开发技能

Condense long reports, documents, or data exports into structured summaries with key findings, implications, and recommended actions. Use when the work is distilling dense content for busy readers. Do not use for original analysis, strategy formulation, or when the source material needs expert interpretation beyond summarization.

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Assess organizational training needs using ADDIE methodology and Kirkpatrick's 4-Level evaluation framework. Maps performance gaps to learning objectives using Bloom's taxonomy. Use when planning L&D budgets, designing training programs, or evaluating training effectiveness.

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Stand up or reset project governance for new, complex, or troubled initiatives using PMBOK 8 value delivery, OKR alignment, and Scrum or SAFe cadence choices where relevant. Use when a project needs a charter, decision rights, stakeholder map, RAID logic, escalation path, or reporting rhythm. Do not use for simple task lists, isolated sprint notes, or code implementation planning.

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Facilitate monthly S&OP or integrated business planning cycles by aligning demand, supply, inventory, capacity, and executive decisions with a standard meeting rhythm and decision log. Use when operations teams need a demand review, supply review, pre-S&OP reconciliation, or executive S&OP pack. Do not use for single-SKU replenishment math only.

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Map existing business processes using BPMN 2.0 notation or simplified swimlane diagrams. Identify waste, handoffs, decision points, and improvement opportunities using Lean principles (8 Wastes). Use when documenting workflows for SOP creation, automation assessment, or process improvement. Do not use for software architecture diagrams — use architecture tools instead.

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Calculate and interpret Earned Value Management (EVM) metrics per PMBOK 8 Measurement Performance Domain. Compute SPI, CPI, EAC, ETC, TCPI, and generate variance narratives with corrective action recommendations. Use during project execution to assess schedule and cost performance.

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Format recurring KPI snapshots, exception flags, and owner follow-ups for weekly operations reviews. Use when the work is routine packaging of operational metrics and exceptions. Do not use for root cause analysis, process redesign, or full performance diagnosis.

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Summarize support tickets, chats, and customer threads into issue, impact, status, owner, and next response. Use for customer service handoffs, escalation triage, and support backlog review.

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Evaluate and phase MCP adoption with a bias toward the smallest set of integrations that materially improve engineering work.

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Create structured employee onboarding plans using the 30-60-90 day framework aligned with SHRM best practices. Cover pre-boarding, Day 1, Week 1, and monthly milestones with task owners, success criteria, and buddy assignments. Use when hiring new employees or revamping the onboarding process.

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Build and maintain a project Risk Register per PMBOK 8 Risk Performance Domain. Identify risks, assess probability and impact, define response strategies, and track residual risk. Use throughout the project lifecycle — not just at planning. Do not use for operational incident response or security vulnerability scanning.

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Build and maintain a Stakeholder Register per PMBOK 8 Stakeholder Performance Domain. Identify stakeholders, analyze using Power/Interest grid, plan engagement strategies, and define communication cadence. Use at project initiation and whenever stakeholder landscape changes.

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Write and cascade OKRs (Objectives and Key Results) for company, department, team, or project level. Ensure objectives are inspiring and key results are measurable outcomes. Includes weekly check-in template. Use at the start of each quarter or when aligning strategy to execution. Do not use for KPI performance reviews or daily task tracking.

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Reference implementation of a v2 CodexKit skill. Copy this folder as a starting point for new skills. Demonstrates all 10 required sections, 4C verification, and the tier-2 folder structure.

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Create practical role-specific onboarding checklists with owners, timing, access needs, and first-week milestones. Use for new hire, contractor, client, or team onboarding.

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Build structured 3-scenario financial models (Base / Bull / Bear) for business planning or investment decisions. Sensitize revenue and cost drivers across scenarios, produce P&L summaries, cash flow bridges, and executive narratives. Aligns with FP&A 2.0 and CIMA Management Accounting standards. Use when leadership needs to understand the financial impact range of a decision. Do not use for statutory financial reporting or audit-ready financials.

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Reproduce, isolate, patch, and verify defects with explicit expected-versus-observed behavior.

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Build customer health scores and churn risk models using leading indicators. Define health dimensions (Usage, Engagement, Support, Sentiment, Contract), weight and score customers, segment into Healthy / At-Risk / Red, and generate intervention playbooks. Use during QBR prep, customer success reviews, or when churn spikes.

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Build competitive intelligence briefs following the CI cycle — Plan, Collect, Analyze, Disseminate. Profile competitors, create feature comparison matrices, analyze pricing, build positioning maps, and identify win/loss patterns. Use when preparing for product launches, sales enablement, or strategic reviews.

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Build and maintain a rolling financial forecast using a 12–18 month horizon. Lock actuals, reforecast remaining periods, extend the planning window, and generate a waterfall bridge showing prior-to-new variance. Use monthly or quarterly when the organization follows a continuous planning cadence instead of annual budgets.

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Build change management plans using ADKAR and Kotter's 8-Step framework. Covers stakeholder readiness, communication plans, training schedules, resistance management, and adoption metrics. Use when rolling out new systems, reorganizations, or process changes that affect people.

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Compare policies, procedures, onboarding files, or operating evidence against a named compliance framework such as AML/KYC, privacy, internal controls, or audit readiness. Use when a team needs a gap matrix, control checklist, remediation priorities, or evidence request list. Do not use when no target framework is specified or when formal legal or regulatory sign-off is required.

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Turn raw budget-versus-actual data into plain-language explanations for non-finance managers. Focus on why numbers moved, what it means for the team, and what action to take — without requiring accounting knowledge. Use when managers need to understand their cost center performance. Do not use for technical accounting analysis, tax preparation, or external audit deliverables.

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Draft crisis communication packages including holding statements, stakeholder updates, Q&A documents, and internal briefs. Follows ICS (Incident Command System) communication principles. Use during PR crises, data breaches, product recalls, or any event requiring rapid coordinated messaging.

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