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Infrastructure & automation

YOLOps Autonomous Trading Safety Platform

A trading research platform designed for production use, where AI can suggest decisions, but only strict software rules control capital, risk approval, and order authorization.

Infrastructure & AutomationProject visual
Abstract blue and green data signals passing through three deterministic safety gates while capital remains isolated below.
Industry context

AI-assisted financial systems

A trading research platform designed for production use, where AI can suggest decisions, but only strict software rules control capital, risk approval, and order authorization.

Challenge

Model-driven trading brings serious risks. AI's probabilistic logic can't be allowed to change capital rules, skip risk checks, or quietly alter how trades are made. Every account read, proposal, authorization, and experiment needed a clear record and a safe stop when information was missing or inconsistent.

Modernization path

BlueInGreen created a one-way decision system with typed AI contracts, deterministic risk controls, owner-approved capital, read-only broker syncing, append-only records, and safe simulation and offline learning workflows that never affect live trading.

Stack and methods
PythonFastAPIPostgreSQLSQLAlchemyPydanticRobinhood MCPOpenAIDocker

What we delivered

  • Deterministic capital manager and risk authorization engine
  • Strict typed contracts between AI proposals and executable orders
  • Read-only broker synchronization with account pinning and reconciliation
  • Append-only audit, experiment, and learning evidence models
  • Simulation and SHADOW operating modes with fail-closed safety controls

Operational impact

  • Kept probabilistic AI output outside the capital and authorization boundary
  • Made unexplained cash, stale evidence, and invalid model output fail closed
  • Created reproducible experiment records without live self-modification
  • Established a production-grade foundation for measured, gated system evolution
One-wayAI-to-authorization decision boundary
Read-onlycurrent broker synchronization mode
Append-onlycapital and experiment evidence
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