复制这段 Prompt，发给你正在使用的 AI 助手。
Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/microsoft/PilotSwarm.正在加载仓库 README…
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Work with Azure HorizonDB (preview) — its AI/embedding features, extension allow-listing, AGE/pgvector/pg_durable quirks, and the connection/TLS gotchas discovered while bringing up the horizon-facts incubator. Use when connecting to a HorizonDB cluster,…
原文语言：英语
Test a browser portal UX change in every layout mode it can meet - reading column on and off, live and after a reload, desktop and phone, Chromium and WebKit, with and without a canvas. Load before you call a portal layout, chat, session-list or canvas change…
原文语言：英语
Modify or extend the PilotSwarm terminal UI. Covers the shared-first architecture across ui-core, ui-react, and packages/app/tui, the current layout and visual conventions, prompt/question behavior, and the requirement to keep maintainer docs updated as the…
原文语言：英语
Use when creating or updating a plugin-driven CLI/TUI app on top of PilotSwarm. Covers plugin.json branding, agent/skill layout, worker modules, keybinding/help sync, and the DevOps sample structure.
原文语言：英语
Use when creating or updating an SDK-first app on top of PilotSwarm. Covers the client/worker split, plugin layering, tool registration, tests, and the DevOps sample structure.
原文语言：英语
Create a throwaway Azure VM next to the HorizonDB server and run the full `./scripts/run-tests.sh --all-providers` suite on it, with credentials copied for one run only. Use when HorizonDB tests time out from a laptop far from the server, when GitHub runners…
原文语言：英语
How to compute model latency and estimated $ cost from PilotSwarm data. Read this before calling a model "slow" or "expensive": most slowness is orchestration overhead, and a cost is a guess unless it cites a published price card.
原文语言：英语
How to inspect and render the shared knowledge GRAPH (size, health, Mermaid, orphans, duplicates) and see what graph search a session ran. Read this before answering about the graph. Applies only when the graph tools are present.
原文语言：英语
How a PilotSwarm session maps to a duroxide orchestration. Read this before concluding that an "idle" session's orchestration is broken, stopped or stuck: most idle sessions are healthy, dehydrated and waiting for their next stimulus.
原文语言：英语
Interactive and SHARED canvas apps — page actions, the canvas_kv store, requests the page queues, the session's files and declared commands (canvas-ws), saving apps. Load before any canvas that takes input, uses files, or is shared.
原文语言：英语
How to build a self-contained HTML visual for the session canvas or the portal viewer — the sandbox contract, responsive rules, and the chart/dashboard idioms that survive it.
原文语言：英语
Keep dated notes in your own folder, so later sessions can pick up where earlier ones stopped.
原文语言：英语
Share a file with other people through the shared folder, and find what others shared.
原文语言：英语
Prepare and cut Microsoft PilotSwarm releases through GitHub Actions, with all-provider testing, package tarballs and automatic test deployment.
原文语言：英语
Add a new integration test to PilotSwarm test suite. Tests verify end-to-end flows through PilotSwarmClient, duroxide orchestration, and the Copilot SDK.
原文语言：英语
Diagnose and fix a failing integration test in PilotSwarm. Covers the full call chain from PilotSwarmSession.sendAndWait through duroxide orchestration to CopilotSession, common failure patterns, and how to inspect orchestration and CMS state.
原文语言：英语
Deploy or inspect PilotSwarm on AKS; route managed Azure updates through Actions and explicit legacy targets through their operator recipes.
原文语言：英语
Reset remote PilotSwarm state for AKS safely. Use when wiping the PilotSwarm database/blob state, clearing stale orchestration history, or recovering from namespace drift and replay/nondeterminism issues.
原文语言：英语
Scaffold a PilotSwarm Azure environment or update an existing Bicep/GitOps stamp; route managed deployments through Actions.
原文语言：英语
Use when bringing up a PilotSwarm portal stamp with `PORTAL_AUTH_PROVIDER=entra` and no existing `PORTAL_AUTH_ENTRA_CLIENT_ID`. Drives the Entra app-registration step (create app, configure redirect URIs, optionally define app roles + require assignment,…
原文语言：英语
Use when adding or removing users / groups from the 'admin' or 'user' app roles on a PilotSwarm portal Entra app. Wraps deploy/scripts/auth/Set-PortalAuthAssignments.ps1 — idempotent, re-runnable, resolves UPNs / object ids / group display names. Required…
原文语言：英语
Use after deploying a PilotSwarm stamp with VPN_GATEWAY_ENABLED=true when an operator needs the Azure VPN client profile (azurevpnconfig.xml). Wraps deploy/scripts/auth/Get-VpnClientProfile.ps1 — downloads the gateway-issued profile zip via 'az network…
原文语言：英语
Use when packaging and deploying a PilotSwarm-based app to Azure or AKS. Covers remote worker parity, environment/config wiring, manifests, and rollout constraints.
原文语言：英语
Use when a PilotSwarm app needs stock PostgreSQL for runtime storage plus HorizonDB for enhanced facts, semantic/lexical search, and the knowledge graph. Covers env topology, horizonConfigFromEnv wiring, harvester agents, Azure secret/resource guidance, and…
原文语言：英语
Use when an SDK or CLI app needs to ingest external sources into durable, searchable knowledge and an open knowledge graph. Covers enabling the EnhancedFactStore + GraphStore providers, authoring a crawler:true agent, the crawl→graph→reader flow, ACL/scopeKey…
原文语言：英语
Use when creating or updating a browser portal on top of PilotSwarm. Covers portal branding, plugin.json.portal, named-agent exposure, auth add-ons, and remote deployment wiring.
原文语言：英语
Reference for adding a Tier 3 worker AKS cluster to a PilotSwarm deployment. Covers provisioning, identity, Dockerfile changes, entrypoint, manifests, and verification.
原文语言：英语
The order of operations for changing a live package safely — diagnose, patch, publish, converge, verify, roll back. Use whenever you are about to modify an agent package that something is already running on.
原文语言：英语
Use when creating or editing PilotSwarm .agent.md files, prompt-layer manifests, or builder templates that generate agents. Covers schemaVersion/version frontmatter, SemVer bump guidance, and session.prompt_layers expectations.
原文语言：英语
Use when creating or editing PilotSwarm app agents in agents/*.agent.md. Covers schemaVersion/version frontmatter, version bump guidance, and prompt layer version visibility.
原文语言：英语
Diagnose and fix nondeterminism errors in the duroxide orchestration. Covers the replay model, common violations, and how to audit orchestration code for determinism.
原文语言：英语
The editing pass order, the measure-don't-assert rule, and which surface answers which question.
原文语言：英语
Evidence, timestamp, numerical, and communication standards for stock and finance research.
原文语言：英语
Compact valuation discipline for DCF, multiples, and scenario analysis.
原文语言：英语
The shape of PilotSwarm — the pieces, how a turn flows through them, and the rules that constrain each layer.
原文语言：英语
Workarounds for common Azure issues: RBAC with Conditional Access, PostgreSQL region restrictions, Key Vault + CSI Driver setup.
原文语言：英语
System maintenance agent that monitors and cleans up completed/zombie sessions.
原文语言：英语
Run and analyze the horizon-facts cross-model evaluation sweep (graph-grounded vs parametric+web closed-QA), sweeping harvester × query × judge models into a 3×3×3 score tensor with an LLM-generated bias-aware report. Use when collecting fresh sweep results,…
原文语言：英语
Infrastructure and resource monitoring agent. Tracks compute, storage, database, and runtime footprint.
原文语言：英语
Add or modify a PostgreSQL schema migration for the CMS or Facts store. Covers creating migration functions, stored procedure changes, diff file generation, and TypeScript caller updates.
原文语言：英语
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