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Infrastructure & automation

YOLOps Autonomous Trading Safety Platform

A production-oriented trading research platform where AI can propose decisions, but deterministic software owns capital eligibility, 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 production-oriented trading research platform where AI can propose decisions, but deterministic software owns capital eligibility, risk approval, and order authorization.

Challenge

Model-driven trading creates a dangerous systems problem: probabilistic reasoning cannot be allowed to redefine capital, bypass risk policy, or silently mutate execution behavior. Every account read, proposed decision, authorization, and experiment needed a durable evidence trail with a fail-closed path when inputs were incomplete or inconsistent.

Modernization path

BlueInGreen designed and engineered a one-way decision architecture around typed AI contracts, deterministic risk controls, owner-authorized capital, read-only broker synchronization, append-only evidence, simulation, and offline learning workflows that cannot modify live runtime behavior.

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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