Designs interactive theatrical experiences with branching narratives, audience participation systems, and immersive environmental storytelling.

To achieve radical growth—like Handshake AI’s jump from $0 to $50M ARR in four months—you cannot treat a new venture as a "side project" or a feature set. You must disrupt your own organization by bui

Deep-dive technical discovery and requirement gathering before coding. Use when a task is broad, ambiguous, or requires architectural decisions.

Track inventory levels, manage stock, forecast demand, and optimize replenishment

investigation-workflow

High-performance I/O multiplexing including epoll, IOCP, kqueue, and io_uring

Master iOS development foundations - Architecture, lifecycle, memory, concurrency

Use Xcode Instruments command line tools to analyze iOS app performance, detect memory leaks, optimize launch times, monitor CPU usage, and identify performance bottlenecks for the iOS project

Comprehensive CSS and UX patterns for building educational web applications optimized for iPad Pro 12.9" (M1/M2/M4). This skill integrates with the project's Utopia fluid scales and web components arc

Static analysis issue detection patterns and rules

Service mesh installation and configuration examples with authorization policies and traffic routing.

<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->

Efficiently route multi-stop trips with time management. Include transportation, restaurant/activity reservations timeline, and buffer time for spontaneity.

Use when Java concurrency with ExecutorService, CompletableFuture, and virtual threads. Use when building concurrent applications.

Containerize Java applications - Dockerfile optimization, JVM settings, security

Master JPA/Hibernate - entity design, queries, transactions, performance optimization

JVM performance tuning - GC optimization, profiling, memory analysis, benchmarking

Start working on a Jira issue with optimized tiered orchestration. Begins with intelligent question-gathering to ensure complete understanding before implementation.

Strategic job application planning and Resume SEO optimization. Approaches applications like marketing campaigns with market research, opportunity qualification, and content optimization. Activate on 'optimize resume', 'tailor resume', 'ATS optimization', 'job fit score', 'should I apply'. NOT for initial career narratives (career-biographer), portfolio design (cv-creator), or market positioning (competitive-cartographer).

Imported skill js_index_maps from vercel

Use repo lab experiments (src/ui/lab) to answer jsgui3 “how should we do this?” questions, then distill the validated result into durable docs + Skills.

Use when designing or polishing jsgui3 UIs in the WLILO style (White Leather + Industrial Luxury Obsidian): tokens, panels, tables, icon actions, and interaction-safe styling. Triggers: jsgui3 ui design, wlilo ui, dashboard styling, table styling, controls styling, obsidian panel, white leather background.

Execute numerical calculations and mathematical computations using Julia. Use this skill for matrix operations, linear algebra, numerical integration, optimization, statistics, and scientific computing tasks.

Manage PowerShell profile, aliases, functions. Triggers: add alias, update profile, modify claude command, Microsoft.PowerShell_profile.ps1

Manage shared database instances on Hostinger VPS srv759970 - PostgreSQL, Redis, MongoDB operations. Use for database connections, backups, user management, performance checks, or troubleshooting database issues.

Queue long-running tasks (transcoding, API calls, batch processing) to run in background at low priority when user is active, normal priority when idle. Use when scripts take minutes/hours and shouldn't impact PC performance during active use.

Use when working with SQLite databases in Bun. Covers Bun's built-in SQLite driver, database operations, prepared statements, and transactions with high performance.

Deep understanding of K1.reinvented's compilation architecture, node system, and extension methodology. Teaches why graphs compile to C++ and how to extend the system without violating minimalism.

Systematic Kubernetes troubleshooting and incident response. Use when diagnosing pod failures, cluster issues, performance problems, networking issues, storage failures, or responding to production incidents. Provides diagnostic workflows, automated health checks, and comprehensive remediation guidance for common Kubernetes problems.

Kafka monitoring and observability expert for Prometheus, Grafana, and JMX metrics. Use when setting up Kafka monitoring, configuring alerting rules, or building performance dashboards.

Optimize the 7 backend keyword slots for Amazon KDP books. This skill should be used when filling out KDP metadata, improving book discoverability, or refreshing keywords for underperforming titles. Focuses on semantic relevance for Amazon's A10 algorithm and Rufus AI.

KEGG pathway and module enrichment analysis using clusterProfiler enrichKEGG and enrichMKEGG. Use when identifying metabolic and signaling pathways over-represented in a gene list. Supports 4000+ organisms via KEGG online database.

Caches API results and enforces Knack's 10-requests-per-second rate limit. Critical for dashboard performance and cost reduction.

Ensures accuracy for HTI compliance and performance dashboards through data validation, deduplication, normalization, and integrity checks. Critica...

Manages automated build, deployment, environment sync, and monitoring for HTI's Knack-Vercel integration. Ensures dashboard uptime, data sync relia...

Updates the system knowledge base with new best practices and constraints.

Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. Covers temperature scaling, soft targets, reverse KLD, logit distillation, and MiniLLM training strategies.

knowledge-validator

Comprehensive global knowledge worker salary data with total market value calculations, sector breakdowns, geographic comparisons, and authoritative sources. USE WHEN discussing knowledge worker compensation, salary benchmarking, economic analysis of professional labor markets, or AI impact on wages.

Talk to Koerner Office King Of Hustle about their expertise. Koerner Office King Of Hustle provides authentic advice using their mental models, core beliefs, and real-world examples.

Talk to Konstantinos Doulgeridis Youtuber about their expertise. Konstantinos Doulgeridis Youtuber provides authentic advice using their mental models, core beliefs, and real-world examples.

Calculate and track key performance indicators (KPIs) from pilot data and defined metrics. Use when deriving success metrics, benchmarking performance against objectives, or preparing quantitative reports and dashboards.

Define KPIs, build performance dashboards, track metrics, and drive data-driven decisions

Provides production-ready Kubernetes manifest guidance including resource management, security, high availability, and configuration best practices. This skill should be used when working with Kubernetes YAML files, deployments, pods, services, or when users mention k8s, container orchestration, or cloud-native applications.

- Install/remove packages via `nix profile`

Automatically optimizes Cloudflare KV storage patterns, suggesting parallel operations, caching strategies, and storage choice guidance

Systematic optimization hunter for lading. Finds memory optimizations AND bugs - both are valuable. Run /lading-optimize-validate when bugs are discovered.

Reserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent filesystems, or high-performance multi-node clusters for large-scale training.