Use this skill when grounding Agentforce agents with retrieved knowledge using Data Cloud vector search, configuring vector search indexes, selecting chunking and embedding strategies, or controlling how retrieved context flows through the Einstein Trust Layer into prompts. NOT for Data Cloud data model setup (use a Data Cloud skill), NOT for Agentforce agent creation or topic design (use agentforce-agent-creation or agent-topic-design), and NOT for BYO LLM configuration (use model-builder-and-byollm).

Use this skill when extracting Salesforce data for consumption by external LLMs or vector stores outside the Salesforce ecosystem — covering Bulk API v2 extraction patterns, PII scrubbing before transmission, chunking and embedding pipelines that run in external infrastructure, and non-Data-Cloud vector store ingestion (Pinecone, pgvector, Weaviate, OpenSearch). Trigger keywords: export Salesforce data to external LLM, Bulk API extract for embeddings, send Salesforce records to OpenAI, pipe Salesforce data to Pinecone, PII scrubbing before LLM, external vector store ingestion. NOT for Data Cloud vector search or grounding within Salesforce (use rag-patterns-in-salesforce), NOT for Data Cloud data model or harmonized schema design (use ai-ready-data-architecture), NOT for Agentforce agent creation or topic design (use agentforce-agent-creation), NOT for BYO LLM registration inside Salesforce (use model-builder-and-byollm).

Use when Apex must create, persist, stream, or serve binary files — including uploading from LWC/REST, generating ContentVersion records, chunking large bodies, relating files to records via ContentDocumentLink, and handling the heap/payload limits that trip binary workflows. Triggers: 'ContentVersion VersionData Blob', 'upload file from LWC to Apex', 'large file heap limit Apex', 'ContentDocumentLink sharing'. NOT for generating PDFs (use pdf-generation-patterns); NOT for email attachment parsing (use apex-email-services).

Use when Apex code must create or update metadata programmatically at runtime — custom fields, objects, picklist values, labels, or other supported types — using the Metadata namespace (Metadata.Operations, Metadata.DeployCallback). Triggers: 'Metadata.Operations', 'Metadata.CustomField from Apex', 'deploy metadata from Apex', 'enqueueDeployment', 'create a custom field programmatically', 'post-install script metadata setup'. NOT for Metadata API REST/SOAP (use metadata-api-and-package-xml) and NOT for reading Custom Metadata Type configuration rows in Apex (use custom-metadata-in-apex).

Use when writing Apex that validates, extracts, or transforms strings with Pattern/Matcher or String regex methods. Covers catastrophic backtracking, 1M char input cap, anchored vs unanchored matching, and replaceAll reserved `$`/`\\` chars. NOT for SOQL LIKE queries, Flow formula REGEX, or client-side JavaScript regex.

Use when programmatically driving Salesforce CPQ operations from Apex or REST — creating quotes, adding products, calculating pricing, saving quotes, amending contracts, or renewing contracts through the SBQQ.ServiceRouter API. Trigger keywords: CPQ API, SBQQ.ServiceRouter, QuoteCalculator, QuoteReader, QuoteSaver, QuoteProductAdder, ProductLoader, ContractAmender, ContractRenewer, programmatic quote, calculate callback, CPQ REST API. NOT for standard REST API or Salesforce Connect. NOT for declarative CPQ configuration such as price rules, discount schedules, or product rules. NOT for CPQ plugin interfaces (QuoteCalculatorPlugin, OrderPlugin).

NPSP programmatic integration patterns: BDI gift processing API for bulk gift ingestion, ERD Schedules and Installments API for recurring donation data, and wealth screening integration via AppExchange managed packages. NOT for standard Salesforce REST/BULK API, NPSP PMM integration, or Nonprofit Cloud (NPC) native API patterns.

Use when diagnosing or preventing UNABLE_TO_LOCK_ROW errors, record lock contention in Apex or Bulk API loads, FOR UPDATE locking, parent-child lock escalation, and deadlock scenarios. Triggers: 'UNABLE_TO_LOCK_ROW', 'record lock contention', 'FOR UPDATE SOQL', 'deadlock', 'lock timeout'. NOT for approval-process record locking (admin/approval-processes) or optimistic concurrency via timestamps.

System architecture for Salesforce AI governance: MLOps pipeline design, AI Audit Trail architecture, Einstein Trust Layer security design, Policy-as-Code engine, and regulatory compliance design for EU AI Act and similar frameworks. NOT for general Salesforce security architecture, AI ethics policy documentation, or individual Agentforce agent configuration.

- 心得

Create N subagents with parallel worktrees to explore solutions, then merge the best approach

Thin agent-facing wrapper for the temporal-awareness skill.

This wrapper exists for repository presentation. The authoritative instructions live in `SKILL.md`.

**Version 1.0.0**

Explain MotherDuck pricing and ROI tradeoffs. Use when an economic_buyer, technical_owner, or analytics_lead is asking about spend, budget guardrails, workload cost drivers, plan fit, or whether MotherDuck is worth adopting.

Reference for intake skill sub-agent dispatch. Read on demand during

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B2B sales pro AI — SPIN, MEDDIC, BANT, cold outreach, objection handling, pipeline

AI DJ มืออาชีพ — setlist, mixing plan, BPM matching, crowd reading, club/wedding/corporate gig

End-of-day synthesis — scan all documentation changes made today, extract key learnings, decisions, and patterns, produce a daily article in daily/YYYY-MM-DD.md. Use when user says '/close-day', 'close the day', 'end of day', 'wrap up', 'daily summary', or indicates they are done working for the day.

Search and analyze Reddit discussions across all subreddits. Extract community opinions, identify pain points, discover product feedback, and understand market sentiment — all without Reddit API keys.

Analyze public sentiment for any brand, product, or topic across Twitter/X, Reddit, and Instagram. Fetches real posts, classifies sentiment, extracts themes, and produces a structured report.

Install and enable Realtek RTL88x2bu USB Wi-Fi adapters (for example 0bda:b812) on Ubuntu/Jetson. Clones a maintained driver repo, builds against the running kernel, installs the module, loads it, and verifies the new Wi-Fi interface.

Set up NVStreamer for RTSP video streaming on reComputer J4012 with Jetson Platform Services. Covers installation, video upload, RTSP stream creation, and VST integration. Requires JetPack 6.0+ with CUDA 12.2.

1. Confirm board model and JetPack/L4T version before applying commands.

Install and configure Lumeo no-code video analytics gateway on NVIDIA Jetson. Covers account creation, gateway deployment, camera linking, and building a people detection pipeline. Requires Jetson with JetPack 5.1+ and internet access.

1. Confirm board model and JetPack/L4T version before applying commands.

Build an end-to-end voice-controlled motor system on Jetson (reComputer Robotics J4012). Integrates Whisper ASR, Ollama LLM (Qwen 2.5) for intent understanding, and CAN bus motor control for MyActuator X Series Motors via natural voice commands.

HTTP client with automatic L402 Lightning micropayment support

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Turn user interviews into actionable insights. Advanced synthesis techniques and frameworks.

Zero-Trust security patterns — mTLS between microservices (Istio/SPIFFE), SPIRE workload identity, OPA/Envoy authorization, NetworkPolicy default-deny-all, short-lived credentials, service mesh security, and Kubernetes RBAC hardening.

> Fetch route data before rendering using SvelteKit's load functions — server-only, universal, streaming, and invalidation patterns

> Deploy React Native apps with EAS Build, EAS Submit, OTA updates, and automated CI/CD pipelines

> Master lazy loading strategies — Intersection Observer-based visibility triggers, route-based lazy loading, component-level deferral, progressive hydration, and virtual scrolling to minimize initial

> Model mutually exclusive states with discriminated unions and exhaustive narrowing

> LONG-RUNNING OPERATIONS REQUIRE AN EXPLICIT ASYNC CONTRACT — A 202 ACCEPTED RESPONSE WITH AN OPERATION RESOURCE THAT CLIENTS CAN POLL OR SUBSCRIBE TO IS THE DIFFERENCE BETWEEN A SYNCHRONOUS BOTTLENE

> Measure and prevent unexpected layout shifts — elements visually moving after being rendered — by reserving space for dynamic content, handling font loading, setting explicit dimensions, and underst

> UI state inventory — empty, loading, partial, error, success, offline, disabled, read-only, and how each state communicates system status

Experimental RAG indexing utilities (scanner + indexer + retriever).

Extract decisions, lessons, patterns, and surprises from completed phase artifacts

Validate that an implementation plan was executed correctly. Use when the user asks to verify completion, compare code changes to a plan, or produce a validation report.

'Sub-skill of nextflow-pipelines: Attribution.'

**Purpose**: Apply a structured analytical framework to any document, extracting non-obvious insights, tensions, actionable implications, and gaps — going far beyond a generic summary.

This skill should be used when the user asks to 'write a paper', 'start a writing project', 'draft an article', 'write about', 'brainstorm writing topics', 'gather sources for a paper', 'what should I write about', or needs the writing workflow entry point for any writing task.

Manipulate form field state using g_form APIs — no server calls required. Covers field value get/set, mandatory/read-only/hidden control, inline validation and error messages, section and tab visibility, and form state checks. Use for dynamic/runtime field manipulation triggered by user actions (onChange, onLoad, onSubmit). For static field behavior based on conditions, prefer UI Policies instead — they load faster and don't require scripting. For scripts requiring GlideAjax server communication, use the servicenow-client-scripts skill. Trigger this skill whenever the user needs to control field visibility, mandatory state, read-only state, field values, or form messages in a ServiceNow client script without making server calls.

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Currying transforms a function that takes multiple arguments into a sequence of functions, each accepting a single argument. Partial application fixes one or more arguments of a function, producing a

Ocelot is an open-source API gateway for .NET that sits between client applications and downstream microservices, providing unified routing, load balancing, authentication, rate limiting, caching, req

Plastic is a lightweight .NET library that implements the command pattern for building validation and execution pipelines. Commands encapsulate a unit of work with validation logic and execution logic