analyze-adoptionUse when a user wants to understand why a technology, AI tool or process may not be adopted and what interventions are likely to improve usage.
analyze-decisionUse when a user wants to identify what was decided, what remains an assumption, and whether notes, messages or requirements contain conflicting statements.
analyze-incidentUse when an outage or production failure needs an evidence-based timeline, root cause, impact and preventive actions.
analyze-requirementsUse when a user provides a feature request, client request, brief or requirement set and wants it made implementation-ready and testable.
assess-agent-readinessUse when an AI agent should be assessed for pilot or production readiness.
assess-agentkit-releaseUse when AgentKit should be assessed for a versioned release across structure, routing, eval coverage and deprecations.
assess-ai-product-opportunityUse when an AI/agent idea should be assessed for real product value, frequency, feasibility and safer non-AI alternatives.
assess-automation-opportunityUse when a business process should be assessed for Power Automate, agentic automation or another workflow automation approach.
assess-automation-scaleUse when an automation's likely volume, cost and bottlenecks should be assessed before scaling.
assess-mcp-release-readinessUse when an MCP server should be assessed for pilot or production readiness.
assess-product-opportunityUse when repeated consulting, training or delivery work may be turned into a reusable product, workshop, service or subscription.
assess-training-readinessUse when a training, workshop or hands-on session must be checked for real-world delivery readiness, including labs, access, tooling and fallback plans.
audit-agentkit-routingUse when AgentKit Skill/plugin routing should be checked for ambiguous triggers and boundary regressions.
audit-knowledge-qualityUse when a knowledge base, memory set or project context should be reviewed for staleness, duplication, unsupported claims and weak provenance.
audit-person-memoryUse when stored person context should be reviewed for relevance, duplication, sensitivity and unsupported inference.
build-case-studyUse when completed client work should become a credible case study without exaggeration.
build-mcp-test-planUse when an MCP server needs a practical test matrix across protocol, backend, auth and failures.
build-operational-runbookUse when a technical process needs an executable runbook with troubleshooting and escalation.
build-person-contextUse when provided messages or notes should be turned into a respectful, durable person-context summary.
build-task-contextUse when a task needs a compact relevant context package assembled from a larger body of knowledge or project history.
build-training-moduleUse when one part of a technical training should be designed from concept through explanation, example, demo, guided practice and challenge.
check-definition-of-doneUse when a user wants to verify whether code, a document, workflow, project result or other artifact is genuinely complete rather than merely implemented.
choose-daily-focusUse when the user wants to choose one meaningful outcome to finish today while protecting focus and energy.
close-consulting-engagementUse when a consulting engagement should be closed with acceptance, value evidence, open items and reusable IP captured.
close-work-itemUse when a user wants to determine whether a project, task, delivery or client item is truly ready to close.
compare-optionsUse when a user wants to compare technologies, architectures, vendors or implementation approaches and receive a concrete recommendation.
compound-learningUse when new knowledge should be converted into reusable teaching, consulting or product assets rather than remain passive learning.
compress-contextUse when a large conversation, project history or document set must be compressed without losing decisions, constraints, evidence and next actions.
conduct-decision-researchUse when research should support a concrete technical, product or business decision rather than produce a generic information summary.
curate-knowledgeUse when notes, research or project information should be cleaned, deduplicated and stored as durable reusable knowledge rather than raw history.
define-analytics-questionUse when a vague reporting or analytics request should become a decision-oriented data question.
design-agent-evalsUse when an agent, MCP workflow or AI automation needs practical evaluation cases for routing, tools, failures and safe behavior.
design-agent-productUse when an AI agent should be designed as a product with user journey, trust, metrics, feedback and governance built in.
design-api-integrationUse when an API-backed integration needs capability mapping, auth, contracts, resilience and deployment-aware architecture.
design-automation-fallbackUse when a critical automation needs safe manual recovery and reconciliation behavior.
design-automation-operationsUse when an automation needs monitoring, SLA, ownership and operational support design.
design-azure-integrationUse when an integration or backend capability needs a minimal Azure architecture with identity, security, operations and rollback.
design-dotnet-serviceUse when a .NET service or API should be designed with clear boundaries, DI, configuration, observability and testability.
design-enterprise-rolloutUse when a user wants a practical rollout plan for a new AI, Microsoft or digital capability in an enterprise environment.
design-event-driven-flowUse when a workflow may benefit from events, queues, asynchronous processing or decoupled integration.
design-governanceUse when a new AI, Microsoft or digital capability needs proportionate governance, ownership and minimum policy controls.
design-learning-sprintUse when a technical topic should be learned quickly through hands-on work with clear proof of competence.
design-m365-solutionUse when a business process or productivity problem should be translated into a practical Microsoft 365, Power Platform or Copilot solution architecture.
design-mcp-capabilitiesUse when an API or backend should be translated into a clean MCP capability model.
design-mvpUse when a user wants to turn an idea into the smallest practical MVP that can validate value, feasibility and demand.
design-offeringUse when a consulting, training or AI capability needs to become a sellable package, workshop, service or subscription.
design-pilotUse when a product, AI capability, automation or enterprise change should be validated through a small controlled pilot before scale-up.
design-power-platform-solutionUse when a Power Apps, Power Automate or Dataverse solution needs architecture, environment, governance and ALM decisions.
design-quarter-focusUse when many goals should be reduced to a focused quarterly direction with a small set of compounding initiatives.
design-trainer-demoUse when a technical concept needs a reliable instructor demo with clear talking points, expected observations and fallback behavior.
diagnose-technical-issueUse when a technical problem, error or unreliable behavior must be narrowed to the most likely cause and next diagnostic step.
extract-reusable-ipUse when completed project, training, consulting or development work should be mined for reusable assets, templates, Skills, labs or products.
final-message-checkUse when a user wants a fast final check of an email, chat message or other outbound text before sending, focused only on material risks and clarity.
find-next-actionUse when a user provides an email, note, meeting outcome, project item or conversation and wants the next concrete action or waiting-for state.
generate-test-strategyUse when a user wants a practical test strategy derived from requirements, risks, changes or acceptance criteria.
grow-client-accountUse when existing client work should be reviewed for follow-on opportunities, relationship actions and reusable value.
identify-training-expansionUse when completed training may lead to additional modules, workshops or implementation support.
improve-observabilityUse when debugging or operations are hindered by missing logs, metrics, traces or correlation data.
manage-commercial-pipelineUse when multiple leads and opportunities should be prioritized into a focused commercial pipeline.
manage-consulting-scopeUse when a consulting engagement needs clear scope control, assumptions and risk tracking.
optimize-agent-economicsUse when an agent's latency, token/tool cost or operational overhead should be balanced against task value.
optimize-agentkit-contextUse when AgentKit token/context cost should be reduced without losing capability quality.
plan-changeUse when a user wants to implement a technical or process change safely, including impact, dependencies, verification and rollback.
plan-content-campaignUse when one core topic should be turned into a small coherent set of content assets tied to a business goal.
plan-content-reuseUse when a source artifact such as training, research, code, notes or a client solution should be repurposed into multiple useful outputs.
plan-training-dayUse when learning objectives and modules should be turned into a realistic instructor-led day plan with enough practice and contingency.
position-workshopUse when a workshop or training product needs a clear promise, audience, business value and realistic outcome.
prepare-change-communicationUse when a release, rollout or process change should be communicated clearly to users and stakeholders.
prepare-client-handoffUse when a consulting solution should be handed over with ownership, documentation and capability transfer.
prepare-client-statusUse when project information should be turned into a concise stakeholder status update.
prepare-continuationUse when work must be paused or transferred and the user wants a clean continuation checkpoint for a future session or another AI.
prepare-executive-briefUse when complex technical or project information should be converted into a concise management decision brief.
prepare-handoffUse when a user wants to transfer project, task or conversation context to another person or AI so work can continue without rereading the full history.
prepare-person-followupUse when the user wants context and the next useful follow-up before contacting someone.
prepare-power-platform-releaseUse when a Power Platform solution must be promoted safely across environments.
prepare-proposal-strategyUse when an active opportunity needs a proposal strategy before writing the actual proposal.
prepare-security-approvalUse when a technical change needs a concise security approval package rather than an open-ended review.
prepare-training-deliveryUse when an upcoming client training needs a complete operational readiness check.
prioritize-agent-roadmapUse when an AI agent roadmap should be phased from prototype through pilot to production based on value and evidence.
prioritize-learning-radarUse when technology updates, courses or topics should be filtered into a focused learning radar based on real work relevance.
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