Gate 1.5/2.5: Design Validation - verifies UX specifications are complete before proceeding to technical architecture.
Gate 3 (Full Track) / Gate 2 (Small Track): Technical architecture document - defines HOW/WHERE with technology-agnostic patterns before concrete implementation choices.
Validate that the AIOS repo ships every tool needed to run its full lifecycle (install, create brain, create a second AIOS, switch, delete) on each major platform, then emit a…
Guides users through pre-project planning phase. Auto-activates when users ask about starting new projects, planning architecture, choosing tech stacks, or creating project plans.
Skill do używania biblioteki preboot-eventbus. Użyj tego skilla zawsze gdy użytkownik chce implementować event bus, event-driven architecture, publishować eventy, obsługiwać…
Prediction Monitor - Auto-activating skill for ML Deployment. Triggers on: prediction monitor, prediction monitor Part of the ML Deployment skill category.
Learn user preferences from conversations and personalize responses automatically. Preferences compound over time — corrections like "use TypeScript, not JavaScript" are captured…
Operational skill for Prefect: flows, tasks, deployments, work pools, retries, and observability for Python pipelines.
Prefect workflow orchestration — flows, tasks, deployments, work pools, schedules, retries
Prefect is a Python workflow orchestration framework for building resilient data pipelines. Add scheduling, retries, caching, and observability to any Python script with simple…
Align a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO. Use when preference pairs or thumbs-up/down feedback exist, when choosing between…
Pre-deploy verification gate. Checks git status, build, tests, migrations, secrets, and commit conventions. Reports READY or NOT READY. Read-only, no changes.
Testes E2E deste repo com Playwright + Electron (_electron.launch), fixtures PT_E2E_* e convenções da pasta e2e/. Usar ao criar ou alterar *.spec.ts.
Establish the enterprise architecture capability for a new engagement. Develops Architecture Principles (Name/Statement/Rationale/Implications), tailors the TOGAF framework,…
Prelude bootstrapping for TypeScript. Use when creating or rebuilding a prelude.ts from ambient generic helpers and types.
Analyze what could go wrong with a plan. Use when: - User asks "what could go wrong", "risks", "potential issues" - Before implementing a significant change - User wants to…
Identify failure modes before they occur. Use when reviewing plans, designs, or PRs to catch risks early. Not for post-incident analysis or debugging active issues.
Use when the user wants to prepare a local project for GitHub or public release. Runs a release-readiness sweep over README structure, bilingual docs, commit hygiene,…
Inspect Rust workspace changes, draft release PRs, bump versions, and assemble changelogs before publishing.
Assess and improve garden soil through testing, amendment, composting, and biodynamic preparations. Covers jar test, spade test, earthworm count, amendment by soil type (clay,…
Full analyze -> grill -> plan -> independent-review -> implement -> test -> independent-review -> E2E -> docs pipeline for a development task (feature or bug), delegating each…
Guides preparation of compliance documentation for CockroachDB Cloud deployments, covering SOC 2, PCI DSS, ISO 27001, HIPAA, and GDPR certifications.
Structures infrastructure investment recommendations with regulatory analysis, cash flow modeling, and risk assessment for IC presentation.
오디오 전처리 파이프라인 모듈(converter, snr, dereverb, denoiser, agc)을 구현하는 스킬. 강의실 녹음의 노이즈 제거, 역반향 처리, 볼륨 정규화를 담당하는 Python 모듈 빌드 시 사용.
Revisar la preparación de un artículo Astro: esquema, series, enlaces, assets, rigor, privacidad y calendario. Usar antes de programar, publicar o aprobar una actualización.
Automate Prerender tasks via Rube MCP (Composio). Always search tools first for current schemas. — from engineering/cloud-platforms
Presentation Automation: python-pptx, Google Slides API, automated slide generation from data and templates
Use when a change affects an observable contract surface — Mastodon REST API (/api/v1/*), GraphQL schema, ActivityPub actor object shape, JSON-LD context, OpenAPI spec, or error…
Intelligently deploys Azure OpenAI models to optimal regions by analyzing capacity across all available regions.
Intelligently deploys Azure OpenAI models to optimal regions by analyzing capacity across all available regions.
Use to validate a feature against real users — build a persona dossier and walk that specific person through the journey to find where it breaks for THEM.
Pressure-test a legal position against the documents the user supplies. Use only when the user explicitly asks to pressure-test, stress-test or red-team an argument, or asks…
Complete the required presubmit. Use before declaring a feature finished, after a large refactor or when asked.
Generiert handgezeichnete Sketchnote-Diagramme aus Textbeschreibungen. Zweistufig: erst Plan zur Freigabe, dann SVG + Rendering via Kie.ai.
Use actionlint when an agent needs to inspect GitHub Actions workflow files before a push or pull request lands.
Work on Previa, the AI-first QA IDE and API testing runtime. Use when creating or debugging Previa pipelines, runners, MCP integration, CLI flows, repository changes,…
Comprehensive E2E + Security Tests for Vercel Preview Deployments. Combines Playwright automation with Claude-in-Chrome MCP for interactive debugging.
Use when you need to visually see a real Svelte webview component of the Claude Todos panel (a screenshot), not just run tests or the build — e.g.
Structures interest rate swap, cap, floor, and swaption pricing with curve construction and valuation.
Evaluates LP interest portfolios with fund-by-fund NAV assessment, J-curve positioning, and portfolio-level pricing methodology.
[Project: GR.PRIIS.Frontend] Form patterns for GR.PRIIS.Frontend — Zod v4 (import from 'zod' — never the legacy 'zod/v4' subpath), zodResolver from @hookform/resolvers/zod, schema…
Use when onboarding to the Valor AI codebase, understanding the system architecture, or when the user asks 'how does this work'. Comprehensive codebase orientation guide.
Work with Prime Intellect products via the prime CLI and Python SDKs - verifiers environments and the Environments Hub, evaluations (local and hosted), Hosted Training and…
Quickly understand and load a codebase by examining repository structure, README, and AI documentation.
You MUST use this for system design and architecture decisions - designing systems, choosing patterns, defining boundaries, data modeling, and making structural decisions that are…
Operate as a principal architect who owns the boundaries between systems, curates the technology set, and spends veto power sparingly.
Audits and optimizes ATS Platform performance across API, database, caching, and async workloads. Use to find and fix latency, throughput, and resource-efficiency problems.
Hardens the ATS Platform for production reliability and operability on AWS. Use for observability, resilience, error handling, deployment safety, and incident-readiness work.
Code review heuristics — four-axis review lens (correctness, security, design integrity, test coverage); confidence-based filtering (no finding without a concrete failure…
Concurrency principles — race conditions, deadlock, livelock, starvation, structured concurrency, cancellation propagation, backpressure, lock-free primitives, atomics, memory…
Domain-Driven Design (DDD) — bounded contexts, aggregates, entities, value objects, ubiquitous language, domain events, context map, anti-corruption layer, and repository pattern.
Design patterns — Gang of Four and beyond. Strategy, factory method, observer, decorator, adapter, facade, template method, command, repository, dependency injection.
Event-driven architecture — event sourcing, CQRS, sagas, choreography vs orchestration, schema evolution, consumer groups, partitions, ordering, idempotent handlers, outbox…
Apply when debugging. Trace each symptom to its root cause and fix it there; reproduce first, ask why until you reach it, resist nil-check guards that silence crashes.
Apply when refactoring, evaluating diff size, or tempted to add abstractions, layers, or signal threading.
Apply during planned rewrites and migrations with explicit phase boundaries. Converge on the target architecture; don't preserve smooth intermediate states with throwaway — from…
Performance engineering principles — latency vs throughput, profile-before-optimize discipline, Big-O instincts for common patterns, allocation and GC pressure, data locality and…
Refactoring discipline — Fowler's catalog of behavior-preserving moves (Extract Function, Inline Variable, Move Function, Replace Conditional with Polymorphism, Introduce…
SOLID principles — SRP, OCP, LSP, ISP, DIP (single responsibility, open-closed, Liskov substitution, interface segregation, dependency inversion).
Apply when sequencing an addition, refactor, or rewrite. Remove dead weight, redundant validators, and stub references first, then build on the simpler base.