Mission-Critical Systems & Algorithmic Trading
High-Frequency Algorithmic Trading Software Stabilization & AI Tuning
Full codebase optimization and exception-handling hardening for an experimental algorithmic trading system integrated with Interactive Brokers (IBKR).
Timeline: December 2024 – October 2025
Delivery: Production-Ready
✕ The Business & Technical Challenge
Trading strategy bots were crashing during high-volatility sessions due to asynchronous socket drops and unhandled broker rate limits.
⚙ The Engineered Architecture & Solution
Rebuilt socket retry logic, stabilized the IBKR API gateway, implemented automated position reconciliation, and integrated LLM-assisted strategy filtering.
✓ Measured Business Outcome & Impact
Achieved zero downtime across extended live trading sessions and protected capital with robust edge-case failovers.
Verified Client Endorsement
“Miracle exhibits strong coding skills, reliable critical thinking, and can handle extended work sessions. Highly dependable in various technical scenarios.”
Core Technology Stack
PythonInteractive Brokers (IBKR) APILLMsAlgorithmic TradingVS CodeGitHub
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