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How structured prompt pipelines make FastAPI services more composable, testable, and easier to evolve inside AI-backed systems.
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Choosing between a monolith and microservices depends less on trends and more on delivery shape, team structure, and product complexity.
Malformed JSON shows up often in real integrations. The value is in recovering safely without hiding upstream issues.
Legal NLP can accelerate review and research, but only when teams stay strict about accuracy, provenance, and human review.
