Domain patterns for event-driven and message-based systems — pub/sub, event sourcing, CQRS, sagas, delivery guarantees, schema evolution, and failure modes. Use
Project Osmos for Microsoft Fabric. Use for complex, long-running Fabric/OneLake data engineering workflows where the agent should write and run Spark code, tra
Handle a GitHub Security Advisory response for Paperclip, including confidential fix development in a temporary private fork, human coordination on advisory-thr
Domain patterns for peer-to-peer system architecture — network topologies, NAT traversal, peer discovery, data distribution, consistency without central authori
Migrate from A365 Observability SDK to Microsoft.OpenTelemetry distro. Use when converting an existing agent that uses Microsoft.Agents.A365.Observability packa
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an e
After mcs-lab-issue-filer has filed (or commented on) the audit issue for a lab, apply the findings' suggestedcorrection diffs to the lab markdown and copy any
Domain patterns for real-time and collaborative systems — persistent connections, state synchronization, conflict resolution, presence, fan-out, and failure mod
Append screenshot updates from a lab audit run onto an EXISTING open fix-PR branch in the active instance's lab repo (microsoft/mcs-labs by default). Replaces m
Write a release announcement — changelog, blog post, in-app note, or social post — that leads with user impact, names the audience, and includes upgrade/migrati
Algorithm reference and self-contained PySpark notebook templates for cleaning Microsoft Fabric lakehouse tables. Covers profiling, duplicate detection, null an
Run a single Terminal-Bench problem through Paperclip in a bounded, human-in-the-loop improvement cycle until the smoke passes, the board rejects the next fix,
Triage Paperclip inbox issues that are stale, blocked, in-review, or assigned-but-not-progressing, and decide a single next action per issue (resume, reassign,
Audit Microsoft Copilot Studio labs end-to-end for any event or workshop. Resolves the mcs-labs repo location dynamically (clones/updates it as needed), enumera
Download a snapshot dump file from Application Insights Snapshot Debugger. Use this when asked to download, save, or export a snapshot or .dmp file for offline