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muzhicaomingwang/ai-ideas
26 skills
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UE
muzhicaomingwang/ai-ideas
1
UE (user experience engineering) skill for defining end-to-end user experience behavior and interaction logic. Use for tasks like flow design, interaction models, state machines, error recovery, input validation, usability heuristics, accessibility, and turning UX intent into testable acceptance criteria for implementation.
python
muzhicaomingwang/ai-ideas
1
Build, review, and refactor Python backend services. Use for tasks like FastAPI/Flask service setup, API design, request/response schemas, database access (PostgreSQL), migrations, background jobs, observability (logging/metrics/tracing), authentication, configuration, testing, and production hardening.
model
muzhicaomingwang/ai-ideas
1
Algorithm/model development and fine-tuning skill. Use for tasks like dataset design/cleaning, supervised fine-tuning (SFT), preference optimization (DPO/RLHF concepts), LoRA/QLoRA, training configs, evaluation (offline/online), safety checks, deployment packaging, and cost/performance trade-offs.
data-warehouse
muzhicaomingwang/ai-ideas
1
Data warehouse (大数据/数仓) ops skill for designing and operating analytical data platforms. Use for tasks like defining source-of-truth, building ETL/ELT pipelines, dimensional modeling (star schema), data quality checks, partitioning strategies, cost/performance tuning, governance, lineage, and SLA monitoring.
strategy
muzhicaomingwang/ai-ideas
1
Product strategy skill for defining positioning, ICP/JTBD, competitive analysis, moat hypotheses, pricing/packaging, GTM planning, and roadmap prioritization. Use for tasks like turning ideas into a strategy memo, writing OKRs, creating TAM/SAM/SOM, and making trade-off decisions.
wechat-minware
muzhicaomingwang/ai-ideas
1
Build, review, and refactor WeChat Mini Program (微信小程序) frontends. Use for tasks like WXML/WXSS/JS/TS structure, page routing, componentization, state management patterns, API requests, login/openid flows integration points, performance optimization (setData), security/privacy compliance, and release/QA checklists.
arch-DDD
muzhicaomingwang/ai-ideas
1
Apply Domain-Driven Design (DDD) architecture to backend projects. Use for tasks like defining bounded contexts, aggregates and invariants, entities/value objects, domain services, repositories, domain events, application services, anti-corruption layers, and aligning code structure and APIs with domain language while avoiding anemic models.
java
muzhicaomingwang/ai-ideas
1
Build, review, and refactor Java backend services (Spring Boot). Use for tasks like REST API design, controllers/services/repositories, PostgreSQL persistence (JPA/MyBatis), migrations, configuration, security (Spring Security), observability, testing, performance tuning, and production hardening.
QA
muzhicaomingwang/ai-ideas
1
QA workflow for software projects. Use for tasks like writing test plans, deriving test cases from PRDs, risk-based testing, API testing, UI testing, test data design, defect reporting, release checklists, and setting up automation strategy (unit/integration/e2e) with clear entry/exit criteria.
Nginx
muzhicaomingwang/ai-ideas
1
Nginx ops skill for configuring and operating Nginx as reverse proxy, web server, and ingress layer. Use for tasks like writing safe nginx.conf/server blocks, TLS, HTTP/2, caching, rate limiting, load balancing, observability, and troubleshooting 4xx/5xx, timeouts, and performance issues.
project-management
muzhicaomingwang/ai-ideas
1
PMO project management skill for planning and tracking delivery across teams. Use for tasks like creating project charters, WBS, timelines, RAID logs, RACI, sprint plans, status reports, risk management, stakeholder communication, and release coordination with clear milestones and acceptance criteria.
MySQL
muzhicaomingwang/ai-ideas
1
MySQL DBA skill for schema design review, indexing, query performance tuning (EXPLAIN), transaction/isolation issues, replication/high availability, backup/restore, and operational checklists. Use for tasks like diagnosing slow queries, designing keys/indexes, partitioning strategy, and safe online schema changes.
PostgreSQL
muzhicaomingwang/ai-ideas
1
PostgreSQL DBA skill for schema design review, indexing, query tuning (EXPLAIN/ANALYZE), vacuum/autovacuum, concurrency/locking, partitioning, backup/restore, replication/HA, and safe migrations. Use for tasks like diagnosing slow queries, designing indexes and constraints, and operating Postgres in production.
ES
muzhicaomingwang/ai-ideas
1
Elasticsearch DBA skill for index/mapping design, query tuning, cluster sizing and operations, shard/replica strategy, ILM, monitoring, troubleshooting (hot nodes, GC, rejected requests), and safe reindexing/upgrades. Use for tasks like designing search schemas, diagnosing performance issues, and operating ES in production.
Redis
muzhicaomingwang/ai-ideas
1
Redis DBA skill for cache/data-structure design, performance tuning, memory optimization, persistence (RDB/AOF), replication/cluster, high availability (Sentinel), and operational troubleshooting. Use for tasks like diagnosing latency spikes, eviction issues, hot keys, and designing safe cache patterns.
android
muzhicaomingwang/ai-ideas
1
Build, review, and refactor Android mobile apps (Kotlin) using modern Android patterns. Use for tasks like setting up Gradle modules, Jetpack Compose UI, navigation, ViewModel/state management, networking (Retrofit/OkHttp), persistence (Room/DataStore), DI (Hilt/Koin), testing, performance, release builds, and Play Store readiness.
iOS
muzhicaomingwang/ai-ideas
1
Build, review, and refactor iOS mobile apps (Swift) using modern iOS patterns. Use for tasks like SwiftUI UI, navigation, state management, networking (URLSession), persistence (Core Data/SwiftData/Keychain), dependency injection, modularization (SPM), testing, performance, accessibility, and App Store release readiness.
nextjs
muzhicaomingwang/ai-ideas
1
Build, review, and refactor Next.js (App Router) frontend projects with TypeScript. Use for tasks like creating pages/layouts, routing, server components vs client components, data fetching patterns, UI component structure, forms/validation, auth integration points, env vars, linting/testing, and production deployment readiness.
UI
muzhicaomingwang/ai-ideas
1
UI/UE (user interface & user experience) skill for designing and reviewing interfaces. Use for tasks like creating UI specs, interaction states, component guidelines, visual hierarchy, responsive layouts, accessibility, design tokens, and handoff-ready requirements for engineers.
k8s
muzhicaomingwang/ai-ideas
1
Kubernetes ops skill for deploying, operating, and troubleshooting services on Kubernetes. Use for tasks like writing manifests/Helm, configuring deployments/services/ingress, autoscaling, observability, RBAC, secrets/configmaps, rollout/rollback, incident debugging, and production readiness checks.
prometheus
muzhicaomingwang/ai-ideas
1
Prometheus ops skill for metrics instrumentation, scraping configuration, alerting (Alertmanager), dashboarding (Grafana), SLO/SLA monitoring, and troubleshooting missing/incorrect metrics. Use for tasks like designing alert rules, improving observability, and building production monitoring runbooks.
data-analyse
muzhicaomingwang/ai-ideas
1
Product management data analysis skill for defining metrics, building funnels/cohorts, diagnosing growth/retention, designing experiments, and translating insights into product actions. Use for tasks like metric trees, event taxonomy, dashboard requirements, SQL-style analysis plans, and decision memos.
ux
muzhicaomingwang/ai-ideas
1
Product management UX skill for designing user journeys, information architecture, interaction flows, wireframe-level specs, usability heuristics, and experiment-driven iteration. Use for tasks like refining PRDs with UX requirements, defining success metrics, writing microcopy, accessibility considerations, and conducting user testing plans.
HRBP
muzhicaomingwang/ai-ideas
1
HRBP skill for organizational planning, hiring support, performance and talent reviews, employee relations, and people-process playbooks. Use for tasks like role design, competency models, interview rubrics, onboarding plans, performance cycles, and sensitive communication templates.
teamventure-architecture-migration
muzhicaomingwang/ai-ideas
1
Use when refactoring TeamVenture domains/architecture; enforces migration order (Planning→Authorization→Identity→Infrastructure) and preferred steps (split classes before moving packages).
xhs-noteid
muzhicaomingwang/ai-ideas
1
Extract Xiaohongshu (小红书) noteId from shared note text or URLs, including xhslink.com short links and xiaohongshu.com/discovery/item/<noteId> links. Use when the user asks for “noteId/笔记ID”, provides a 小红书 share message, or pastes an xhslink short URL that needs redirect expansion.