable calls
Orchestrate
Signals and risk rules are validated against unified contracts to generate execution orders
Execute
Automation connects directly to a real broker client to sync accounts and place orders
Record
Fill results write back the same path โ every event stays on the record and replayable
Every step is a real service running 7x24 โ not a concept sketch.
Unified Contract Definition
Not a promise written in a doc โ a rule enforced at runtime. That's why every execution can be replayed.
{
"version": "1.0.0",
"system": "GKQuantForge",
"type": "SIGNAL",
"payload": {
"asset": "BTC/USDT",
"direction": "LONG",
"strength": 0.85,
"timestamp": "2024-03-20T10:00:00Z"
},
"signature": "sha256:..."
}Backtests You Can See, Returns You Can Re-derive
Strategy performance is always framed by risk state and event records โ returns are never shown apart from their constraints.
Backtest Trajectory
Return Comparison
Why Trust GKQuantStudio
One person can still hold institutional-grade engineering discipline โ survival first, contracts first, everything on the record.
Engineering discipline, not marketing copy
Separation of Concerns, No Overreach
Perception never touches positions, research never places orders, execution never touches strategy โ six modules, each in its lane. Crossing the line is a design bug, not a feature.
Survival Before Returns
Risk rules are code and runtime state โ queryable, and able to force-intervene. No strategy can bypass risk control to place an order directly.
Contract-First, No Verbal Agreements
Assets, signals, risk, and events all move through versioned schemas โ interface changes go through contract review before they ever ship.
Implementation
Python
Strategy research & backend services
Vue 3
Shared frontend framework across all six modules
FastAPI
Contracts and data services
Astro
Structured information delivery
TailwindCSS
Consistent, readable UI
React
This page's interactive charts
Long-term Evolution
We iterate without breaking contracts, favoring slow correctness over fast mistakes.
Want to see for yourself
how a signal becomes a fill?
Inspect the real, running contract definitions โ or request studio access to experience the full loop from perception to execution.
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