Proof-of-Signal — Event-Driven Signal Processing Platform
Backend system demonstrating event-driven processing pipelines with deterministic output verification.
Problem / Focus
Backend system demonstrating event-driven processing pipelines where a Go API gateway ingests data events and integrates with a Python ML service for signal enrichment. Each generated signal produces a deterministic SHA-256 proof hash allowing outputs to be reproduced and verified across runs. The project focuses on backend architecture patterns rather than trading logic.
Key engineering aspects
- Event ingestion and normalization pipelines
- Deterministic processing and idempotency
- Multi-service architecture (Go gateway + ML service)
- Background workers for signal processing
- Reproducible outputs using cryptographic hashing
Tech stack
What it solves
A deterministic event-driven processing pipeline where a Go gateway ingests data events and a Python service enriches them to produce reproducible signals.
- Event ingestion and normalization
- Idempotent processing and deduplication
- Deterministic outputs with a SHA-256 proof hash
- Replay mode for verification across runs
- Separation of decision logic and operational side-effects
The focus is backend architecture patterns: controlled processing under load, explicit failure handling, and reproducible outputs.