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Implements production-grade MCP deployments with patterns for latency optimization (stdio vs HTTP transports), stateful session management, caching strategies, observability (tracing, metrics), rate limiting, graceful degradation, and lessons from production…
Integrates MCP clients using Python SDK v2 and TypeScript SDK v2 to connect to MCP servers, manage tools/resources/prompts, handle transport (stdio/SSE), error recovery, and implement structured calling conventions in AI agent applications.
Implements FastMCP v3.x/4.0.0b1 server development using Python SDK v2 with Pydantic validation, transport selection, resource/tool/prompt management, and production-grade error handling for building MCP servers.
Designs effective MCP tools and resources following best practices including clear descriptions, bounded inputs/outputs, proper annotations (readOnlyHint, destructiveHint, idempotentHint), hierarchical resource templates, progressive discovery patterns, and…
Implements WCAG 2.2 AA color contrast (4.5:1 text, 3:1 UI), semantic HTML landmarks, heading hierarchy, table markup, ARIA naming, live regions, and screen reader optimization for accessible web applications.
Implements WCAG 2.2 AA form accessibility patterns for Node.js/JavaScript (server-side rendering, React/Next.js), including label-to-input association, error identification, focus management, dynamic updates with aria-live, and form state management with…
Implements WCAG 2.2 AA accessible form patterns in PHP/Laravel using semantic HTML, aria-describedby error linking, fieldset/legend grouping, focus management, and server-rendered form practices for guaranteed accessibility compliance.
Implements WCAG 2.2 AA keyboard navigation (2.1.1) and focus management (2.4.3, 2.4.7, 2.4.11, 2.1.2) patterns including logical tab order, skip links, focus visible, focus traps, and roving tabIndex for accessible web interfaces.
Implements MCP security best practices including OAuth 2.1 PKCE, resource indicators, token management, tool poisoning prevention, secret management, attestation, audit logging, and defense-in-depth strategies against OWASP MCP Top 10 risks (token…
Implements automated accessibility testing across the testing pyramid using axe-core engine with jest-axe, @axe-core/playwright, pa11y-ci for unit/E2E/CI integration and WCAG violation detection.
Implements WCAG 2.1 color contrast and visual accessibility: SC 1.4.3/1.4.11 compliance, contrast ratio verification, CSS variable architecture for theme switching, high-contrast mode via forced-colors media query, and focus indicator contrast.
Implements keyboard accessibility and focus management: focus APIs, roving tabindex, focus trapping in modals, focus restoration on close, visible focus indicators, keyboard event handlers for Enter/Space/Escape/Arrow keys, and skip links.
Implements mobile web accessibility with proper touch target sizing (44/48pt minimum), gesture alternatives, viewport configuration for zoom, orientation support, and screen reader testing methodology for VoiceOver/TalkBack.
Builds accessible server-rendered PHP/Laravel applications using Blade templates with accessible form patterns, Livewire integration, aria attributes, error announcements with alerts, and tools lens-for-laravel and laravel-blade-ally.
Implements accessible React components using Radix Primitives and React Aria with keyboard navigation, focus management, ARIA attributes, and tested patterns for dialog, menu, combobox, and form elements.
Builds accessible HTML structures using semantic elements (button, nav, main, section, form, fieldset, label) and ARIA 1.2 with clear understanding of accessibility tree, implicit roles, first rule of ARIA, and landmark navigation.
Teaches WCAG 2.1 Level AA standards, success criteria categories, conformance levels, and regulatory context for developers implementing accessible web applications.
Detects stalls and repetition loops in AI agent sessions and implements auto-respawn, circuit breakers, and graceful recovery to maintain session continuity under prolonged inactivity or infinite message cycles.
Performs pre-flight validation and interaction mapping for Linux automation scripts to identify availability risks before execution.
Executes Linux system changes and deployments using zero-downtime patterns, health monitoring, and safe rollback procedures to maintain host availability.
Implements GitOps deployment workflows using Argo CD — sync policies, ApplicationSets, app-of-apps bootstrapping, and resource pruning for automated Kubernetes deployment pipelines.
Builds, templates, and manages Helm charts with Chart.yaml, values.yaml, and Go template files for reliable Kubernetes application deployment and versioned releases.
Implements Kubernetes configuration management with Kustomize bases, overlays, strategic/JSON patches, and generators for environment-specific deployment customization.
Automates dependency update PRs by configuring Renovate for version policies, branch strategies, commit templates, and PR templates across monorepo and multi-repo projects.
Implements Terraform infrastructure as code patterns including modular design, remote state locking with S3/DynamoDB, workspace strategy, and plan/apply workflows for production-grade cloud provisioning.
Implements v1 ConfigMap manifests for injecting configuration data into pods via environment variables, volume mounts, and command-line arguments.
Implements apps/v1 Deployment YAML manifests with rolling update strategies, replica scaling, and rollback procedures for stateless application workloads.
Implements networking.k8s.io/v1 Ingress resources with HTTP/HTTPS routing, TLS termination, path-based routing, and ingress controller configuration.
Implements Istio service mesh patterns (sidecar injection, traffic splitting, circuit breaking, retries, and mTLS) for advanced traffic management and zero-downtime deployments in Kubernetes.
Implements networking.k8s.io/v1 NetworkPolicy resources with ingress and egress rules, pod selector targeting, and network segmentation for microservice isolation.
Implements v1 PersistentVolume, StorageClass, and PersistentVolumeClaim manifests with static/dynamic provisioning, access modes, and reclaim policies for Kubernetes storage.
Implements rbac.authorization.k8s.io/v1 Role, ClusterRole, RoleBinding, and ClusterRoleBinding manifests with least privilege access control for Kubernetes resources.
Implements apps/v1 StatefulSet manifests with stable network identities, ordered pod lifecycle, and persistent volume claim automation for stateful workloads.
Automates garbage collection of unused Kubernetes resources using Kyverno v2 ClusterCleanupPolicy and CleanupPolicy with cron scheduling and conditional deletion.
Manages Kyverno policy exemptions using PolicyException v2, rule-level exclude settings, and serviceAccount exemptions for controlled policy bypass.
Validates container images from approved registries with allowed tags using Kyverno verifyImages rules and image digest mutation to prevent unapproved or latest-tagged images.
Enforces required labels on Pods and Namespaces using Kyverno validate rules with pattern matching and CEL expressions for compliance tracking.
Mutates Kubernetes resources at admission using patchStrategicMerge, patchesJson6902, and set operations to inject labels, sidecars, and default configurations.
Generates default-deny and allowlist NetworkPolicy resources for Kubernetes namespaces using Kyverno generate rules to enforce network segmentation and zero-trust isolation.
Implements Kyverno podSecurity rules to enforce the Kubernetes Pod Security Standards baseline profile across namespaces in a cluster.
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