- Azure OpenAI fine-tuning cheat sheet: training files, jobs, events, checkpoints, metrics and deploymentsAI & GenAI · 13 Nov 2026
- Checklist: production readiness for multi-agent systems - handoffs, shared state, budgets and failure isolationAI & GenAI · 13 Nov 2026
- Testing AI agents before release: trajectory assertions, recorded tool replays and pass-rate gates in CIAI & GenAI · 9 Nov 2026
- Checklist: decommissioning a GenAI application - deployments, keys, indexes, logs and dataAI & GenAI · 8 Nov 2026
- AI agent tool calls executed twice: retries, timeouts and re-planning that send duplicate emails, tickets and paymentsAI & GenAI · 28 Oct 2026
- Azure OpenAI o1, o3, o3-mini and o4-mini retire on 19 November 2026 - what auto-upgrades, what breaks, and how to migrate provisioned deploymentsAI & GenAI · 27 Oct 2026
- Lessons from the 29 September 2026 Azure OpenAI incident in Sweden Central - multi-region failover with API Management and sensible retriesAI & GenAI · 27 Oct 2026
- Microsoft Foundry model retirements, November-December 2026 - Claude, codex-mini, Llama 4 Maverick, gpt-4o, Mistral, whisper and ttsAI & GenAI · 27 Oct 2026
- Stop surprise model upgrades in Azure OpenAI - versionUpgradeOption, the Models API lifecycle fields and a weekly retirement reportAI & GenAI · 27 Oct 2026
- Advisory: a well-architected review for GenAI workloads - questions per pillar for production readinessAI & GenAI · 25 Oct 2026
- Advisory: an evaluation strategy for GenAI applications - offline test sets, online signals and human reviewAI & GenAI · 25 Oct 2026
- Optimization: running LLM evaluations without a huge bill - tiered suites, smaller judges, caching and batchAI & GenAI · 25 Oct 2026
- The rollback switch: returning to the last good model or prompt version in one stepAI & GenAI · 25 Oct 2026
- Transformation: extending an existing MLOps platform to support LLM applicationsAI & GenAI · 25 Oct 2026
- Transformation: taking a GenAI proof of concept to production without rebuilding it twiceAI & GenAI · 25 Oct 2026
- LLMOps foundation: prompt versioning, evaluation gates and safe releasesAI & GenAI · 22 Oct 2026