Posts tagged with "Migration"

Found 3 posts

DevOps & Infrastructure
August 31, 2026

Terraform to Bicep Migration on Azure: A Field Guide

Moving Azure infrastructure from Terraform to Bicep is less about converting HCL files and more about replacing a state-file workflow with a deployment-based one. This field guide covers when migration pays off, inventorying tfstate, incremental coexistence patterns, the decompile tooling that exists, deployment stacks as the lifecycle answer, and the what-if validation and rollback discipline that keeps the cutover safe.

Terraform
Bicep
IaC
Azure
DevOps
CI/CD
Deployment Stacks
Migration
By Falak Mahmood
Azure & Cloud
August 28, 2026

Azure Assistants API retired: migrating to Foundry Agents

The Azure OpenAI Assistants API reached its retirement date on 26 August 2026, and the classic Foundry Agent Service it underpins retires 31 March 2027. A step-by-step migration guide to the new Foundry Agent Service on the Responses API: threads become conversations, runs become responses, assistants become versioned agents, and Microsoft's migration tool rewrites code but not stored state.

Azure OpenAI
Assistants API
Foundry Agent Service
Responses API
Migration
AI Agents
Microsoft Foundry
Azure
GDPR
By Falak Mahmood
AI & Cloud Infrastructure
December 26, 2025

Cognitive Search to Azure AI Search: Manufacturing Migration

Microsoft renamed Azure Cognitive Search to Azure AI Search in late 2023 and added substantial vector, semantic, and agentic-retrieval capabilities. Manufacturing teams running legacy Cognitive Search deployments need a structured migration plan — not a like-for-like upgrade, but a targeted modernisation of the features that matter most.

Azure AI Search
Cognitive Search
Migration
Manufacturing
Azure
By Falak Mahmood