IDEAS, DECISIONS & LESSONS
Notes on AI, architecture and building useful products.
16 articles
27 Feb 2026 · 5 min read
azure
Part 1 of 7 — Why Azure Foundry Voice Live changes everything for real-time voice AI. Understand the architecture, compare alternatives, and see how to build an interview system that responds in under 200ms.
Read more27 Feb 2026 · 5 min read
audio-quality
Part 5 of 7 — Low latency is useless if the voice sounds robotic. Learn how to configure audio codecs, enable noise suppression, handle natural interruptions, and choose the right AI voice persona for an interview system.
Read more27 Feb 2026 · 6 min read
azure
Part 6 of 7 — Things will break. This is your complete troubleshooting guide for Azure Voice Live in Next.js: WebSocket drops, choppy audio, VAD false positives, session timeouts, quota limits, and every other issue you'll encounter.
Read more27 Feb 2026 · 6 min read
azure
Part 7 of 7 — Your demo works. Now make it production-ready for 1,000 concurrent interviews. Full guide to deployment options, WebSocket scaling, Azure pricing breakdown, cost estimations, and monitoring for Azure Voice Live.
Read more27 Feb 2026 · 5 min read
azure
Part 4 of 7 — Every millisecond counts in a voice interview. Learn how to architect your Azure Voice Live system for sub-150ms end-to-end latency through region selection, chunk tuning, buffer strategies, and WebSocket optimization.
Read more23 Feb 2026 · 6 min read
angular
Part 10 of 11 — Production CI/CD pipeline for Angular 21 + .NET 10 ecommerce. GitHub Actions workflows for build, test, API codegen check, Docker, Azure Container Apps deployment, and dependency automation.
Read more20 Oct 2024 · 4 min read
ai
We integrated Azure OpenAI into a client's enterprise platform. Here's the practical stuff — networking, content filtering, cost surprises, and what the docs don't cover.
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