Streaming LLM responses dramatically improves user experience. After implementing streaming for 20+ LLM applications, I’ve learned what works. Here’s the complete guide to implementing Server-Sent Events for LLM streaming. Figure 1: Streaming Architecture Why Streaming Matters Streaming LLM responses provides significant benefits: Perceived performance: Users see results immediately, not after 10+ seconds Better UX: Progressive […]
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Event Sourcing Fundamentals: Storing Events Instead of State
Event Sourcing flips traditional database design on its head. Instead of storing current state, you store the events that led to that state. It’s not for every project, but when it fits, it’s powerful. The Concept In a typical system, you update records in place. An order goes from “pending” to “shipped” by updating a […]
Read more →ASP.NET Page Life-Cycle Events
Since the beginning days i was working on with ASP.NET 1.1, quite familiar with the life-cycle events within the ASP.NET 1.1. But still it will be difficult to remember everything, when we are asked unexpectedly, since my memory management is poorer. :-). Recently in one interview, while doing the management round interview discussion, i have […]
Read more →The Event-Driven GenAI Pattern: Asynchronous Bedrock Orchestration via Amazon EventBridge
Enterprise GenAI integrations are fatally exposed when treating foundation models like standard REST APIs. Integrating Claude 3.5 Sonnet directly to heavy UI components results in chronic HTTP timeouts. By early 2026, the industry standard relies on DynamoDB streams, EventBridge, and AWS Step Functions. Here is the practitioner blueprint for robust, asynchronous LLM orchestration at scale.
Read more →The 2026 AWS Serverless Stack: Managed Instances, SQS Provisioned Mode, and the End of 256 KB Limits
Four platform releases from re:Invent 2025 and Q1 2026 complete the enterprise AWS serverless stack: Lambda Managed Instances with GPU support, SQS Provisioned Mode ESM for instant burst scaling, 1 MB async payload expansion, and .NET 10 / Node.js 24 runtimes with Native AOT.
Read more →AWS Lambda Durable Functions: Building Reliable Stateful Workflows Without Step Functions
Lambda Durable Functions (re:Invent 2025) introduces checkpoint-and-replay stateful execution directly in Lambda. A deep technical dive into steps, waits, AI agent pipelines, error handling, cost modelling, and when to choose Durable Functions over AWS Step Functions.
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