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Fix accessibility issues hands-on — focus management, keyboard traps, missing ARIA labels, skip links, color contrast failures, interactive element sizing, and screen reader announcements. Use when asked to "fix accessibility issues", "keyboard navigation…
原文语言：英语
Fix animation jank and layout thrashing — compositor-only properties, will-change hints, avoiding layout-triggering CSS, GPU layer promotion, requestAnimationFrame usage, reduced-motion support, and auditing with DevTools Performance panel. Use when asked to…
原文语言：英语
Build streaming and generative UI with Vercel AI SDK — useChat, useCompletion, streamText, streamUI, tool calling in the UI layer, loading states for streaming, error boundaries, and AI-native component patterns. Use when asked about "Vercel AI SDK",…
原文语言：英语
Coordinate multiple AI agents using Git as the shared protocol — issues as task queues, branches as agent workspaces, PRs as deliverables, and commit messages as structured agent signals. Use when asked about "GNAP", "git native agent", "agents coordinating…
原文语言：英语
Eliminate generic-looking UI — anti-default checklist, custom hover states, precision typography, non-stock spacing, surface depth, and production-grade polish that separates professional from template. Use when asked to "make this look less generic", "UI…
原文语言：英语
Make interfaces feel responsive and alive — micro-interactions, spring physics, press states, optimistic updates, skeleton loaders, cursor feedback, sound design hints, and delight moments. Use when asked to "make this feel better", "interface feels…
原文语言：英语
Minimize token cost and latency with Anthropic prompt caching — cache breakpoints, static vs dynamic block separation, skills snapshot pre-computation, context invalidation strategy, and 90% cost reduction patterns for repeated system content. Use when asked…
原文语言：英语
Build cognitive security firewalls against prompt injection, jailbreak attacks, and Unicode homoglyph smuggling. Instruction-data segregation, jailbreak token filtering, LLM-as-a-Judge semantic guard, and system prompt reinforcement.
原文语言：英语
Diagnose and fix React component health issues — unnecessary re-renders, missing keys, stale closures, useEffect misuse, memory leaks, bundle size regressions, and dangerouslySetInnerHTML XSS risks. Use when asked to "React performance audit", "why does this…
原文语言：英语
Autonomous multi-source research agent group. Given an unknown bug or technology topic, research-team spawns parallel sub-agents to search StackOverflow, GitHub Issues, official docs, and changelogs. Synthesizes findings into a ranked solution report.…
原文语言：英语
Build and customize UI components with shadcn/ui — component installation, CSS variable theming, Radix UI primitive composition, variant patterns with cva(), dark mode wiring, and extending components without forking. Use when asked about "shadcn",…
原文语言：英语
Secure the software supply chain — SBOM generation, dependency provenance verification, package integrity (Sigstore/npm provenance), lockfile auditing, typosquatting detection, CI artifact signing, and dependency update policy. Use when asked about "SBOM",…
原文语言：英语
Multi-path reasoning before acting. Agent generates 3 candidate solutions, self-scores each on correctness/token-cost/safety, selects the best branch, and backtracks if it hits a dead end. Use before /deep-heal or any complex fix. Inspired by…
原文语言：英语
Apply zero-trust architecture to services — mTLS with SPIFFE/SPIRE, per-request authentication, short-lived credentials, least-privilege service accounts, network policy enforcement, and audit logging every access decision. Use when asked about "zero trust",…
原文语言：英语
Build production AI agents with Agno (formerly Phidata) — define Agent with model/tools/instructions/memory/knowledge, compose Agent Teams with coordinator routing, add Storage for persistence, and integrate RAG via built-in KnowledgeBase with PDF/URL/text…
原文语言：英语
Write production-safe code that survives maintenance — avoid the 15 patterns AI agents commonly generate that work on day 1 but break 3 months later; enforce error handling, logging, type safety, no magic values, and testable structure before writing any code.
原文语言：英语
REST API design — versioning, pagination, error responses, idempotency, rate limiting, OpenAPI spec
原文语言：英语
Build conversational multi-agent systems with AutoGen (AG2) — define AssistantAgent and UserProxyAgent, set up GroupChat with GroupChatManager for round-robin or auto routing, enable code execution, and compose nested chats or sequential pipelines.
原文语言：英语
Use when an AI agent needs to control a browser, automate web tasks, scrape pages, fill forms, or click buttons autonomously. Triggers on: 'browser automation', 'web agent', 'browser-use', 'AI browse', 'tự động duyệt web', 'điều khiển trình duyệt', 'scrape…
原文语言：英语
Systematic code review checklist — correctness, security, performance, maintainability, AI-specific anti-patterns
原文语言：英语
Crawl and extract web content for AI with Crawl4AI — async browser-based crawling with clean Markdown output, CSS/XPath/LLM extraction strategies, chunking, screenshot capture, session reuse for SPAs, and Docker deployment.
原文语言：英语
Build multi-agent pipelines with CrewAI — define Agents with roles/goals/backstory, assemble them into a Crew, assign Tasks sequentially or in parallel, and wire LLM + tools per agent.
原文语言：英语
DeepEval — LLM evaluation framework, RAG metrics, hallucination detection, red-teaming, CI/CD integration
原文语言：英语
Program LM pipelines with DSPy — define Signatures (input/output fields), build Modules (ChainOfThought, ReAct, Predict), compose them into Programs, then optimize with Teleprompters (BootstrapFewShot, MIPRO, COPRO) to auto-improve prompts from examples.
原文语言：英语
Production error handling — typed errors, Result type, error boundaries, structured logging, retry strategies
原文语言：英语
Scrape and crawl websites for AI with Firecrawl — scrape single URLs to clean Markdown/HTML, crawl entire sites with depth/path filters, extract structured data with LLM schema, use map to discover all URLs, and batch scrape multiple pages in parallel.
原文语言：英语
Use when extracting structured data (JSON, typed objects) from LLM responses with validation and retries. Triggers on: 'instructor', 'structured output', 'extract JSON from LLM', 'pydantic llm', 'LLM return JSON', 'trích xuất dữ liệu từ LLM', 'LLM trả về…
原文语言：多语言混合
LLM observability with Langfuse — tracing, evals, prompt management, cost tracking
原文语言：英语
Use when building stateful multi-step agents, agent graphs, or workflows with LLMs. Triggers on: 'langgraph', 'state graph', 'stateful agent', 'agent workflow', 'agent loop', 'multi-step agent', 'persistent agent', 'human-in-the-loop agent', 'agent with…
原文语言：英语
Call 100+ LLMs through a single OpenAI-compatible interface with LiteLLM — use completion/acompletion/embedding with any provider (Anthropic, OpenAI, Google, Groq, Ollama, etc.), run a proxy server for team rate-limiting and cost tracking, load-balance across…
原文语言：英语
Use when fine-tuning, training, or doing LoRA/QLoRA on LLMs. Triggers on: 'fine-tune LLM', 'LoRA', 'QLoRA', 'llamafactory', 'llama factory', 'train model', 'SFT', 'RLHF', 'DPO', 'fine tuning', 'custom model', 'instruction tuning', 'finetuning'.
原文语言：多语言混合
Production logging — structlog, structured JSON logs, correlation IDs, log levels, OpenTelemetry traces, no print()
原文语言：英语
Add persistent, intelligent memory to AI agents with Mem0 — add/search/update/delete memories per user/agent/session, supports vector + graph + key-value storage, integrates with LangChain, CrewAI, OpenAI Assistants, and any LLM.
原文语言：英语
Deploy AI workloads to serverless GPU/CPU with Modal — define @app.function with GPU/memory specs, build custom container images, run batch jobs and web endpoints, schedule cron tasks, and use distributed volumes for model caching.
原文语言：英语
Use when setting up workflow automation, connecting APIs, building AI pipelines, or automating repetitive tasks with 400+ integrations. Triggers on: 'n8n', 'workflow automation', 'tự động hóa', 'kết nối API', 'no-code automation', 'zapier alternative',…
原文语言：多语言混合
Outlines — structured generation with guaranteed JSON/regex output from local LLMs
原文语言：英语
Profile and optimize Python/Node.js — cProfile, py-spy, clinic.js, memory profiling, async bottlenecks, DB query analysis
原文语言：英语
Use when asked to create or generate a video automatically from a topic, text, or idea. Triggers on: 'tạo video', 'generate video', 'make a video about', 'video từ chủ đề', 'short video', 'create reel', 'pixelle', 'video tự động', 'video AI'. Requires…
原文语言：越南语
Portkey AI gateway — unified LLM API, load balancing, fallbacks, caching, guardrails, observability
原文语言：英语
Build type-safe AI agents with PydanticAI — define Agent with result_type, system_prompt, tools (function tools + structured tools), deps injection, and run sync/async with full Pydantic validation on inputs and outputs.
原文语言：英语