Python Developer — Crypto Data + OpenAI Narrative Pipeline (MySQL)
a real-time crypto narrative + market microstructure system. The system ingests exchange data (ccxt), runs periodic LLM analysis (OpenAI), generates structured narrative heatmaps, computes market regimes, and exposes low-latency signals via Redis/Kafka for downstream trading components. build a single Python application that: Ingests crypto market data via ccxt. This is implementation job I have most of the code already its putting it together.
Calls OpenAI to extract narratives (JSON) Computes simple features (z-scores)
Classifies market regimes Saves outputs to MySQL Runs hourly via scheduler Tech Requirements:
Python ccxt pandas/numpy MySQL OpenAI API Basic JSON validation Time-series logic (shift, EWM) UTC timestamps Cron/APScheduler
Nice to Have: Async requests pydantic for validation Excluded from MVP: Kafka Redis Microservices Docker/Kubernetes HFT infra Deliverables: Single repo Structured code (not spaghetti scripts) MySQL schema README with run instructions
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