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Design zero trust network architectures: identity-based perimeters, microsegmentation, and continuous verification.

Manage WordPress in all popular forms: wp-cli for self-hosted, REST API for headless, Gutenberg block manipulation, plugin/theme management, and performance hardening.

Diagnose Core Web Vitals with field and lab data and produce an impact-ranked optimization plan. Use for slow pages, LCP/INP/CLS issues, or perf regressions.

Deploy and manage Vultr cloud infrastructure: instances, Kubernetes, block storage, object storage, DNS, and firewalls via vultr-cli.

Design voice assistant experiences: intent design, dialogue management, error recovery, and multi-modal handoff.

Optimize vector databases: index selection (HNSW, IVF), parameter tuning, metadata filtering, and cost-performance tradeoffs.

Use when a feature or epic needs decomposition into a prioritized story map with user stories, acceptance criteria, and end-to-end release slices.

Synthesize user research interviews into actionable insights: affinity mapping, theme extraction, and opportunity prioritization.

Curate and clean training datasets: deduplication, quality scoring, bias detection, and data augmentation strategies.

Validate and test tool/function calling schemas: JSON Schema compliance, edge case generation, parameter boundary testing, and mock servers.

Create production-grade tools/functions that AI agents can call: define schemas, implement handlers, add validation and error handling.

Use when designing or changing a feature and you need a STRIDE threat model: map the system, enumerate threats per element, and rank mitigations.

Use when adding tests to existing code or after a bug fix: derives high-value cases from branches, boundaries, and bug history, then writes the suite.

Write clear technical specifications: RFC format, design alternatives, tradeoff analysis, and review-ready formatting.

Generate synthetic training data: schema preservation, distribution matching, privacy guarantees, and quality validation.

Design support ticket triage workflows: severity classification, routing rules, escalation paths, and SLA management.

Audit software supply chain security: SBOM generation, dependency provenance, artifact signing, and CI/CD hardening.

Invoke when a downstream system must consume LLM output as JSON matching a fixed schema and malformed or missing fields would break the pipeline.

Design real-time stream processing: windowing, watermarking, exactly-once semantics, and state management.

Write production SRE runbooks: alert response procedures, diagnostic steps, escalation paths, and post-action verification.

Diagnose slow SQL with execution-plan analysis and rewrite queries and indexes; use when a query is slow, times out, or burns database CPU.

Use when creating, improving, or reviewing an agent skill: scope one job, write routing-grade descriptions, and verify with fresh-agent tests.

Use when auditing a codebase or diff for security defects: map attack surface, hunt OWASP-class bugs, and rate each finding by real exploit path.

Use when credentials may be exposed in code, config, logs, or git history: find them, judge real exposure, and drive rotation and cleanup.