Use whenever you need to understand how this theme works — adding pages, managing content, configuring the site, using partials/components/modules, project architecture, scripts, or styling/theming (Tailwind v4, Bootstrap 5, or a hybrid — verify which). Use for ANY question about the structure, usage, or customization of the template or theme.
Expert orchestrator for Juval Löwy's system design methodology from *Righting Software*. Use this skill whenever the user mentions Löwy, "The Method", volatility-based decomposition, layered architecture with Managers/Engines/ResourceAccess, use case validation, call chains, composable design, the Message Bus pattern, or asks to architect or decompose a system. Also trigger when the user mentions "functional decomposition" (to warn against it), "domain decomposition", "core use cases", "axes of volatility", or "Design Don'ts". This skill routes to specialized sub-skills for each phase of The Method. Always trigger this skill for architecture-level design conversations, even if the user does not name Löwy explicitly - the vocabulary is the signal.
Critique any investor-facing content from the point of view of a sceptical, experienced investor, so you see the weaknesses before a real investor does. Works on any form: a pitch deck, a one-pager, an executive summary, a full business plan, a financial model, a cold email or intro, an investment memo, a teaser, or a data room. Use this skill whenever you say any of: "red team this", "red-team investor", "review this deck", "review this pitch", "what would an investor make of this", "poke holes in this", "where are the gaps", "review the pitch deck", "review this business plan", "review this model", "is this fundable", "what would a VC say", "due diligence this", "tear this apart", or hand over founder or investor material and ask for a critical read. It does NOT write or improve the pitch (that is a separate drafting job); it reviews. The output is a structured, honest critique calibrated to your stage and the content type, mapping each weakness to the underlying risk and listing the hard questions a sharp investor would ask. Default output is in the conversation; saving it into your vault happens only when you ask, and nothing is ever sent to an investor on your behalf.
Online (incremental) covariance, correlation, and precision estimation in Python — the streaming complement to sklearn.covariance. Use when code needs a covariance/correlation matrix updated per observation, recomputes np.cov/np.corrcoef in a rolling loop, must judge or compare covariance estimates, or proposes a new covariance methodology. Points to task-specific skills.
Turns an accepted plugin or component concept into a concrete component inventory — which skills, agents, commands, and hooks to build, how many, and how much content depth each needs (Minimal/Standard/Rich, reusing this plugin's own 80% Rule and skill-category vocabulary rather than a new rubric). Use when the user asks to "plan the architecture", "decide what components I need", "plan this plugin's structure", or has an accepted plugin-ideation Concept Card or plugin-conception Conception Brief ready for the next step. Produces a component inventory and depth plan, not designed components — see the matching Design skill (skill-development, agent-development, command-development, hook-development, rule-development) for that.
Access BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organism data, and substrate-specific enzyme information for biochemical research and metabolic pathway analysis.
Build event-driven applications with Azure Event Grid SDK for Java. Use when publishing events, implementing pub/sub patterns, or integrating with Azure services via events.
Configure Istio traffic management including routing, load balancing, circuit breakers, and canary deployments. Use when implementing service mesh traffic policies, progressive delivery, or resilience patterns.
Check construction AI systems against the EU AI Act (Regulation 2024/1689): classify risk of estimation, scheduling, CV and agent tools, document transparency, keep human oversight. Use when deploying or auditing AI in construction.
Official GSAP skill for gsap.utils — clamp, mapRange, normalize, interpolate, random, snap, toArray, wrap, pipe. Use when the user asks about gsap.utils, clamp, mapRange, random, snap, toArray, wrap, or helper utilities in GSAP.
Progressively activates todo tests one at a time, updates implementation code until each passes (verified via Wallaby), checks off matching design doc progress, then moves to the next—following the design doc as the single source of truth.