https://www.svegile.com/blog Engineering writing from the Svegile team on AI agents, cloud migrations, APIs, observability, and operating software after launch. en Wed, 29 Apr 2026 08:00:00 +0000 https://www.svegile.com/blog/blue-green-vs-canary-vs-rolling-deployments https://www.svegile.com/blog/blue-green-vs-canary-vs-rolling-deployments Wed, 29 Apr 2026 08:00:00 +0000 There is no universally correct deployment strategy. The right choice depends on rollback speed, observability maturity, coexistence risk, and budget. https://www.svegile.com/blog/batch-vs-streaming-in-ai-pipelines-when-latency-actually-matters https://www.svegile.com/blog/batch-vs-streaming-in-ai-pipelines-when-latency-actually-matters Mon, 20 Apr 2026 08:00:00 +0000 Stop rebuilding batch pipelines as streaming because someone said real-time everything. The real question is where lower latency creates measurable value. https://www.svegile.com/blog/aws-well-architected-framework-lessons-from-real-migration-projects https://www.svegile.com/blog/aws-well-architected-framework-lessons-from-real-migration-projects Tue, 14 Apr 2026 08:00:00 +0000 The Well-Architected Framework is a diagnostic conversation, not a certification. Its value comes from honest answers about migration risk, not green reports. https://www.svegile.com/blog/automating-document-processing-pipelines-ocr-classification-validation https://www.svegile.com/blog/automating-document-processing-pipelines-ocr-classification-validation Sun, 05 Apr 2026 08:00:00 +0000 Stop building monolithic document processing systems. The durable pattern is a layered pipeline with OCR, classification, validation, and confidence routing. https://www.svegile.com/blog/api-versioning-strategies-that-do-not-break-existing-clients https://www.svegile.com/blog/api-versioning-strategies-that-do-not-break-existing-clients Fri, 27 Mar 2026 08:00:00 +0000 Most teams still break consumers and treat deprecation as an afterthought. Versioning is how you keep the API promise. https://www.svegile.com/blog/api-gateway-patterns-authentication-routing-transformation-edge https://www.svegile.com/blog/api-gateway-patterns-authentication-routing-transformation-edge Wed, 18 Mar 2026 08:00:00 +0000 Authentication, routing, and transformation belong at the gateway: centralizing them removes inconsistency, shrinks the security surface, and frees services. https://www.svegile.com/blog/anatomy-of-a-production-ai-agent-memory-tools-guardrails-fallbacks https://www.svegile.com/blog/anatomy-of-a-production-ai-agent-memory-tools-guardrails-fallbacks Fri, 06 Mar 2026 08:00:00 +0000 A demo agent chains a model to a tool. A production agent survives failing APIs, policy limits, and messy workflows thanks to the subsystems around it. https://www.svegile.com/blog/alert-fatigue-designing-alerting-rules-that-get-acknowledged https://www.svegile.com/blog/alert-fatigue-designing-alerting-rules-that-get-acknowledged Sat, 28 Feb 2026 08:00:00 +0000 Alert fatigue starts when teams page on internal noise instead of real user pain. Better alerting starts with symptoms, SLO burn rates, and ruthless pruning. https://www.svegile.com/blog/agent-observability-tracing-multi-step-reasoning https://www.svegile.com/blog/agent-observability-tracing-multi-step-reasoning Thu, 12 Feb 2026 08:00:00 +0000 Agent observability is the difference between shipping AI agents and understanding why they fail, loop, or overspend in production.