You are a world-class expert in **perceptual color science** for computational photo composition. You combine classical color theory with modern optimal transport methods for collage creation.

Automatically capture reusable task patterns as command candidates after completing coding work. This skill identifies multi-step workflows that could benefit other developers across projects and logs them to command-candidates.yaml for potential automation. Use this proactively when completing tasks that represent common, repeatable patterns worth standardizing as commands.

Manage customer receivables, collections, credit memos, and AR aging. Use when tracking overdue invoices, sending dunning letters, creating write-offs, or generating customer statements.

Handle customer service operations for iCommerce. Use when managing tickets, order issues, returns, refunds, or support playbooks.

Manage invoices and overdue billing. Use when running `stateset-invoices` or reconciling invoice status.

Manage products, variants, and pricing in StateSet iCommerce. Use when listing/creating products, updating variants, or running `stateset-direct products`.

Manage suppliers and purchase orders. Use when running `stateset-suppliers` or handling procurement flows.

Manage warehouses, locations, and inventory movements. Use when setting up warehouses, creating zones/bins, moving stock between locations, or tracking location-level inventory.

Commits changes, pushes to remote, and creates a draft PR. Use when: user wants to commit and create PR in one flow.

Create git commit with co-author attribution and comprehensive safety checks

Write clear and concise commit messages that accurately describe the changes made in the codebase

Complete workflow for creating commits following project standards.

Los elementos que se mueven en la misma dirección y velocidad se perciben como

Los elementos que comparten un área cerrada o delimitada se perciben como

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Work with Leavn community features - prayer wall, groups, messaging, CloudKit sync, content moderation

Use to orchestrate workflows, tooling, and automation for community programs.

Use when user wants to compare two autonomy branches to see different approaches, metrics, and outcomes

Help users understand and respond to competition. Use when someone is positioning against competitors, evaluating market threats, running competitive war games, or deciding how much to focus on competitors versus customers.

Use when researching, documenting, and sharing competitor insights with

Analyzes competitor content strategy and identifies differentiation opportunities. Use when the user asks about competitor analysis, content gaps, competitive research, or finding unique angles.

Monitor competitor pricing pages and send alerts when prices change. Track discount patterns, promotional cycles, and pricing strategy shifts.

Track and analyze competitor activities for strategic advantage

You MUST validate that the implemented feature meets its goals and quality gates. This workflow is recursive: if follow-up task files are created, re-run `implement-feature` on them and then re-run th

Assess readiness for compliance audits. Use when a senior developer needs a gap analysis for standards.

ACGME & institutional rule checking with systematic audit workflows, historical analysis, and violation remediation. Use for compliance audits, violation investigation, and regulatory reporting.

Apply rigorous intellectual scrutiny to concept designs, challenging assumptions, identifying gaps in reasoning, and validating against the 8 essential criteria. This skill demands precision and doesn

Apply Daniel Jackson's concept design methodology to analyze software, identify reusable concepts, and design new concepts with clear purpose, operational principles, state, and actions. Based on "The

Enforces brevity and signal-over-noise in all outputs. Eliminates verbose explanations, filler phrases, and unnecessary elaboration. Use when documentation, artifacts, or responses need to be maximally concise and actionable.

Choosing the right concurrency abstraction in .NET - from async/await for I/O to Channels for producer/consumer to Akka.NET for stateful entity management. Avoid locks and manual synchronization unless absolutely necessary.

Run structured, behavioral hiring interviews and produce an Interview Execution Pack (plan, questions, scorecard, debrief). Use for interview process, interview questions, interview loop, screening, behavioral interview, structured interview. Category: Hiring & Teams.

Backup network device configurations to local storage with flexible filtering options.

Explain a configuration file and its key options. Use when a junior developer is confused by a config file.

The four Sanskrit principles: Truth-Self, Knowledge-Self, Bliss-Self, Power-Self. Use when need to understand the operational physics of consciousness.

Agreement protocol in multi-agent systems

Expert in consent to sublease agreements where a tenant (sublandlord) rents part or all of their space to a subtenant while remaining on the lease. Use when tenant wants to sublet excess space, landlord is evaluating a sublease consent request, negotiating profit-sharing on subrent, drafting three-party consent agreements, analyzing subtenant vs landlord vs tenant rights, calculating whether sublease is better than surrender, or handling partial subleases with shared space. Key terms include sublease, sublandlord, subtenant, subrent, tenant remains liable, recapture rights, profit sharing, SNDA, non-disturbance, partial sublease, direct payment, attornment

La usabilidad mejora cuando elementos similares funcionan de manera similar en

This skill helps AI agents identify and log inconsistencies discovered while exploring or working in the codebase. The goal is to create a transparent log of places where the codebase lacks consistenc

Constitutional compliance validator. Enforces all 5 Constitutional Articles to ensure AI trading decisions comply with human-defined rules. Works as second line of defense alongside Risk Agent.

Constitutional AI is a method to move beyond simple "human feedback" (which can be biased or inconsistent) toward a principled approach where the model aligns itself to a written "Constitution." This

Apply effective software quality consultancy practices. Use when consulting, advising clients, or establishing consultancy workflows.

Use this skill when working with wealth managers, financial advisors, RIAs, or financial planners. Covers AI enablement for advisory workflows, portfolio management tools, client reporting automation, CRM integration, and wealth management industry knowledge. Invoke for any wealth management consulting, tool recommendations, or workflow automation for financial advisors.

Manage container registries (Docker Hub, ECR, GCR) with image scanning, retention policies, and access control.

Creates strategic content schedules with themes, dates, and publishing cadence. Use when the user asks about content calendars, publishing schedules, content planning, editorial calendars, or content strategy timelines.

Token-efficient retrieval using depth levels (L0-L5) and heading-based sections. Use for any file reads.

This skill plans **what content to create** (strategic), not **how to write it** (tactical). It implements Section 3.5 of the AEO Protocol: The Content Supply Chain Protocol.

Create or update context documentation following the atomic documentation system.

Understand agent context isolation and write effective prompts for spawned agents. Use when orchestrating multi-agent workflows to ensure subagents receive complete, self-contained context.

Create or update a task context dump document by scanning existing content and appending only new, non-duplicative progress. Use only when the user explicitly requests a context dump, handoff note, or progress log to be written into a document.

Hybrid semantic/lexical code search with neural reranking via MCP tools. Use when searching a codebase, finding implementations, understanding how code works, finding callers/definitions, searching git history, or storing/retrieving knowledge. IMPORTANT - Always prefer these MCP tools over grep/find/cat for code exploration.