Engineering Notes

Blog & Tutorials

Practical playbooks, patterns, and checklists for shipping reliable AI systems on cloud platforms.

microsoft-foundry Feb 7, 2026

Microsoft Foundry TTS: Production-Ready Guide

A technical guide for beginners and intermediate developers: TTS concepts, architecture, production code, validation, and rollout.

Read More arrow_forward
langgraph Feb 7, 2026

LangGraph: Production-Ready Workflow Orchestration

A technical guide for beginners and intermediate developers: LangGraph concepts, architecture, production code, validation, and rollout.

Read More arrow_forward
azure-openai Feb 7, 2026

Azure OpenAI Fine-Tuning: Production-Ready Guide

Production-first fine-tuning on Azure OpenAI with clear concepts, architecture, implementation steps, validation, and rollout practices.

Read More arrow_forward
gen-ai Jan 3, 2026

Stop Treating GenAI Like a Feature — It’s a System

A production-ready guide that reframes GenAI as a system with contracts, context assembly, validation, and operational controls.

Read More arrow_forward
gen-ai Jan 7, 2026

Designing Deterministic GenAI Systems in a Probabilistic World

Production patterns for deterministic behavior: structured outputs, validation loops, canonicalization, and fallbacks.

Read More arrow_forward
gen-ai Jan 26, 2026

A Production Readiness Checklist for GenAI Systems

A production checklist covering contracts, evaluation, observability, cost controls, and rollout readiness.

Read More arrow_forward
gen-ai Jan 19, 2026

Handling Partial Failures in Multi-Step GenAI Workflows

Production patterns for multi-step GenAI reliability: retries, fallback paths, compensation, and degradation.

Read More arrow_forward
gen-ai Jan 12, 2026

CI/CD for GenAI Systems: What Actually Changes

A production CI/CD blueprint: versioned prompts, evaluation gates, promotion, and rollback.

Read More arrow_forward