curiositech
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- ▌ Git Best Practices · curiositechExpert in Git workflows, conventions, and patterns for modern development teams and AI agents. Activate on: branching strategy, commit conventions, git hooks, pre-commit, husky, lint-staged, trunk-based development, git worktree, monorepo git, PR review workflow, conventional commits, git workflow. NOT for: CI/CD pipelines (use github-actions-pipeline-builder), repository hosting (use devops-automator), multi-agent orchestration (use multi-agent-coordination).
- ▌ Go Pprof Profiling · curiositechUse when CPU usage is high, memory grows unboundedly, goroutines leak, mutex contention shows in traces, or escape analysis suggests excess heap allocation. Triggers: net/http/pprof endpoint exposure, go tool pprof analysis, flamegraph generation, allocs vs inuse_space heap profiles, runtime/trace event timeline, mutex profiling, block profiling, goroutine dumps, GC pressure measurement. NOT for non-Go languages, distributed tracing (use OpenTelemetry skill), or production telemetry pipelines.
- ▌ Hr Network Analyst · curiositech bundleProfessional network graph analyst identifying Gladwellian superconnectors, mavens, and influence brokers using betweenness centrality, structural holes theory, and multi-source network reconstruction. Activate on 'superconnectors', 'network analysis', 'who knows who', 'professional network', 'influence mapping', 'betweenness centrality'. NOT for surveillance, discrimination, stalking, privacy violation, or speculation without data.
- ▌ Hypertree Planning · curiositech bundleHypertree decomposition approach to planning problems for reduced computational complexity
- ▌ LLM Cost Optimizer · curiositechTrack and reduce LLM API costs with per-request token tracking, model routing, budget alerts, and prompt compression. Activate on: reduce AI costs, token tracking, model routing, LLM budget, prompt compression. NOT for: general cloud cost optimization (cost-accrual-tracker), model training costs (ai-engineer).
- ▌ Mythical Man Month · curiositech bundleClassic software engineering text on project management, Brooks's Law, and the nature of software complexity
- ▌ Partner Text Coach · curiositech bundleReal-time communication coach for navigating partner/relationship texts. Analyzes incoming messages for emotional subtext, suggests thoughtful responses, helps de-escalate conflict, and provides follow-up conversation strategies. Expert in attachment theory, nonviolent communication (NVC), Gottman research, and healthy relationship dynamics. Activate on "what should I say", "how to respond", "partner text", "relationship message", "what does this mean", "text my partner", "conversation with partner". NOT for manipulation tactics, revenge/ghosting advice, replacing couples therapy, or abusive relationships (seek professional help).
- ▌ Refactor Architect · curiositechPlans large-scale refactoring campaigns across codebases. Analyzes dependency graphs, calculates blast radius, designs migration strategies, and creates incremental plans that keep the system deployable at every step. The strategist to the refactoring-surgeon's operator.
- ▌ Steel Man Argument · curiositech bundleConstruct the strongest, fairest version of someone's position before engaging with it. Use when the user wants to understand opposing viewpoints, prepare for debate, ensure fair representation, or mentions 'steel man', 'strongest argument', 'best case for', 'charitable interpretation'. Also useful for relationship conflicts where understanding the other side genuinely matters.
- ▌ Tailwind V4 Expert · curiositechUse when migrating Tailwind v3 to v4, configuring CSS-first @theme tokens, debugging Oxide engine errors, dealing with the absence of tailwind.config.js, container queries (@container) usage, layer cascade problems, or "dynamic class names not generating". Triggers: switching from `@tailwind base` to `@import "tailwindcss"`, RSC/Next.js streaming + CSS ordering, dark-mode strategy choices, custom variants via @variant, content-scanning glob tuning. NOT for Tailwind v3 (different config model), CSS-in-JS frameworks, vanilla CSS architecture (BEM/SMACSS), or react-native styling.
- ▌ Tunnels For Agents · curiositechTunneling for AI agent systems — exposing local services to the internet and connecting agents across network boundaries. Covers ngrok, Cloudflare Tunnel, Tailscale Funnel, bore, localhost.run, SSH tunneling, and WireGuard. Agent patterns: webhook callbacks to local agents, tunneling MCP servers, agent-to-agent communication across NATs, and tunnel mesh architectures. Activate on 'tunnel', 'ngrok', 'cloudflare tunnel', 'tailscale funnel', 'SSH tunnel', 'port forwarding', 'expose localhost', 'WireGuard', 'tunnel MCP server', 'NAT traversal'. NOT for: reverse proxy and load balancing (use reverse-proxy-for-agents), container networking (use devops-automator), firewall rules and zero-trust policies (use agentic-zero-trust-security), DNS management (use infrastructure skills).
- ▌ Vr Avatar Engineer · curiositechExpert in photorealistic and stylized VR avatar systems for Apple Vision Pro, Meta Quest, and cross-platform metaverse. Specializes in facial tracking (52+ blend shapes), subsurface scattering, Persona-style generation, Photon networking, and real-time LOD. Activate on 'VR avatar', 'Vision Pro Persona', 'Meta avatar', 'facial tracking', 'blend shapes', 'avatar networking', 'photorealistic avatar'. NOT for 2D profile pictures (use image generation), non-VR game characters (use game engine tools), static 3D models (use modeling tools), or motion capture hardware setup.
- ▌ Web Cloud Designer · curiositech bundleCreates realistic cloud effects for web using SVG filters (feTurbulence, feDisplacementMap), CSS animations, and layering techniques. Use for atmospheric backgrounds, weather effects, skyboxes, parallax scenes, and decorative cloud elements. Activate on "cloud effect", "SVG clouds", "realistic clouds", "atmospheric background", "sky animation", "feTurbulence", "weather effects", "parallax clouds". NOT for 3D rendering (use WebGL/Three.js skills), photo manipulation (use image editing tools), weather data APIs (use data integration skills), or simple CSS gradients without volumetric effects.
- ▌ Web Layout Spacing · curiositechProper layout and spacing in modern web design — 8px grid systems, modular scales, vertical rhythm, CSS Grid/Flexbox patterns, fluid spacing with clamp(), container queries, and whitespace as design element. Activate on 'spacing', 'layout spacing', 'grid system', 'whitespace', '8px grid', 'vertical rhythm', 'spacing scale', 'gap', 'padding ratio', 'layout primitives', 'responsive spacing', 'clamp spacing', 'container queries layout'. NOT for animation/motion (use motion-design-web), not for color/typography alone (use typography-expert), not for design system creation (use design-system-bootstrap).
- ▌ Win31 Audio Design · curiositechExpert in Windows 3.1 era sound vocabulary for modern web/mobile apps. Creates satisfying retro UI sounds using CC-licensed 8-bit audio, Web Audio API, and haptic coordination. Activate on 'win31 sounds', 'retro audio', '90s sound effects', 'chimes', 'tada', 'ding', 'satisfying UI sounds'. NOT for modern flat UI sounds, voice synthesis, or music composition.
- ▌ Windags Decomposer · curiositech bundleSecond agent in the WinDAGs meta-DAG. Receives a ProblemUnderstanding from the Sensemaker and produces a validated DecompositionResult -- a DAG with skill assignments, wave definitions, and commitment levels. Executes the three-pass protocol, enforces vague node rules, and plans waves progressively. Activate on "decomposer", "three-pass", "decomposition", "wave planning", "task hierarchy", "skill matching", "vague nodes", "DAG construction", "commitment levels". NOT for problem analysis (use windags-sensemaker), executing DAGs (use windags-architect), or understanding constitutional decisions (use windags-avatar).
- ▌ Windags Resilience · curiositech bundleState management, checkpoint architecture, and recovery strategy selection for WinDAGs V3 execution infrastructure. Teaches the validated state machine (transition matrix with fail-fast on illegal transitions), checkpoint-resume protocol (pluggable storage, auto-save, selective re-execution), recovery strategy selection (6 strategies classified by error type and escalated by cost), and why idempotent re-execution beats saga compensation for LLM agent orchestration. Activate on "resilience", "checkpoint", "recovery", "state machine", "resume execution", "idempotent", "storage adapter", "auto-save", "wave checkpoint", "phase boundary", "crash recovery", "durable execution". NOT for failure classification and DAG mutation (use windags-mutator), pre-execution risk scanning (use windags-premortem), quality evaluation (use windags-evaluator), or DAG topology design and execution engine selection (use windags-architect).
- ▌ Windags Sensemaker · curiositech bundleFirst agent in the WinDAGs meta-DAG. Receives raw problem descriptions and produces a validated ProblemUnderstanding for downstream agents (Decomposer, PreMortem). Classifies problems, extracts principal parts, scores validity, and enforces the halt gate. Activate on "sensemaker", "problem analysis", "halt gate", "problem classification", "validity assessment", "principal parts", "deliberation budget". NOT for decomposing problems into DAGs (use windags-decomposer), building execution infrastructure (use windags-architect), or understanding constitutional decisions (use windags-avatar).
- ▌ 3d Cv Labeling 2026 · curiositech bundleExpert in 3D computer vision labeling tools, workflows, and AI-assisted annotation for LiDAR, point clouds, and sensor fusion. Covers SAM4D/Point-SAM, human-in-the-loop architectures, and vertical-specific training strategies. Activate on '3D labeling', 'point cloud annotation', 'LiDAR labeling', 'SAM 3D', 'SAM4D', 'sensor fusion annotation', '3D bounding box', 'semantic segmentation point cloud'. NOT for 2D image labeling (use clip-aware-embeddings), general ML training (use ml-engineer), video annotation without 3D (use computer-vision-pipeline), or VLM prompt engineering (use prompt-engineer).
- ▌ Build Coop Ide Gpui · curiositech bundleCapstone/orchestration skill — build an M-Agent + N-Human cooperative IDE in Rust gpui (the Harbor): many agents and humans co-editing the same files as co-equal CRDT replicas, governed by claims/guard/salvage, across LAN/shared/remote harbors. The INDEX that dispatches into the sibling rust skills. Use when building the collaborative editor, the agent-fleet console, multiplayer editing with agents-as-peers, or any slice of the Harbor. Trigger on: cooperative IDE, collaborative editor, multiplayer editor, agents and humans co-editing, gpui IDE, Loro CRDT editor, harbor editor, claims/salvage, "build the cooperative IDE". NOT for: a single non-collaborative gpui screen (compose the siblings directly), web editors, or non-editor apps.
- ▌ CSS In JS Architect · curiositechArchitect scalable styling systems with Tailwind v4, CSS Modules, design tokens, dynamic theming, and container queries. Activate on: design tokens, theming system, Tailwind config, CSS architecture, container queries, dark mode. NOT for: component library creation (use design-system-creator), animation systems (use animation-system-architect).
- ▌ Dag Context Bridger · curiositechManages context passing between DAG nodes and spawned agents. Handles context summarization, selective forwarding, and token budget optimization. Activate on 'bridge context', 'pass context', 'summarize context', 'context management', 'agent context'. NOT for execution (use dag-parallel-executor) or aggregation (use dag-result-aggregator).
- ▌ Dag Pattern Learner · curiositechLearns from DAG execution history to improve future performance. Identifies successful patterns, detects anti-patterns, and provides recommendations. Activate on 'learn patterns', 'execution patterns', 'what worked', 'optimize based on history', 'pattern analysis'. NOT for failure analysis (use dag-failure-analyzer) or performance profiling (use dag-performance-profiler).
- ▌ Dag Replay Debugger · curiositechTime-travel debugging for DAG executions. Inspect agent state at any node, replay decisions with modified inputs, compare execution traces side-by-side, and identify where reasoning diverged. Inspired by LangGraph Studio's state-editing model and Temporal's event history. Activate on "debug DAG", "replay execution", "time travel debug", "inspect node state", "what went wrong at step", "compare runs", "execution diff". NOT for live monitoring (use dag-runtime + websocket-streaming), failure analysis (use dag-ops), or general code debugging.
- ▌ Data Cost Optimizer · curiositechWarehouse cost reduction, auto-scaling, query optimization, and lifecycle policies for data infrastructure. Activate on: data cost, warehouse credits, cost reduction, auto-scaling, lifecycle policy, cold storage, cost monitoring, resource optimization. NOT for: query performance tuning (use data-warehouse-optimizer), batch job optimization (use batch-processing-optimizer).
- ▌ Dimensional Modeler · curiositechStar schema, snowflake schema, SCD types, and Kimball methodology for analytical data modeling. Activate on: dimensional model, star schema, snowflake schema, SCD, fact table, dimension table, Kimball, grain, surrogate key. NOT for: dbt implementation (use dbt-analytics-engineer), warehouse tuning (use data-warehouse-optimizer).
- ▌ Git Workflow Expert · curiositech bundleGit branching strategies, conflict resolution, rebase workflows, monorepo patterns, and advanced operations like cherry-pick, bisect, and reflog recovery. Activate on "git", "branching strategy", "merge conflict", "rebase", "cherry-pick", "monorepo git", "git bisect", "git reflog", "squash commits". NOT for GitHub Actions CI/CD (use github-actions-pipeline-builder), GitHub API/webhooks, or PR review processes (use code-review-checklist).
- ▌ Hero Section Design · curiositechDesigns the first screen visitors see — the hero section. Layout patterns (split, centered, asymmetric, full-bleed), navbar design, headline typography, CTAs, background treatments (gradients, video, particles, 3D), scroll cues, and above-the-fold conversion strategy. Activate on 'hero section', 'landing page hero', 'above the fold', 'first impression', 'homepage header', 'navbar design', 'hero layout', 'landing page design'. NOT for full multi-page site architecture (use web-design-expert), not for SEO content strategy (use seo-visibility-expert).
- ▌ Human Gate Designer · curiositechDesigns human-in-the-loop review points for DAG workflows. Determines what to present to the human, how to collect feedback, and how to route approve/reject/modify decisions back into the DAG. Use when adding approval gates, designing review UX, or handling human feedback in agent workflows. Activate on "human review", "approval gate", "human-in-the-loop", "human gate", "approval workflow", "user review step". NOT for executing human gates at runtime (use dag-runtime with Temporal signals), general UX design, or chatbot conversation design.
- ▌ Interview Simulator · curiositech bundleDesigns and orchestrates a realistic interview simulation platform with voice AI, whiteboard evaluation, gaze-tracking proctoring, and mobile spaced repetition. Use for building mock interview infrastructure, configuring sessions, and adaptive difficulty. Activate on "interview simulator", "mock interview", "practice session", "voice mock". NOT for individual round-type coaching, resume writing, or prep timeline coordination.
- ▌ Lakehouse Architect · curiositechDelta Lake, Apache Iceberg, Hudi for ACID transactions on object storage. Activate on: lakehouse, Delta Lake, Iceberg, Hudi, table format, ACID on S3, time travel, data lake, open table format. NOT for: warehouse query tuning (use data-warehouse-optimizer), streaming ingestion (use streaming-pipeline-architect).
- ▌ Liu 2023 Agentbench · curiositech bundleComprehensive benchmark suite for evaluating LLM agents across diverse interactive environments
- ▌ Metal Shader Expert · curiositech bundle20 years Weta/Pixar experience in real-time graphics, Metal shaders, and visual effects. Expert in MSL shaders, PBR rendering, tile-based deferred rendering (TBDR), and GPU debugging. Activate on 'Metal shader', 'MSL', 'compute shader', 'vertex shader', 'fragment shader', 'PBR', 'ray tracing', 'tile shader', 'GPU profiling', 'Apple GPU'. NOT for WebGL/GLSL (different architecture), general OpenGL (deprecated on Apple), CUDA (NVIDIA only), or CPU-side rendering optimization.
- ▌ Metal Text Pipeline · curiositech bundleDecide HOW LOW to go for a bare-metal 2D/text rendering pipeline on Apple GPUs, and pay the right costs. Covers the layered choice — pure objc2-metal + hand-written MSL (own command queue, glyph atlas, frame pacing) vs wgpu (Metal under the hood, cross-platform) vs Vello-on-wgpu (compute vector renderer you don't have to write) — plus CAMetalLayer/CADisplayLink frame pacing, ProMotion 120Hz, the glyph-atlas / signed-distance-field text problem, CPU-GPU sync, and honest cost accounting of "pure Metal" vs standing on Linebender. Activate on: "objc2-metal", "objc2", "CAMetalLayer", "CADisplayLink", "Metal command queue", "glyph atlas", "SDF text", "ProMotion frame pacing", "bare-metal Rust rendering on macOS", "pure Metal vs wgpu", "MTLDrawable". NOT for: writing the MSL shaders themselves (use metal-shader-expert), the Vello/Parley high-level API (use vello-parley-rendering), 3D engines (use wgpu/bevy), or iOS UIKit drawing.
- ▌ Mobile UX Optimizer · curiositech bundleMobile-first UX optimization for touch interfaces, responsive layouts, and performance. Use for viewport handling, touch targets, gestures, mobile navigation. Activate on mobile, touch, responsive, dvh, viewport, safe area, hamburger menu. NOT for native app development (use React Native skills), desktop-only features, or general CSS (use Tailwind docs).
- ▌ Monorepo Management · curiositech bundleMonorepo tooling, task orchestration, and workspace architecture for JavaScript/TypeScript repositories. Use when setting up Turborepo, Nx, pnpm workspaces, or npm workspaces; designing package boundaries; configuring remote caching; optimizing CI for affected packages; managing versioning with Changesets; or untangling circular dependencies. Activate on "monorepo", "turborepo", "nx", "pnpm workspace", "task pipeline", "remote cache", "changesets", "CODEOWNERS", "circular dependency", "affected packages", "workspace". NOT for git submodules or multi-repo federation strategies, non-JavaScript monorepos (Bazel, Pants, Buck), or single-package repository setup.
- ▌ Native App Designer · curiositech bundleCreates breathtaking iOS/Mac and web apps with organic, non-AI aesthetic. Expert in SwiftUI, React animations, physics-based motion, and human-crafted design. Use for iOS/Mac app UI, React/Vue animations, native-feel web apps, physics-based motion design. Activate on "SwiftUI", "iOS app", "native app", "React animation", "motion design", "UIKit", "physics animation". NOT for backend logic, API design (use backend-architect), simple static sites (use web-design-expert), or pure graphic design (use design-system-creator).
- ▌ Ndm Decision Models · curiositech bundleModels of naturalistic decision-making including recognition-primed decisions, sensemaking, and mental simulation
- ▌ Ndm Law Enforcement · curiositech bundleApplication of naturalistic decision-making research to law enforcement expertise and field decisions
- ▌ Next Move Marketing · curiositech bundleMarketing strategy and execution for the /next-move prediction pipeline — positioning, messaging, content strategy, distribution channels, demos, and launch tactics. Activate on 'how to market next-move', 'next-move launch', 'next-move content strategy', 'developer marketing', 'next-move demo', 'next-move distribution', 'next-move pricing', 'show don't tell'. NOT for customer persona research (use next-move-customer-persona), general competitive analysis (use competitive-cartographer), or WinDAGs-wide marketing (use claude-ecosystem-promoter).
- ▌ React Hook Composer · curiositechDesign composable custom React hooks with proper dependency management, testing with renderHook, and reusable patterns. Activate on: custom hook design, useEffect cleanup, hook composition, renderHook testing, hook dependency arrays. NOT for: state management libraries (use state-machine-designer), data fetching hooks (use data-fetching-strategist).
- ▌ Recursive Synthesis · curiositech bundleOrchestrate multi-agent collaborative document synthesis through 6 phases - Divergence, Synthesis, Commentary, Consolidation, Reality Check, Final Merge. Produces authoritative founding documents from complex multi-perspective inputs. Use for constitutional documents, architecture decisions, organizational charters, or any document requiring rigorous multi-perspective synthesis. Activates on "synthesize document", "multi-agent authorship", "collaborative synthesis", "founding document", "architecture document", "recursive synthesis", "constitutional document", "multi-perspective document". NOT for simple document writing, single-author tasks, quick summaries, or documents that don't require adversarial review.
- ▌ Refactoring Surgeon · curiositech bundleExpert code refactoring specialist for improving code quality without changing behavior. Activate on: refactor, code smell, technical debt, legacy code, cleanup, simplify, extract method, extract class, DRY, SOLID principles. NOT for: new feature development (use feature skills), bug fixing (use debugging skills), performance optimization (use performance skills).
- ▌ Remote Legal Hiring · curiositechWhether you need to and how to hire staff in remote states for legal document preparation — UPL concerns, the legal information vs legal advice line, LDA/LDP programs by state, hiring remote paralegals, multi-state employer compliance, and contractor vs employee classification for legal workers. Activate on 'hire paralegal', 'legal document preparer', 'remote legal staff', 'UPL compliance', 'multi-state legal hiring', 'legal information vs legal advice', 'LDA program', 'contractor vs employee legal'. NOT for expungement law (use national-expungement-expert), website operations (use expungement-site-operations), or general HR (use hr-expert).
- ▌ Skill Documentarian · curiositech bundleDocumentation expert for Claude Skills showcase website. Maintains skill-to-website sync, manages tag taxonomy and badges, creates blog-style artifacts, and preserves multi-skill collaborations for posterity. Activate on 'document', 'sync skills', 'create artifact', 'validate skills', 'add tags', 'tag management', 'badge', 'metadata'. NOT for code implementation (use domain skills), design creation (use web-design-expert), testing (use test-automator), or project planning (use orchestrator).
- ▌ Speech Pathology AI · curiositech bundleExpert speech-language pathologist specializing in AI-powered speech therapy, phoneme analysis, articulation visualization, voice disorders, fluency intervention, and assistive communication technology. Activate on 'speech therapy', 'articulation', 'phoneme analysis', 'voice disorder', 'fluency', 'stuttering', 'AAC', 'pronunciation', 'speech recognition', 'mellifluo.us'. NOT for general audio processing, music production, or voice acting coaching without clinical context.
- ▌ Websocket Streaming · curiositechImplements real-time bidirectional communication between DAG execution engines and visualization dashboards via WebSocket. Covers connection management, typed event protocols, reconnection with backoff, and React hook integration. Activate on "WebSocket", "real-time updates", "live streaming", "execution events", "state streaming", "push notifications". NOT for HTTP REST APIs, server-sent events (SSE), or general networking.
- ▌ Wedding Immortalist · curiositech bundleTransform thousands of wedding photos and hours of footage into an immersive 3D Gaussian Splatting experience with theatre mode replay, face-clustered guest roster, and AI-curated best photos per person. Expert in 3DGS pipelines, face clustering, aesthetic scoring, and adaptive design matching the couple's wedding theme (disco, rustic, modern, LGBTQ+ celebrations). Activate on "wedding photos", "wedding video", "3D wedding", "Gaussian Splatting wedding", "wedding memory", "wedding immortalize", "face clustering wedding", "best wedding photos". NOT for general photo editing (use native-app-designer), non-wedding 3DGS (use drone-inspection-specialist), or event planning (not a wedding planner).
- ▌ Windags Synthesizer · curiositech bundleStage 4 (final) of the WinDAGs meta-DAG. Assembles the final PredictedDAG from Sensemaker, Decomposer, Skill Selector, and PreMortem outputs. Picks planning topology, names runtime divergence honestly, validates against the schema, and emits a runnable plan. Activate on "synthesize predicted DAG", "assemble final plan", "topology selection", "runtime honesty", "predict assembly". NOT for generating subtasks (windags-decomposer), classifying problems (windags-sensemaker), picking skills (windags-skill-selector), executing the resulting DAG (the runtime does that).
- ▌ Beautiful CLI Design · curiositech bundleExpert in making CLI tools visually stunning and delightful — not just functional. Covers ANSI color systems (16/256/truecolor with graceful degradation), Unicode box drawing, progress indicators, tables, animated output, ASCII art, rich text, interactive prompts, and full TUI frameworks (Ink, Bubble Tea, Ratatui, Rich, Clack). Activate on: "make this CLI beautiful", "terminal UI", "CLI design", "pretty output", "progress bar", "spinner", "CLI table", "terminal colors", "TUI framework", "interactive prompts", "command line aesthetics", "CLI polish", "terminal styling". NOT for: web UI design (use web-design-expert), GUI desktop apps (use rust-tauri-development), API design (use api-architect), general shell scripting (use devops-expert).
- ▌ Beautiful Gui Design · curiositech bundleDesign and build beautiful, accessible graphical interfaces — web, desktop (Electron/Tauri), and native (iOS/macOS/Android). Use for visual hierarchy and layout, color and theming (light/dark, semantic tokens, WCAG contrast), typography systems, motion and micro-interactions, accessibility, component systems and design tokens, responsive/adaptive layout, and platform-native idioms. The GUI counterpart to beautiful-cli-design. NOT for terminal/CLI output (use beautiful-cli-design) or API/data schemas.
- ▌ Checklist Discipline · curiositechDesign and implement systematic checklists that reduce errors by 30-50% in complex, high-stakes domains (medicine, aviation, construction, finance). NOT for simple tasks or when comprehensive instruction is needed.
- ▌ Cost Accrual Tracker · curiositech bundleTrack real-time API cost accrual during LLM execution. Activate on 'cost tracking', 'token usage', 'API costs', 'budget monitoring', 'usage metrics'. NOT for cost estimation, pricing tiers, or billing systems.
- ▌ Dag Execution Tracer · curiositechTraces complete execution paths through DAG workflows. Records timing, inputs, outputs, and state transitions for all nodes. Activate on 'execution trace', 'trace execution', 'execution path', 'debug execution', 'execution log'. NOT for performance analysis (use dag-performance-profiler) or failure investigation (use dag-failure-analyzer).
- ▌ Dag Failure Analyzer · curiositechPerforms root cause analysis on DAG execution failures. Traces failure propagation, identifies systemic issues, and generates actionable remediation guidance. Activate on 'failure analysis', 'root cause', 'why did it fail', 'debug failure', 'error investigation'. NOT for execution tracing (use dag-execution-tracer) or performance issues (use dag-performance-profiler).
- ▌ Dag Output Validator · curiositechValidates agent outputs against expected schemas and quality criteria. Ensures outputs meet structural requirements and content standards. Activate on 'validate output', 'output validation', 'schema validation', 'check output', 'output quality'. NOT for confidence scoring (use dag-confidence-scorer) or hallucination detection (use dag-hallucination-detector).
- ▌ Dag Semantic Matcher · curiositechMatches natural language task descriptions to appropriate skills using semantic similarity. Handles fuzzy matching, intent extraction, and capability alignment. Activate on 'find skill', 'match task', 'semantic search', 'skill lookup', 'what skill for'. NOT for ranking matches (use dag-capability-ranker) or skill catalog (use dag-skill-registry).
- ▌ Data Lineage Tracker · curiositechOpenLineage, DataHub, Marquez for data lineage tracking and impact analysis. Activate on: data lineage, OpenLineage, DataHub, Marquez, impact analysis, data catalog, column lineage, data discovery. NOT for: data quality validation (use data-quality-guardian), dbt documentation (use dbt-analytics-engineer).
- ▌ Data Viz Commercials · curiositechExpert in turning data visualizations into compelling video and animation content for social media and marketing. Activate on: data commercial, animated chart, data storytelling video, chart animation, Remotion data video, Motion Canvas, Flourish animation, D3 animation, data viz social media, dashboard recording, data narrative video. NOT for: static data visualization (use data-viz-2025), general video editing (use video-processing-editing), full video production pipeline (use ai-video-production-master).
- ▌ Expert Task Analysis · curiositech bundleAnalytical methods for decomposing expert performance into cognitive and physical task components
- ▌ Expo Workflow Expert · curiositechExpo managed workflow expert for EAS Build, Submit, Update, config plugins, and custom dev clients. Activate on: Expo project, EAS Build, EAS Update, config plugin, expo-dev-client, Expo Router, Expo SDK 52, app.json configuration. NOT for: bare React Native (use react-native-architect), native module authoring (use react-native-architect), Flutter (use flutter-bloc-state-manager).
- ▌ Git Workflow Auditor · curiositechAudits git repository hygiene: worktree state, stale branches, uncommitted changes, orphaned worktrees, and hook configuration. Finds the rot before it causes a crisis.
- ▌ Jungian Psychologist · curiositech bundleExpert in Jungian analytical psychology, depth psychology, shadow work, archetypal analysis, dream interpretation, active imagination, addiction/recovery through Jungian lens, and the individuation process - grounded in primary sources and clinical frameworks. Activate on 'Jung', 'Jungian', 'shadow work', 'archetypes', 'dream interpretation', 'active imagination', 'individuation', 'anima', 'animus', 'collective unconscious', 'addiction', 'recovery', 'spiritus contra spiritum'. NOT for therapy or diagnosis (only licensed analysts diagnose), active psychosis, severe dissociation, or replacing the relational container of actual Jungian analysis.
- ▌ Knot Theory Educator · curiositechExpert in visualizing and explaining braid theory, knot mathematics, and topological concepts for educational purposes. Use for creating interactive visualizations, explainer cards, step-wise animations, and translating abstract algebra into intuitive understanding. Activate on keywords: braid theory, knot visualization, σ notation, crossing diagrams, Yang-Baxter, topological education. NOT for general math tutoring, pure knot invariant computation, or non-educational knot theory research.
- ▌ Mermaid Graph Writer · curiositech bundleWrites precise, well-structured Mermaid diagrams for any visualization need. Use when creating flowcharts, sequence diagrams, state machines, ER models, timelines, mindmaps, Gantt charts, or any other Mermaid-supported diagram type. Activate on "mermaid", "diagram", "flowchart", "sequence diagram", "state diagram", "ER diagram", "visualize", "draw graph". NOT for rendering/exporting Mermaid to images (use mermaid-graph-renderer), ASCII art, or GUI-based design tools.
- ▌ Naturalistic Insight · curiositech bundleResearch on how insights and creative solutions emerge naturally during problem-solving and expertise
- ▌ Normative Bdi Agents · curiositech bundleA framework for building rational agents that can recognize, evaluate, and selectively adopt norms while resolving conflicts through consequence-based reasoning. Enables agents to make principled decisions when rules, obligations, and goals are mutually incompatible.
- ▌ Performance Profiler · curiositechProfiles runtime performance of Node.js, Python, and Go applications. Identifies rendering bottlenecks in React/Next.js, analyzes bundle size and tree-shaking effectiveness, measures API response times and database query performance, and detects memory leaks. Produces actionable optimization recommendations with estimated impact. Activate on: 'slow API', 'performance issue', 'bundle too large', 'memory leak', 'rendering slow', 'profile application', 'optimize performance', 'high latency', 'GC pressure'. NOT for: load testing at scale (use site-reliability-engineer), CI pipeline speed (use ci-cache-optimizer), algorithmic complexity analysis only (use code-architecture).
- ▌ Pet Memorial Creator · curiositech bundleCompassionate support for pet loss, memorial creation, and honoring the bond between humans and their animal companions. Specializes in tribute writing, keepsake ideas, and navigating the unique grief of losing a pet.
- ▌ Rpd Klein Calderwood · curiositech bundleRecognition-Primed Decision model explaining how experts rapidly match situations to learned patterns
- ▌ SEO Content Blogging · curiositechWriting informational blog posts that rank in search -- genuine technical content that serves humans AND search engines. Covers topic research, keyword mapping, content structure for featured snippets, technical blog templates (tutorial, comparison, deep-dive, case study), internal linking strategy, meta tags, schema markup, content freshness cycles, and measuring ROI. Activate on 'SEO blog', 'blog post SEO', 'content strategy', 'keyword research', 'technical blog', 'blog ranking', 'search optimization', 'content calendar', 'featured snippets', 'schema markup'. NOT for social media or launch tactics (use tech-launch-channels) or general product announcements (use product-announcement-craft).
- ▌ Skillful Node Prompt · curiositechHow WinDAGs constructs prompts for agent nodes. Encodes the hypertree structure, DSPy signature model, 4-section subagent pattern, discourse metadata, and memory-scored context selection. The meta-skill that teaches agents how to be skillful.
- ▌ Socratic Questioning · curiositech bundleGuide critical thinking through disciplined Socratic questioning. Use when the user wants to explore assumptions, examine beliefs, resolve internal conflict, facilitate learning, clarify thinking, or mentions 'Socratic method', 'question assumptions', 'examine this belief', 'think this through', 'interview my beliefs'. Especially powerful for relationship processing, recovery decisions, and examining deeply held assumptions.
- ▌ Tech Launch Channels · curiositechPlatform-specific launch playbooks for developer tools and technical products. Covers Hacker News, Product Hunt, Reddit, LinkedIn, Twitter/X, Indie Hackers, Dev.to, and Facebook with exact timing, formatting rules, community norms, and common mistakes for EACH channel. Activate on 'launch', 'Hacker News', 'Product Hunt', 'Show HN', 'Reddit launch', 'developer marketing channels', 'where to post', 'distribution channels', 'launch day', 'go-to-market'. NOT for writing the announcement itself (use product-announcement-craft) or SEO/content strategy (use seo-content-blogging).
- ▌ Tlaplus Practitioner · curiositech bundleYou MUST use this skill when writing, running, or verifying TLA+ specifications for distributed systems, coordination protocols, or state machine designs. This skill is opinionated and prescriptive — it will push you toward bounded model checking with TLC, concrete worked examples, and measurable quality gates. NOT FOR: general formal methods theory, Coq/Lean/Isabelle proof assistants, SPIN/Promela model checking, or theorem proving without explicit state machines.
- ▌ UX Friction Analyzer · curiositechComprehensive UX analysis using cognitive psychology, ADHD-friendly design, Gestalt principles, and flow state engineering. Specializes in friction audits, user journey simulation, cognitive load optimization, and Fitts' Law application. Activate on "analyze UX", "friction audit", "user journey", "ADHD-friendly", "optimize flow", "reduce cognitive load", "UX audit", "conversion optimization". NOT for visual design execution (use web-design-expert), A/B testing implementation (use frontend-developer), or accessibility compliance auditing (use accessibility-auditor).
- ▌ Vite Build Optimizer · curiositechUse when Vite dev startup is slow, HMR is not invalidating, the build emits chunks larger than expected, or you are authoring a Vite plugin. Triggers: "[plugin:..] failed", "Failed to resolve import", externalize warnings, dependency pre-bundling errors, lib mode + code splitting, ssr externals confusion, "Cannot find package" only in build, manualChunks tuning, optimizeDeps include/exclude tuning, rollup-plugin-visualizer review, --profile flag, configResolved/handleHotUpdate hook authoring. NOT for Webpack tuning, Turbopack-specific, Astro internals, or Bun bundler — those have their own conventions.
- ▌ Voice Audio Engineer · curiositech bundleExpert in voice synthesis, TTS, voice cloning, podcast production, speech processing, and voice UI design via ElevenLabs integration. Specializes in vocal clarity, loudness standards (LUFS), de-essing, dialogue mixing, and voice transformation. Activate on 'TTS', 'text-to-speech', 'voice clone', 'voice synthesis', 'ElevenLabs', 'podcast', 'voice recording', 'speech-to-speech', 'voice UI', 'audiobook', 'dialogue'. NOT for spatial audio (use sound-engineer), music production (use DAW tools), game audio middleware (use sound-engineer), sound effects generation (use sound-engineer with ElevenLabs SFX), or live concert audio.
- ▌ Wang Et Al 2025 Tdag · curiositech bundleArchitectural patterns for building agent systems that dynamically decompose complex tasks, generate specialized subagents just-in-time, and prevent cascading failures through adaptive replanning.
- ▌ Windags Looking Back · curiositechPolya's four questions after every WinDAGs execution. Q1 (contract satisfied?) and Q2 (unstated assumptions?) are mandatory on every DAG. Q3 (generalizable?) and Q4 (broader connections?) are conditional on quality and cost thresholds, run asynchronously, and never delay result delivery. Activate on "looking back", "Polya", "retrospective", "post-execution review", "was the contract satisfied", "unstated assumptions", "generalize", "problem class". NOT for learning engine updates (use windags-curator), failure scanning (use windags-premortem), or DAG construction (use windags-architect).
- ▌ Bdi Agent Design Mora · curiositech bundleDesign patterns for BDI agents using the MORA methodology for practical multi-agent system development
- ▌ Clip Aware Embeddings · curiositech bundleSemantic image-text matching with CLIP and alternatives. Use for image search, zero-shot classification, similarity matching. NOT for counting objects, fine-grained classification (celebrities, car models), spatial reasoning, or compositional queries. Activate on "CLIP", "embeddings", "image similarity", "semantic search", "zero-shot classification", "image-text matching".
- ▌ Cloudflare Pages Cicd · curiositechCloudflare Pages CI/CD with preview environments, edge functions, and Wrangler automation. Activate on: Cloudflare Pages, Wrangler deploy, preview environment, edge function, Pages project, Cloudflare Workers integration, custom domain on Pages. NOT for: Worker-specific development (use cloudflare-worker-dev), DNS management (use devops-automator), full-stack app frameworks (use vercel-deployment).
- ▌ Cloudflare Worker Dev · curiositechCloudflare Workers, KV, Durable Objects, and edge computing development. Use for serverless APIs, caching, rate limiting, real-time features. Activate on "Workers", "KV", "Durable Objects", "wrangler", "edge function", "Cloudflare". NOT for Cloudflare Pages configuration (use deployment docs), DNS management, or general CDN settings.
- ▌ Code Review Checklist · curiositechGenerates comprehensive, context-aware code review checklists tailored to the specific codebase, programming language, and team standards. Analyzes PR diffs and suggests what reviewers should focus on.
- ▌ Collage Layout Expert · curiositech bundleExpert in ALL computational collage composition: photo mosaics, grid layouts, scrapbook/journal styles, magazine editorial, vision boards, mood boards, social media collages, memory walls, abstract/generative arrangements, and art-historical techniques (Hockney joiners, Dadaist photomontage, Surrealist assemblage, Rauschenberg combines). Masters edge-based assembly, Poisson blending, optimal transport color harmonization, and aesthetic optimization. Activate on 'collage', 'photo mosaic', 'grid layout', 'scrapbook', 'vision board', 'mood board', 'photo wall', 'magazine layout', 'Hockney', 'joiner', 'photomontage'. NOT for simple image editing (use native-app-designer), generating new images (use Stability AI), single photo enhancement (use photo-composition-critic), or basic image similarity search (use clip-aware-embeddings).
- ▌ Cse State Of Practice · curiositech bundleReview of Cognitive Systems Engineering applications and current practice in safety-critical domains
- ▌ Dag Capability Ranker · curiositechRanks skill matches by fit, performance history, and contextual relevance. Applies multi-factor scoring including success rate, resource usage, and task alignment. Activate on 'rank skills', 'best skill for', 'skill ranking', 'compare skills', 'optimal skill'. NOT for semantic matching (use dag-semantic-matcher) or skill catalog (use dag-skill-registry).
- ▌ Dag Confidence Scorer · curiositechAssigns confidence scores to agent outputs based on multiple factors including source quality, consistency, and reasoning depth. Produces calibrated confidence estimates. Activate on 'confidence score', 'how confident', 'certainty level', 'output confidence', 'reliability score'. NOT for validation (use dag-output-validator) or hallucination detection (use dag-hallucination-detector).
- ▌ Dag Dynamic Replanner · curiositechModifies DAG structure during execution in response to failures, new requirements, or runtime discoveries. Supports node insertion, removal, and dependency rewiring. Activate on 'replan dag', 'modify workflow', 'add node', 'remove node', 'dynamic modification'. NOT for initial DAG building (use dag-graph-builder) or scheduling (use dag-task-scheduler).
- ▌ Dag Isolation Manager · curiositechManages agent isolation levels and resource boundaries. Configures strict, moderate, and permissive isolation profiles. Activate on 'isolation level', 'agent isolation', 'resource boundaries', 'sandboxing', 'agent containment'. NOT for permission validation (use dag-permission-validator) or runtime enforcement (use dag-scope-enforcer).
- ▌ Dag Parallel Executor · curiositechExecutes DAG waves with controlled parallelism using the Task tool. Manages concurrent agent spawning, resource limits, and execution coordination. Activate on 'execute dag', 'parallel execution', 'concurrent tasks', 'run workflow', 'spawn agents'. NOT for scheduling (use dag-task-scheduler) or building DAGs (use dag-graph-builder).
- ▌ Dag Result Aggregator · curiositechCombines and synthesizes outputs from parallel DAG branches. Handles merge strategies, conflict resolution, and result formatting. Activate on 'aggregate results', 'combine outputs', 'merge branches', 'synthesize results', 'fan-in'. NOT for execution (use dag-parallel-executor) or scheduling (use dag-task-scheduler).
- ▌ Data Quality Guardian · curiositechGreat Expectations, dbt tests, anomaly detection, and data contracts for data quality. Activate on: data quality, data validation, Great Expectations, data contract, anomaly detection, SLA, freshness check, schema validation. NOT for: dbt model structure (use dbt-analytics-engineer), schema evolution (use schema-evolution-manager).
- ▌ Dependency Management · curiositech bundleManaging third-party dependencies — version pinning, security auditing, license compliance, update workflows, lockfile management, supply chain security. Activate on "npm audit", "dependabot", "renovate", "pin versions", "dependency update", "supply chain", "license compliance", "lockfile", "security advisory", "typosquatting", "SBOM". NOT for internal monorepo package management (use monorepo-management) or publishing your own packages to npm/PyPI.
- ▌ Design System Creator · curiositech bundleBuilds comprehensive design systems and design bibles with production-ready CSS. Expert in design tokens, component libraries, CSS architecture. Use for design system creation, token architecture, component documentation, style guide generation. Activate on "design system", "design tokens", "CSS architecture", "component library", "style guide", "design bible". NOT for typography deep-dives (use typography-expert), color theory mathematics (use color-theory-palette-harmony-expert), brand identity strategy (use web-design-expert), or actual UI implementation (use web-design-expert or native-app-designer).
- ▌ Design Trend Analyzer · curiositechAnalyze design trends and recommend appropriate styles, color palettes, and typography systems for your project based on current design movements. NOT for accessibility auditing or full design system creation.
- ▌ Devtool Documentation · curiositechExpert in developer tool documentation as a product. Activate on: docs site, getting started guide, API reference, developer documentation, Docusaurus, Mintlify, Nextra, ReadMe, migration guide, troubleshooting page, docs information architecture, documentation testing, llms.txt. NOT for: marketing copy (use seo-content-blogging), API design itself (use api-architect), general technical writing (use technical-writer).
- ▌ Discourse Coordinator · curiositech bundleMeta-skill that orchestrates the discourse skill suite: routes between steel-man-argument, socratic-questioning, toulmin-argument-analysis, logical-fallacy-detector, bad-faith-rhetoric-detector, discourse-elision-analyzer, forensic-speech-structure, and productive-discourse-facilitator. Use when analyzing conversations, facilitating discourse, or operating as a dialogue copilot. Maintains mode (silent analysis, coaching overlay, active facilitator) and decides which skills to invoke based on conversation dynamics.
- ▌ Fancy Yard Landscaper · curiositech bundleExpert landscape designer transforming yards through photo mapping, 3D visualization, seasonal planning, and deep plant knowledge. Specializes in fast-growing privacy screens (knows arborvitae pitfalls), architecture-appropriate design, outdoor living spaces, and realistic maintenance expectations. Activate on "landscape design", "yard design", "garden planning", "plant selection", "privacy screen", "outdoor living", "backyard makeover", "arborvitae", "hedge", "fast growing tree", "landscaping ideas". NOT for interior design (use interior-design-expert), hardscape construction (consult contractors), or lawn care chemicals (consult local experts).