Results for “architecture-validation”

Tests approaches at extreme scales to reveal fundamental limits and strengths hidden at normal scales.

Use this when the backend is TypeScript-first and needs architecture for services, APIs, workers, serverless handlers, validation boundaries, and runtime-aware module design.

End-to-end Kaggle competition workflow for scored submissions, covering code competitions, validation, metrics, public notebook/discussion intel, tabular/text/image modeling, tuning, ensembling, multi-notebook architectures, Kaggle GPU offload, and hidden-test debugging.

Guides architecture decisions, flow type selection, bulk safety validation, and fault handling standards for Salesforce Flow design and review.

Train machine learning models end-to-end, covering data loading, preprocessing, architecture selection, training loops, validation, and checkpointing. Use when the user requests model training or provides relevant inputs for this workflow.

Deep technical SEO auditing covering crawlability, indexation, Core Web Vitals, site architecture, canonicalization, structured data validation, and performance optimization. Use when the user asks about technical SEO, site audits, crawl issues, indexation problems, Core Web Vitals, page speed, or site architecture optimization. For content-focused SEO, see the seo-content-writer skill.

Universal Reasoning Framework implementing λο.τ calculus over holarchic structures. Provides severity-based routing (R0-R3 pipelines), modular cognitive architecture (DEC, EVL, PAT, SYN, MEA, HYP, INT), fractal execution patterns, multi-level validation (η≥4, KROG), and adaptive learning. Triggers on: (1) complex multi-step reasoning, (2) high-stakes decisions requiring validation, (3) research synthesis across domains, (4) system design and architecture, (5) crisis management, (6) performance optimization. Implements scale-invariant reasoning from micro (tool calls) through meso (skill composition) to macro (orchestrated workflows).

Use this skill for navigation, information architecture, menus, tabs, breadcrumbs, repeated workflows. Trigger when the task involves ui/ux work related to Navigation Ia UX, production implementation, audits, debugging, strategy, or validation.

Run pre-deployment validation checks for Azure readiness, including configuration, infrastructure (Bicep or Terraform), RBAC role assignments, and managed identity permissions.

Runs bottom-up type-chain validation across database, hooks, and UI layers, then fixes errors at the failing layer for project health checks before large changes.

Architectural decision-making framework.

Use this skill for Firebase Auth, Firestore, Functions, Storage, Hosting, app backend architecture. Trigger when the task involves apps work related to Firebase App Backend, production implementation, audits, debugging, strategy, or validation.

Plan structure validation, phase completeness checks, reference integrity verification, and artifact existence confirmation. Provides the structured verification layer ensuring GSD artifacts are well-formed and complete.

Verify feature, bug, UI, API, mobile, security, or deployment work against acceptance criteria.

Enforces system design, project structure, dependency management, error handling, testing, and documentation standards at principal-engineer level.

Validate process decomposition and architecture design quality before execution begins. Load when the setup-evaluator agent fires (automatic for agent-chain tasks), or when user says "evaluate this setup", "check the decomposition", "validate the architecture", "is this plan sound", "review the agent design". Catches structural errors, missing knowledge, unrealistic step ordering, and topology mismatches. Does NOT modify — only evaluates.

Validate whether an OSS tool is worth building through staged namespace, existing-solution, and feasibility review

Audits type-safety documentation against the live codebase, checking for drift from validators and folder layout.

Load this skill when the user says "verify-implementation", "verify implementation", or "/verify-implementation". Reviews the implementation against the issue requirements and project coding standards, runs automated checks, and produces a gated report before acceptance criteria are ticked off.

Analyzes codebases to generate comprehensive architectural documentation, including technology stack detection, visual diagrams, and implementation patterns.

Validates custom dotnet new templates for correctness before publishing, catching missing fields, parameter bugs, shortName conflicts, constraint issues, and common authoring mistakes.

Verification-before-completion discipline ensuring all success criteria are met, tests pass, and reviews complete before declaring work done.

This skill should be used when the user asks to "validate plugin structure", "review manifest files", "check frontmatter compliance", "verify tool invocation patterns", "explain plugin component types", or needs Claude Code plugin architectural guidance.

Internal codebase knowledge-check assistant for maintainers. Focus on architecture understanding, implementation details, and change-risk analysis for this repository.

Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design.

Validates rendered UI with browser or Playwright screenshots after implementation, redesign, responsive changes, or visual regressions.

Designs an approval-gated feature specification from approved requirements, covering architecture decisions, component boundaries, quality constraints, and definition of done.

Validates observable behavior of apps, CLIs, APIs, and generated artifacts against a prewritten contract without inspecting source code.

Quality Gates

Verifies data structures, files, YAML blocks, or agent output against their defined schema, producing a pass/fail report with actionable fix instructions.