Batch populate summary fields using content analysis
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概要と使いどころ
Batch populate summary fields using content analysis
日本語の概要は準備中です。原文の説明を表示しています。
Expert community-led growth and community management guidance. Use when building developer communities, Discord/Slack communities, online communities, managing community platforms, designing member onboarding, creating engagement programs, running ambassador programs, measuring community health, setting up moderation systems, or implementing DevRel strategies. Use for community-led growth, member activation, user-generated content programs, and community governance.
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Use when Codex must make a high-quality judgment on any complex problem, not only technical problems. Trigger when a question has high complexity, uncertainty, cost of being wrong, long-term impact, value tradeoffs, possible structural causes, or when the user asks for 全面思考, 深度理解, 系统性分析, 帮我想清楚, 从根上看, 这件事到底怎么看, 方法论, 复杂问题拆解, 系统方案, 架构判断, 策略判断, or 根因分析. Also trigger for project and engineering high-risk scenarios such as multi-module, multi-environment, multi-data-source, multi-state, financial truth, live trading, ledger, revenue, customer assets, order governance, broker interfaces, online availability, major solution selection, and system closure.
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Adopt MCAF governance in a .NET repository with the right AGENTS.md layout, repo-native docs, skill installation, verification rules, and non-trivial task workflow. Use when bootstrapping or updating MCAF alongside the dotnet-skills catalog.
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Structures LPA terms with investment period, harvesting period, key person provisions, and investor governance rights. Use when preparing LPA terms, negotiating fund documents, or summarizing partnership provisions.
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Evaluates IPO preparedness across financial reporting, governance, compliance, and operational maturity dimensions. Use when assessing IPO readiness, identifying pre-IPO gaps, or planning public market transitions.
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Evaluates PE sponsor-backed credit with sponsor track record, equity contribution, and governance assessment. Use when analyzing sponsor-backed loans, assessing sponsor quality, or evaluating sponsor support dynamics.
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Evaluates seed/anchor investor economics with revenue sharing, fee discounts, capacity reservations, and governance rights. Use when analyzing seed terms, structuring anchor economics, or evaluating founding investor arrangements.
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Evaluates dual-class share structures with discount analysis, unification catalysts, and governance reform probability assessment. Use when analyzing share class spreads, evaluating unification likelihood, or assessing dual-class dynamics.
日本語の概要は準備中です。原文の説明を表示しています。
Evaluates take-private feasibility with premium analysis, financing capacity, governance considerations, and regulatory requirements. Use when analyzing take-private opportunities, modeling go-private premiums, or assessing delisting mechanics.
日本語の概要は準備中です。原文の説明を表示しています。
Evaluates frontier market opportunities with liquidity constraints, custody risk, settlement infrastructure, and governance assessment. Use when analyzing frontier markets, assessing operational risk, or evaluating frontier market access.
日本語の概要は準備中です。原文の説明を表示しています。
Evaluates corporate vulnerability to shareholder activism with governance assessment, valuation gaps, and operational improvement opportunities. Use when assessing activist risk, identifying vulnerabilities, or preparing defensive analyses.
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Register trained models in MLflow Model Registry with version control, implement stage transitions (Staging, Production, Archived) with approval workflows, and manage model lineage with comprehensive metadata and deployment tracking. Use when promoting a trained model from experimentation to production, managing multiple model versions across development stages, implementing approval workflows for governance, rolling back to previous versions, or auditing model changes for compliance.
日本語の概要は準備中です。原文の説明を表示しています。
Generate a project status report by reading existing artifacts (charter, backlog, sprint plan, WBS), calculating metrics, identifying blockers, and summarizing progress with RAG indicators for schedule, scope, budget, and quality. Use at the end of a sprint or reporting period, when stakeholders request a health update, before steering committee or governance meetings, or when a new blocker or risk materializes mid-project.
日本語の概要は準備中です。原文の説明を表示しています。
Assess an open-source agent framework for investment readiness by evaluating community health, supersession risk, architecture alignment, and governance sustainability. Produces a four-tier classification (INVEST / EVALUATE-FURTHER / CONTRIBUTE-CAUTIOUSLY / AVOID) to guide resource allocation decisions before committing engineering effort.
日本語の概要は準備中です。原文の説明を表示しています。
Build a feature store using Feast for centralized feature management, configure offline and online stores for batch and real-time serving, define feature views with transformations, and implement point-in-time correct joins for ML pipelines. Use when managing features for multiple ML models, ensuring training-serving consistency, serving low-latency features for real-time inference, reusing feature definitions across projects, or building a feature catalog for discovery and governance.
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Audit one bounded Proto UI collaboration-governance slice and route policy-determined drift toward reversible correction. Use across Issues, pull requests, Discussions, labels, milestones, Project, rules, permissions, or Actions. This evidence leaf is read-only; authorized corrections continue in their registered leaves.
日本語の概要は準備中です。原文の説明を表示しています。
Sync Odylith registry component specs with implementation and governance evidence.
日本語の概要は準備中です。原文の説明を表示しています。
Use when a consumer repo needs proposal-first backlog, Registry, and Atlas drafts from new project intent before source exists.
日本語の概要は準備中です。原文の説明を表示しています。
Adopt govctl in an existing project. Discovers undocumented decisions, backfills ADRs/RFCs, annotates source code. Use when: (1) Project has no governance yet, (2) User mentions migrate, adopt, onboard, or brownfield
日本語の概要は準備中です。原文の説明を表示しています。
Execute the fast path for trivial changes with minimal governance ceremony. Use when: (1) User invokes /quick, (2) Change is doc-only or non-behavioral, (3) No RFC or ADR work is needed
日本語の概要は準備中です。原文の説明を表示しています。
Design AI ethics frameworks with principles, review processes, and governance. TRIGGERS - Use when user needs help with ai-ethics-framework related tasks.
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AI 治理法律顾问。负责 AI 用例分类、AI 影响评估、供应商 AI 条款审查、AI 清单维护、AI 政策制定与差距分析。当企业法务主理人(法衡中)调度执行 AI 治理相关任务时激活。典型问题:对此 AI 用例进行分类;起草 AI 影响评估;审查供应商 AI 条款。
日本語の概要は準備中です。原文の説明を表示しています。
"Customer relationship management strategy — integrated framework with six pillars: customer segmentation (RFM/CLV), journey orchestration (cross-channel), CDP technology stack, loyalty-program design, B2B key-account management (KAM), and CRM organization/governance. Use for VIP program design, membership-system decision, retail/ecommerce/B2B customer strategy, CDP buy-vs-build, marketing-automation adoption, or key-customer churn. Triggers: 『CRM 系統』『會員經營』『客戶分級』『大客戶策略』『CDP』『行銷自動化』『客戶生命週期』『VIP 方案』『顧客忠誠』『RFM』『CLV』『KAM』『Journey Orchestration』. For 師大 EMBA CRM, 政大 ecommerce, 中山 marketing cases. Complements Asgard `biz-cac-ltv` (tactics) and `biz-customer-journey` (single method) with the strategic integration layer.".
日本語の概要は準備中です。原文の説明を表示しています。