In architectural discussions surrounding modern data systems, we previously examined how pivoting from an event-driven to a change-driven paradigm introduces...

Groundwork: an AI-planned, deterministically-executed enterprise data platform provisioner for Azure - lukemurraynz/Groundwork

Microsoft Foundry Labs is the home of cutting-edge AI experiments from Microsoft. Explore frontier-research models, interactive playgrounds and open-source releases — built today, available to you now.

Agent Package Manager (APM) brings package.json-style manifests, lockfiles, and policy-based governance for AI agents in Azure engineering.

Keep RAG embeddings fresh with Drasi's continuous vector sync—per-change embeddings and deletions, lower cost than nightly reindexing.

Give Copilot a live data feed with Drasi's MCP Reaction: subscribe to continuous queries for instant push updates—no polling, real-time agent context.

Detect cross-resource drift in AKS with Drasi and Cypher—standing Cypher queries over your cluster graph for temporal, relational compliance and alerting.

Detecting absence with Drasi: continuous PostgreSQL queries (trueLater/trueFor) to alert when events stop—replace pollers with real-time, reliable alerts.

Classic real-time strategy in the world of Westeros. Conquer the Seven Kingdoms solo, or dominate your enemies to claim the Iron Throne in multiplayer skirmish. Command the Great Houses, rally iconic ...

Production-hardened AI coding-agent skills for Azure platform work - lukemurraynz/hve-agent-skills

How I built a governed, evidence-first AI workshop pipeline on Azure, from sticky notes to approved delivery documents, with every step auditable.

Governance and community material for KubeFleet. Contribute to kubefleet-dev/community development by creating an account on GitHub.

Learn about Infrastructure Resiliency Manager in Resiliency in Azure and how to view resiliency posture across your resources and service groups at scale.

A practical walkthrough of Azure Monitor SLIs on Service Groups, error budget burn alerts, and Azure SRE Agent remediation for an AKS workload.

Apply the strangler fig pattern to retire a legacy dispatch layer: domain-by-domain migration, route parity tests, ported tests, and safe cutovers.

Learn how I built Execution Ledger, a durable workflow orchestrator in Rust running on Azure Container Apps with step-level replay, idempotency, compensation, KEDA autoscaling, and managed identity.

Execution Ledger. Contribute to lukemurraynz/Execution-Ledger development by creating an account on GitHub.

Detect silent LLM fallbacks: when AI agents return templated responses with 200 OK, monitor token usage and fallback rates to avoid hidden correctness failures.

Prevent silent regressions by treating prompt edits like code deploys, with automated tests, CI gating, and continuous evaluation.

Learn four ways reasoning-tier models can break Azure OpenAI integrations and how to fix API versioning, params, token budgets, and reasoning_effort.

Terraform provider for Azure Resource Manager. Contribute to hashicorp/terraform-provider-azurerm development by creating an account on GitHub.

The eight metre flying model took to the skies again this morning.

Lessons and best practices for hosting production multi-agent services with Microsoft Foundry hosted agents—compute, protocols, sizing, and deployment tips.