Criar PRD (Product Requirements Document) antes da SPEC tecnica. Problema, personas, escopo, metricas de sucesso.
Deep-dive AWS architecture review, debugging, and service design. Use for structured investigations of AWS-specific issues, cost or IAM audits, and multi-service design reviews.
Generate threat models using STRIDE, PASTA, or VAST methodologies
Architecture Decision Records — context, decision, consequences, supersession trail.
Turn stakeholder talk into testable, prioritized requirements. Activate after Strategy exists and before PRD writing.
Conception d'architectures événementielles avec messaging et event sourcing. Se déclenche avec "event driven", "événementiel", "RabbitMQ", "Kafka", "event sourcing", "CQRS",…
Translate PRD to DesignBrief with explicit principles and constraints. Activate after PRD lands and before any pixels.
When and how to switch which role the agent is playing. The meta-skill that makes 200 agents usable.
Validate artifact against schema, acceptance criteria, and downstream readiness BEFORE marking a task complete.
Break work into 2–5 min tasks, each ending in a typed artifact handoff. Activates after ScopedBrief.
Run a team formation's multi-stage pipeline end-to-end with role switching, handoffs, validation, and rollback.
Persistent role-scoped memory across sessions. The agent that worked on your codebase yesterday knows things today.
Expert in web accessibility, WCAG compliance, screen reader optimization, keyboard navigation, ARIA attributes, and inclusive design.
Meta-skill. How to navigate Constellation's 200 agents, pick teams, run pipelines, and avoid common mistakes.
Designs interactions, animations, transitions, and micro-interactions. Specifies hover states, click feedback, loading states, and user feedback mechanisms.
Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows.
Hooks, suspense, server components, Next.js best practices. Activate when the FrontendArchitecture picks React.
Set typography, color, spacing, brand expression. Activate with DesignBrief in hand.
Expert in building scalable design systems with Atomic Design, design tokens, and theming infrastructure.
Dispatch fresh subagents per task with typed artifact handoff and two-stage review.
Creates comprehensive technical documentation from existing codebases. Analyzes architecture, design patterns, and implementation details to produce long-form technical manuals…
Role-aware TDD. NO production code without a failing test first. Tests live alongside the role's typed artifact.
Mechanical schema + invariant checking of artifacts. The unit test for typed handoffs.
Playwright / Cypress, page objects, parallel sharding, flake control.
Request keys, dedup windows, side-effect isolation. The cure for retries.
Pinecone/Qdrant/pgvector, HNSW tuning, hybrid search, filters.
BullMQ/SQS/Kafka topology, retries, DLQ, idempotency, exactly-once semantics.
Kotlin, Jetpack Compose, coroutines, Play Store policy.
Driver-based model, sensitivities, ARR-bridge, cash forecast.
Shift-left scanning, policy-as-code, signed artifacts, SBOM.
Authorized exploitation, proof-of-concept chain, kill-chain mapping.
Stepwise diagnostics with copy-paste safe commands and rollback paths.
OWASP Top 10, secure code review, SAST/DAST gating.
LLM-as-judge, holdout sets, regression suites, error analysis.
Data minimization, purpose limitation, DPIA, vendor mapping.
Row-level vs DB-per-tenant, isolation, noisy neighbor mitigation.
Plans, metering, proration, dunning, tax engines.
Dataset curation, LoRA/QLoRA, sweeps, eval-gated promotion.
Cost/quality/latency routing with fallback chains and per-model A/B.
Cascade strategy, container queries, tokens, dark mode, responsive primitives.
Grounded-claim detection, citation enforcement, abstention rules.
Power analysis, ramp plan, SRM checks, sequential testing.
Audit and enforce Core Web Vitals, bundle, hydration, RUM, regression budgets.
Article-level control mapping, DSAR runbook, retention schedule.
SLOs, error budgets, on-call rotation, postmortem culture.
Growth model, north-star metric, lever prioritization.
Swift, SwiftUI, async/await, Combine, App Store policy.
Pipelines, caching, matrix testing, deploy gates, artifact provenance.
Indexes, EXPLAIN, vacuum, partitioning, logical replication.
Bronze/silver/gold lakehouse layout, data contracts, ownership, SLOs.
Decision docs with options, pros/cons, recommendation, dissent, owner.
Native vs cross-plat, offline strategy, CI matrix, release cadence model.
Great Expectations, contracts, freshness, completeness, accuracy.
Mixed-methods user research with ResearchOps hygiene and finding velocity.
Technical SEO, schema, internal linking, content strategy.