Use when Code implementation and refactoring, architecturing or designing systems, process and workflow improvements, error handling and validation. Provide tehniquest to avoid over-engineering and apply iterative improvements.

Help evaluate, compare, and manage vendor relationships.

Build supplier performance scorecards with KPIs, quality metrics, delivery performance, cost management, and improvement plans

Workflow orchestration, sub-agent architecture, and task management patterns

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Iterative refinement workflow for polishing code, documentation, or designs through systematic evaluation and improvement cycles. Use when refining drafts into production-grade quality.

Modernize legacy systems using proven migration patterns like strangler fig, feature flags, and incremental refactoring. Use when planning system migrations, modernizing monoliths, or managing technical debt.

Python performance optimization patterns using profiling, algorithmic improvements, and acceleration techniques. Use when optimizing slow Python code, reducing memory usage, or improving application throughput and latency.

Guide discovery through questioning techniques and pattern recognition for Clean Code, GoF design patterns, and architectural decisions. Use when coaching developers, facilitating design discussions, or helping teams discover solutions.

Improve or implement purposeful motion systems, micro-interactions, gestures, and transition behavior for production-grade UI. Use when the user mentions animation, motion, transitions, micro-interactions, hover states, drawers, toasts, gestures, or making the UI feel more alive.

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**Version 1.0.0**

Plan, implement, or improve an internationalization and localization strategy for UI content, formatting, and regional adaptation. Use when the user asks to add i18n, localize, translate, support multiple languages, handle regional formats, manage locale switching, or build a multilingual product.

Design or improve search experiences, result presentation, and filtering interfaces. Use when the user asks to add search, redesign search results, improve findability, build autocomplete, add filters, or fix zero-results dead ends.

Use when writing or auditing the conversational copy layer of a Salesforce bot or Agentforce agent: utterance authoring strategy, fallback message copy, escalation-criteria phrasing, and persona-consistent dialog scripting across channels. NOT for platform configuration (bot builder setup, topic metadata wiring, action mapping, or Agentforce deployment) — see architect/einstein-bot-architecture and agentforce/agentforce-persona-design for those concerns.

Use when designing Custom Notification Types that fire via Flow, Apex, or Process Builder to Lightning bell, desktop, mobile (push), and Slack. Covers channel enablement, targeting, deliverability, consent, and anti-spam discipline. Does NOT cover email templates (see modernize-email-templates) or Salesforce Notifications API general reference.

Education Cloud (EDA — Education Data Architecture) setup: student success hub, advisor workflows, enrollment management, academic data model. NOT for standard Service Cloud case management (use service-cloud-core-setup). NOT for Nonprofit Cloud data model (use nonprofit-cloud-vs-npsp-migration).

Use when configuring OmniStudio at the org level: enabling Standard Runtime, selecting the Runtime Namespace, assigning Permission Set Licenses, toggling feature settings, and granting Experience Cloud community access. Trigger keywords: OmniStudio Settings, Standard OmniStudio Runtime, managed package runtime, runtime namespace, OmniStudio Permission Set, OmniStudio PSL. NOT for OmniScript design, DataRaptor authoring, or namespace migration away from Vlocity packages.

Use when executing admin-level cleanup in a Salesforce org: deleting unused fields, removing inactive Flow versions, deactivating legacy automation, running Salesforce Optimizer or Org Check, and performing destructive metadata deploys. Triggers: 'clean up unused fields', 'delete inactive flows', 'run Optimizer', 'org has too many custom fields', 'remove old workflow rules', 'Flow version limit'. NOT for assessing or reporting on technical debt (use architect/technical-debt-assessment). NOT for code-level refactoring or Apex cleanup (use apex/ skills).

Use when designing or refactoring Salesforce access architecture around minimal profiles, permission sets, permission set groups, muting, and assignment governance. Triggers: 'profile sprawl', 'permission set strategy', 'PSG architecture', 'access bundle design', 'least privilege'. NOT for record-sharing model design or CRUD/FLS enforcement inside Apex.

Use when designing or auditing Salesforce access control — deciding between Profiles, Permission Sets, and Permission Set Groups. Triggers: 'user can't see field', 'too many profiles', 'permission model', 'least privilege', 'profile migration'. NOT for sharing rules or record-level access — use security/fls-crud for that.

Use when deciding which Salesforce automation tool should own a requirement, including before-save and after-save Flow, screen Flow, scheduled Flow, invocable Apex, Apex triggers, and migration off Workflow Rules or Process Builder. Triggers: 'Flow or Apex trigger', 'which automation tool should I use', 'Process Builder migration', 'Workflow Rule retirement', 'same-record update or trigger'. NOT for detailed implementation of a Flow or trigger after the automation boundary has already been chosen.

Use when designing or refactoring record types across objects with many profiles, business processes, or picklist variations. Covers layout assignment explosion, Dynamic Forms migration, and record type ID portability. NOT for basic record type setup or page layout assignment — see record-types-and-page-layouts for introductory guidance.

Use when practitioners need to understand system-managed fields (CreatedDate, LastModifiedDate, SystemModstamp, CreatedById, LastModifiedById, IsDeleted) — their update behavior, indexing, and queryability. Triggers: 'difference between SystemModstamp and LastModifiedDate', 'how to query deleted records', 'set CreatedDate during data migration', 'why does LastModifiedDate not match SystemModstamp', 'Create Audit Fields permission'. NOT for field-level change tracking (use field-history-tracking skill), Shield Field Audit Trail for compliance retention (use field-audit-trail skill), or custom audit logging with Apex triggers.

Use when writing, auditing, or troubleshooting Salesforce Validation Rules. Triggers: 'validation rule', 'required field formula', 'rule fires unexpectedly', 'integration failing validation', 'data quality'. NOT for Flow-based validation — use admin/flow-for-admins for that.

Use when migrating an existing Einstein Bot (legacy or Enhanced) to Agentforce: feature mapping, conversation design translation, cutover planning, hybrid bot/agent architecture, and context handoff. Triggers: 'migrate einstein bot to agentforce', 'convert legacy bot to agentforce', 'einstein bot retiring deadline', 'hybrid bot agentforce pattern', 'bot dialog to topic migration'. NOT for new Agentforce setup with no existing bot — use agentforce/agentforce-agent-creation instead.

Use when diagnosing or preventing Apex CPU time and heap size problems, including nested-loop refactors, JSON memory pressure, string work, and `Limits.getCpuTime()` checkpoints. Triggers: 'CPU time limit exceeded', 'heap size too large', 'string concatenation', 'regex in loop', 'Limits.getCpuTime'. NOT for generic SOQL/DML governor-limit basics without a CPU or heap bottleneck.

SObject.clone(preserveId, isDeepClone, preserveReadonly, preserveAutonumber): shallow vs deep clone semantics, related-record replication, clone with parent repointing, autonumber preservation. NOT for data migration (use bulk-api-and-large-data-loads). NOT for record snapshots (use field-history-tracking).

Use when diagnosing, preventing, or refactoring the 'You have uncommitted work pending' CalloutException caused by mixing DML and callouts in the same Apex transaction. Triggers: 'uncommitted work pending', 'callout after DML', 'DML between callouts'. NOT for general HTTP callout construction, Named Credential setup, or async Apex design in isolation.

Use this skill when configuring, troubleshooting, or extending NPSP Customizable Rollups (CRLP) — including rollup definitions, filter groups, batch job modes, and the one-way migration from legacy NPSP rollups. Trigger keywords: CRLP, customizable rollups, rollup definition, filter group, rollup batch job, NPSP gift totals, NPSP recalculate rollups. NOT for standard Salesforce roll-up summary fields, Nonprofit Cloud (NPC) native aggregation, or Rollup Helper third-party solutions.

Use when designing or auditing a Salesforce data architecture to support AI features — Einstein, Agentforce, Data Cloud, or custom ML models. Covers field-level data quality requirements, structured vs unstructured data placement, embedding-ready text field design, knowledge article structure for RAG grounding, Data Cloud harmonized data model, Einstein Feature Store patterns, grounding data for Agentforce actions, AI-ready field naming conventions, and data freshness requirements for model retraining. Trigger phrases: design data model for AI, make Salesforce data AI-ready, data quality for Einstein, grounding data for Agentforce, Data Cloud for AI, RAG data architecture Salesforce. NOT for Data Cloud initial setup and licensing, not for LWC or Flow implementation, not for general data migration, not for Einstein Analytics dashboard design.

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클린 코드 원칙 및 적용 가이드를 실행합니다.

Improve layout composition, spacing systems, grouping, and visual rhythm. Use when the user mentions weak layout structure, arbitrary spacing, weak grouping, crowded composition, or layout monotony rather than priority/emphasis problems.

Extract and consolidate reusable components, design tokens, and patterns into your design system, identifying opportunities for systematic reuse and enriching your component library. Use when the user asks to create components, refactor repeated UI patterns, build a design system, or extract tokens.

Improve how interfaces use photos, screenshots, icons, illustrations, and user-uploaded media so visuals support clarity instead of undermining it. Use when the user mentions images, screenshots, background photos, hero images, icon sizing, user-uploaded media, crops, overlays, or image readability.

Improve interface resilience through better error handling, i18n support, text overflow handling, and edge case management, making interfaces robust and production-ready. Use when the user asks to harden, make production-ready, handle edge cases, add error states, or fix overflow and i18n issues.

- Always prefer the smallest possible change that fixes the root cause.

Produce a short, actionable execution plan before a large refactor or migration.

Migrate an apollo-react canvas component from Emotion styled-components to apollo-wind Tailwind classes following the BaseNode reference migration patterns

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ออกแบบ schema normalize indexing optimize query migration safety — Postgres MySQL MongoDB

Shared Monica-native DDD ProjectUnit development guidance for business projects. Use when creating, naming, placing, or refactoring ApplicationService, RequestDto, DomainService, Entity, Repository, DomainEvent, DomainEventHandler, LocalEventHandler, Configuration, RecurringJob, or TriggeredJob types, or when deciding which ProjectUnits a new feature requires in either microservice or modular monolith solutions.

Refactor sync+async modules to eliminate duplication using the iter-coroutine

Refactoring is performed using registered subagents. Depending on the task being executed, the appropriate subagent is selected to perform the optimal refactoring.

Внедрение накопленных улучшений из improvements-backlog в инструкции AI агента

Migrates RxSwift networking code to native Swift async/await. Use when refactoring Observable-based API code, removing RxSwift dependencies, or modernizing to Swift Concurrency.

> Advisory guide for schema design, migrations, ORM patterns, and migration safety. Detects your ORM, analyzes schema health, produces safe migrations, and validates backward compatibility.

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