Systematic research methodology for formulating problems, building evidence-based arguments, and communicating findings in academic contexts.
AI-powered career biographer that conducts empathetic interviews, extracts structured career narratives, and transforms professional stories into portfolios, CVs, and personal…
Apply hierarchical decomposition and structural exploitation strategies from DAG theory to complex system design, problem-solving, and abstraction challenges
Real-time communication coach for navigating partner/relationship texts. Analyzes incoming messages for emotional subtext, suggests thoughtful responses, helps de-escalate…
Voice and structure guide for Port Daddy expository writing — the kind of essay that takes a hard technical claim (formal verification, mechanism design, cryptographic protocol)…
Master of text-based visual communication using ASCII art, Unicode box-drawing, and structured diagram notation.
Generate legally-sound terms of service, privacy policies, and medical disclaimers for recovery and wellness applications. Expert in HIPAA, GDPR, CCPA compliance.
Use when designing a background-job system, choosing between BullMQ / Sidekiq / RQ / Temporal / SQS, deciding queue-vs-workflow, sizing concurrency vs rate limits, building…
Semantic image-text matching with CLIP and alternatives. Use for image search, zero-shot classification, similarity matching.
Validates agent outputs against schemas and quality criteria, scores confidence, detects hallucinations, monitors convergence, decides when to iterate, and synthesizes actionable…
Use for cognitive task analysis, CTA method selection, knowledge capture, tacit expertise routing, and representation design by matching elicitation methods to knowledge type.
Analyze design trends and recommend appropriate styles, color palettes, and typography systems for your project based on current design movements.
Use when changing schema on a live production database without dropping traffic, doing expand/contract migrations, backfilling new columns on million-plus-row tables, dual-writing…
Builds, validates, schedules, and dynamically modifies DAG execution graphs. Decomposes problems into nodes with dependencies, performs topological sorting, detects cycles,…
Use when triaging CrashLoopBackOff, OOMKilled, ImagePullBackOff, Pending pods, networking failures, ingress 502/504, PVC stuck, HPA not scaling, init-container loops, sidecar…
Expert personal finance coach with deep knowledge of tax optimization, investment theory (MPT, factor investing), retirement mathematics (Trinity Study, SWR research), and…
Platform-specific launch playbooks for developer tools and technical products. Covers Hacker News, Product Hunt, Reddit, LinkedIn, Twitter/X, Indie Hackers, Dev.to, and Facebook…
Operations, debugging, and optimization for DAG workflows. Performs root cause analysis on failures, profiles execution performance, aggregates results from parallel branches,…
Expert in turning data visualizations into compelling video and animation content for social media and marketing.
Drawing the `'use client'` boundary correctly in React Server Components apps (Next.js App Router, RSC frameworks) — leaf-pushing, slot composition, serialization rules, and…
Migrate vector data between Pinecone, Qdrant, Weaviate, pgvector with re-embedding and schema mapping.
CI/CD caching optimizer for dependency caching, Docker layer caching, and build speed improvements. Activate on: CI cache, build speed, dependency caching, Docker layer cache,…
Process, analyze, and visualize geospatial data at scale. Handles drone imagery, GPS tracks, GeoJSON optimization, coordinate transformations, and tile generation.
Implement executable BDI reasoning with explicit negation, paraconsistent revision, trigger-based commitment updates, and abduction.
Describe patterns that may indicate bad-faith or manipulative communication including gish gallop, whataboutism, tone policing, motte-and-bailey, sealioning, lying by omission,…
API migration strategies, deprecation workflows, and header/URL/content versioning. Activate on: API versioning, backward compatibility, deprecation, breaking change, API…
Deep analysis of knowledge distillation techniques for compressing large models into smaller efficient ones
Manage DAG execution lifecycles including start, stop, pause, resume, and cleanup. Activate on 'execution lifecycle', 'stop execution', 'abort DAG', 'graceful shutdown', 'kill…
Architect scalable styling systems with Tailwind v4, CSS Modules, design tokens, dynamic theming, and container queries.
Two-stage review engine with four-layer quality model for the WinDAGs meta-DAG. Receives completed node outputs and produces ReviewResult containing QualityVector.
Prepares for hiring manager rounds at Staff+ (L6+) level — scope of impact, influence without authority, ambiguity navigation, mentorship, strategic thinking.
Strategic framework for eliciting and orchestrating reasoning in LLM-based agents through structured decomposition
Build real-time collaborative editing with WebSockets, OT/CRDT conflict resolution, and presence awareness. Implements cursor tracking, optimistic updates, and offline sync.
Cross-platform desktop development for macOS and Windows -- platform abstractions, UI convention differences, and multi-platform CI/CD.
Production stability patterns including circuit breakers, bulkheads, and resilience strategies for real-world systems
How WinDAGs constructs prompts for agent nodes. Encodes the hypertree structure, DSPy signature model, 4-section subagent pattern, discourse metadata, and memory-scored context…
This skill should be used when a SKILL.md file needs compression, deduplication, or token reduction. It provides an embedding-based compression pipeline that detects and removes…
Use this skill when running SEO audits, optimizing for AI search engines (AI Overviews, ChatGPT, Perplexity), generating schema markup, diagnosing traffic drops, fixing Core Web…
Makes iOS apps feel premium, polished, and unmistakably native — SF Symbols mastery, SwiftUI spring animations, haptic feedback choreography, blur/vibrancy materials, Dynamic…
Expert guidance for designing and implementing onboarding flows in recovery, wellness, and mental health applications.
AST-based semantic conflict prediction for multi-agent coding environments. Uses tree-sitter to parse code into ASTs, extract symbol-level claims, build dependency graphs, and…
You MUST use this skill when writing, running, or verifying TLA+ specifications for distributed systems, coordination protocols, or state machine designs.
Contributor manual for agents working ON the Port Daddy codebase itself — the daemon, MCP server, FleetBar / Fleet Control Center, website, CLI surface, distribution mirrors,…