Fabric/Kusto telemetry, VectorBT research, MLflow experiments, Monte Carlo drawdown analysis, and a four-page operational cockpit established the research foundation.
CYBORG TRADER // VERIFIED CASE STUDY
Governed Multi-Agent Trading Platform
Research deeply. Promote narrowly. Execute only after evidence.A profile-aware algorithmic trading and risk-control platform spanning Microsoft Fabric research, nineteen-year validation, Supabase operational state, six isolated agents, NinjaTrader/Tradovate integration, and a deliberately gated paper-to-live path.PROGRAM EVOLUTION
From prototype to governed operations
A three-node, six-agent system separates data bridging, indicators, signals, risk, order lifecycle, exits, backtesting, persistence, and operator telemetry.
ES refresh, retro-validation, lifecycle-test correction, NinjaTrader imports, five Sim101 lifecycles, drift baseline, and operator-observed cutover remain gated.
First pass the MFFU 25K evaluation with one defensible strategy; then operate a monitored funded account and promote new strategies only through the same evidence chain.
AI CAPABILITY PLANEWhere intelligence operates—and where authority stops
Strategy research automationRegime-aware signal evaluationDrift detection
Models and deterministic strategies may produce candidate signals; profile-aware risk rules, lifecycle gates, paper trading, and the operator retain authority over promotion and financial execution.
01 // SYSTEM TOPOLOGY
Connected architecture
Evolutionary architecture from Fabric research lab to a governed six-agent runtime, with the live financial boundary intentionally gated.
PlatformData planeEdge / external
01 // Market + research inputs
WHYConnects this stage of the system flow
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02 // Research platform
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03 // Promotion governance
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04 // Operational state
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05 // Six-agent runtime
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06 // Observability + control
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07 // Gated financial boundary
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GOVERNED OUTCOMEFull-history validation disabled unsuitable strategies, selected Strategy B on ES for the 25K evaluation profile, and preserved live execution as a gated operator decision rather than an automatic promotion.Ingest → Research → Validate → Signal → Risk → Route → Observe → Gate
02 // PROOF LIBRARY
Evidence gallery
Verified // reviewed 2026-07-28Program evolution and authority boundary
Repository-backed lifecycle view separating the historical Fabric research lab, current governed six-agent platform, active paper-to-live gates, and the pass-then-fund operating goal.
CyborgTrade private repositories, Nimbalyst handoffs, Fabric dashboard export, and current Git state; account identifiers, infrastructure endpoints, credentials, and performance values excludedSanitized logical topology with evidence states.
Sanitized dashboard export or orchestration capture still required.
A short captioned product proof is still required.
A sanitized operational or product screenshot is still required.
PRIVATE REVIEW ROOMAuthentication boundary prepared
Production endpoints and sensitive artifacts stay disconnected until an identity provider and access policy are explicitly configured.