AI models do not fail due to bad coding; they fail due to an upstream change in the input. Combine contracts with circuit breakers to stop bad data from entering models.
MuleSoft IDP uses AI to extract and structure data from documents like invoices and PDFs, helping automate workflows, reduce errors, and improve processing speed.
Jakarta EE 12 introduces the Data Age of Enterprise Java with Jakarta Query, improved data access, and a unified model for cloud-native and polyglot systems.
A practical guide to SaaS architecture decisions that determine whether platforms scale cleanly or collapse under technical debt, security, and growth pressure.
Use Kong as an API gateway to centralize JWT auth, rate limiting, and access control across all microservices, keeping individual services focused on business logic.
Instrument a Python Flask service with OpenTelemetry auto trace requests, export metrics to Prometheus, and inject trace IDs into logs for observability in one setup.
LLM-powered deep parsing converts messy industrial inventory data into structured, searchable data, enabling precise searches and scalable deduplication.
Achieve zero-downtime deployments for Java applications on Kubernetes using rolling updates, readiness/liveness probes, and graceful shutdown strategies.
Define API, event, and DB contracts upfront to enable parallel development, catch breaking changes in CI, and maintain consistent, reliable integrations.
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