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 development candidate adds explicit contract mapping, canonical UTC ingestion, durable halt state, signal idempotency, atomic fill reconciliation, and vendor-neutral dual-channel alert evidence.
All financial strategies remain disabled until exact account rules, corrected parity evidence, sealed out-of-sample validation, dual-channel alert commissioning, and five operator-observed Sim101 lifecycles pass.
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.
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
WHYConnects this stage of the system flow
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
WHYConnects this stage of the system flow
WHYConnects this stage of the system flow
WHYConnects this stage of the system flow
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06 // Observability + control
WHYConnects this stage of the system flow
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07 // Gated financial boundary
WHYConnects this stage of the system flow
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GOVERNED OUTCOMEThe current development candidate disables every financial strategy, preserves Sim101 as the only commissioning path, and blocks non-simulation entries until exact account rules and retained operational evidence are supplied. No strategy is presently approved for live execution.Ingest → Research → Validate → Signal → Risk → Route → Observe → Commission
- 1Market exportsVerified
- 2VectorBT + OptunaVerified
- 3Holdout + walk-forwardVerified
- 4Monte CarloVerified
- 5Profile contractPartial
- 6SupabaseVerified
- 7Bridge agentVerified
- 8Drift watchdogVerified
- 9NinjaTrader 8Partial
- 10Human authorityVerified
19 YEARS • 6 AGENTS • 142 HISTORICAL TESTS
LIVE FINANCIAL EXECUTION GATED
PURPOSEA recruiter-readable visual summary of the detailed topology above; verification labels preserve the boundary between demonstrated, pending, and historical evidence.
02 // PROOF LIBRARY
Evidence gallery
Claim state: PartialArtifact type: Repository-derived evidenceReviewed: 2026-09-28
Fail-closed commissioning candidateCurrent development evidence for 530 passing tests, explicit contract mapping, canonical timestamps, durable halt and reconciliation controls, dual-channel alert receipts, and the all-strategies-disabled boundary.
Open full evidence Cyborg Trader local development working tree and direct Windows test execution; not a remote release or live-trading acceptance; accounts, endpoints, credentials, strategy performance, and P&L excluded
Claim state: VerifiedArtifact type: Repository-derived evidenceReviewed: 2026-07-28
Program evolution and authority boundaryRepository-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.
Open full evidence CyborgTrade private repositories, Nimbalyst handoffs, Fabric dashboard export, and current Git state; account identifiers, infrastructure endpoints, credentials, and performance values excluded
Claim state: HistoricalArtifact type: Sanitized reconstructionReviewed: 2026-08-23
Four-page Cyborg cockpit blueprintSanitized reconstruction of the exported operational cockpit: 4 pages, 26 tiles, 22 queries, and risk, signal, execution, and data-quality surfaces. Values and datasource identity are intentionally omitted.
Open full evidence Owner-provided dashboard-Cyborg_Cockpit.json export (schema 63); reconstructed from page and tile metadata without datasource identifiers, queries, account data, or performance valuesSanitized logical topology with evidence states.
Sanitized repository-derived dashboard or orchestration evidence is included above.
A short captioned product proof is still required.
A sanitized operational or product screenshot is still required.
NEXT CONVERSATIONDiscuss this architecture
Explore how this delivery pattern can be adapted to a governed enterprise deployment.
PRIVATE REVIEW ROOMSensitive evidence stays private
Production endpoints and restricted artifacts remain disconnected until an identity provider and access policy are explicitly configured.