thc1006

Implement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive design patterns, and assistive technology support. Use when auditing accessibility, implementing ARIA patterns, building for screen readers, or ensuring inclusive user experiences.

Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers. Use when designing new APIs, reviewing API specifications, or establishing API design standards.

Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.

Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies.

Build scalable design systems with design tokens, theming infrastructure, and component architecture patterns. Use when creating design tokens, implementing theme switching, building component libraries, or establishing design system foundations.

Design and implement event stores for event-sourced systems. Use when building event sourcing infrastructure, choosing event store technologies, or implementing event persistence patterns.

Kubernetes Gateway API 配置技能。使用此技能來： - 安裝 Envoy Gateway - 配置 Gateway 和 HTTPRoute - 設定 TLS/HTTPS - 配置流量路由、權重分流、Header 匹配 替代已退役的 Ingress-NGINX。

Implement GitOps workflows with ArgoCD and Flux for automated, declarative Kubernetes deployments with continuous reconciliation. Use when implementing GitOps practices, automating Kubernetes deployments, or setting up declarative infrastructure management.

Run + interpret + extend the real-secrets scan. Pre-commit, pre-PR, pre-release gate. (Folder name retains "anonymity" for backwards-link compat; the anonymity-scan was retired 2026-05-01 — see CLAUDE.md §2.1.)

Audit every pitch / docs claim into one of {implemented, simulated, planned, external_reference}. Block over-claiming.

Make the AC-004 demo replay deterministic, recordable, and resilient to network blips / LLM provider failure.

Build / iterate the kind / k3d / Kustomize / Helm demo deployment. Use for any change under deploy/ or packages/nephio-stubs/.

Review copilot-api responses to ensure every answer cites metrics/logs evidence. Block any response that hallucinates or leaks system prompt.

Implement ntn-metrics-emulator features TDD-style — red commit (failing test) → green commit (impl) → refactor. Strictly per SPEC-002 + metrics.schema.json.

Design and validate NTN scenarios (beam-degradation, handover-failure, gateway-fallback) — JSON conforming to scenario.schema.json with realistic Rel-19 wording.

Author / refine Prometheus scrape config, recording rules, and Grafana dashboards. UC1/UC2 anomalies must be visible within 30 seconds.

Orchestrate a comprehensive couple dialogue analysis using evidence-based frameworks (Gottman, Attachment Theory, NVC, CBCT). Accepts a transcript and produces a structured multi-dimensional communication quality dashboard. Culturally calibrated for Chinese/Taiwanese and Western contexts.

Analyze attachment style signals in couple dialogue using a dimensional model (anxiety/avoidance). Detects EFT demon dialogues, protest behaviors, and deactivation strategies. Culturally calibrated for Chinese/Taiwanese context.

Analyze communication dynamics in couple dialogue: pursuer-withdrawer patterns, power asymmetry, linguistic style matching (LSM), pronoun analysis (We-ratio), topic initiation balance, and relational dialectics. Tracks structural interaction patterns.

Detect Gottman's Four Horsemen of the Apocalypse (criticism, contempt, defensiveness, stonewalling) and repair attempts in couple dialogue. Provides per-utterance annotation, severity scoring, and positive interaction ratio. Culturally calibrated for Chinese/Mandarin.

Generate a comprehensive, culturally-calibrated couple communication analysis report. Synthesizes findings from all LoveLab analysis dimensions into a structured Markdown report with strengths, growth areas, reflection prompts, and longitudinal tracking support. Designed for self-reflection, not clinical use.

Classify cognitive distortions in couple dialogue based on Cognitive Behavioral Couple Therapy (CBCT). Detects 7 distortion types with severity scoring, provides cognitive reframe suggestions, and tracks distortion patterns across speakers.

Score couple dialogue utterances for Nonviolent Communication (NVC) compliance. Identifies giraffe language (NVC-aligned) vs. jackal language (NVC-violating) patterns. Provides reframe suggestions. NVC is used as an analytical framework, not as validated therapy.

前端網頁伺服器部署技能。當使用者需要： - 部署前端應用 (React, Vue, Angular, 靜態網站) - 配置 Web 流量路由 - 設定 HTTPS/TLS - 配置 CDN 或反向代理 IMPORTANT: 此技能使用 Gateway API + Envoy Gateway。 絕對不要使用 ingress-nginx，因為它將於 2026 年 3 月退役。

GPU 工作負載管理技能。使用此技能來： - 安裝和配置 NVIDIA GPU Operator - 配置 DRA (Dynamic Resource Allocation) - 部署 GPU 推理服務 - 監控 GPU 使用狀況 專為 DGX Spark GB10 統一記憶體架構優化。

Ingress 流量管理遷移技能。 CRITICAL DEPRECATION NOTICE: - ingress-nginx 將於 2026-03 進入 kubernetes-retired - Kubernetes Dashboard 已退役 此技能處理所有 Ingress/流量路由相關請求， 自動使用 Gateway API 替代 ingress-nginx。 觸發場景： - 任何 Ingress 配置請求 - 網頁流量路由 - TLS/HTTPS 設定 - 負載均衡配置 - 反向代理設定

Kubernetes 叢集部署與管理技能。使用此技能來： - 部署新的 Kubernetes 叢集 (使用 Kubespray) - 升級現有叢集版本 - 添加或移除節點 - 配置 containerd、CNI、GPU Operator 適用於 DGX Spark ARM64 環境。

Kubernetes 安全公告追蹤技能。使用此技能來： - 檢查當前環境的 CVE 影響 - 獲取安全修補建議 - 追蹤已知漏洞 - 執行安全掃描

Exhaustive adversarial review for any code change in this project — PR, patch, notebook, script, pipeline. Hunts real bugs and hidden contract violations through multi-phase, multi-subagent investigation. Use when correctness matters more than speed.

Exhaustive review of a SINGLE Python script BEFORE it is executed. Mandatory for any new or modified .py file in this project. Runs multi-subagent adversarial review and writes code_review.md adjacent to the script. Use BEFORE any `python <script>.py` invocation.

Run an ultrathink adversarial post-implementation review of the current branch, PR, or worktree diff. Use manually after multi-agent or worktree development is complete and before merging.

General-purpose parallel development workflow. Use after the user has described a coding, refactoring, testing, bug-fix, or implementation task and wants Claude Code to coordinate multiple specialized subagents or agent-team teammates with worktree isolation, tests, and adversarial review.

Design and refactor beam tracking ML/RL pipelines (CSI teacher vs RSRP student), enforce shape contracts, and produce inference-safe models.

Guidance for developing OSC RIC xApps (RC/KPM/E2 subscription patterns), safe integration steps, and common pitfalls (polling vs periodic reporting).

Write structured experiment sections (methods + results + discussion) for NQS + SQD projects in this repository, based on contents of results/ and figures/.

Deep technical assistant for projects that combine Neural Quantum States (FFNN and Transformer-based) with Sample-based Quantum Diagonalization (SQD). Trigger this skill whenever the task involves: (1) designing or analyzing NQS architectures for quantum chemistry, (2) connecting classical samplers to qiskit-addon-sqd, (3) studying sample-efficiency, bias, and variance in few-sample regimes (e.g. 12–14-bit H2).

Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI. Use when packaging Python libraries, creating CLI tools, or distributing Python code.

Use PubMed & Scholar Gateway to extract PETase (and PET hydrolase) variants and effects from 2024–2025 papers into a standardized table with citations.