为 AI Agent 开发工程师生成面试题,覆盖 Agent 架构、LLM 调用、工具集成、RAG 与多 Agent 协作,强调工程落地与故障处理能力。 Use when this capability is needed.
Source text: Chinese
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为 AI Agent 开发工程师生成面试题,覆盖 Agent 架构、LLM 调用、工具集成、RAG 与多 Agent 协作,强调工程落地与故障处理能力。 Use when this capability is needed.
Source text: Chinese
Build production-ready Python APIs with FastAPI using type hints, async/await, dependency injection, and automatic OpenAPI documentation Use when this capability is needed.
Kubernetes deployments with security and best practices Use when this capability is needed.
Runs time series machine learning with the aeon library — classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search via scikit-learn compatible APIs. Use when working with temporal data, sequential patterns,…
Runs molecular machine learning with DeepChem — diverse featurizers, pre-built MoleculeNet datasets, and pre-trained models for property prediction (ADMET, toxicity) via traditional ML or GNNs. Use when running quick molecular ML experiments needing extensive…
Machine learning on genomic interval data (BED files) with the geniml Python package — region embeddings (Region2Vec), joint region+metadata embeddings (BEDspace/StarSpace), single-cell ATAC-seq embeddings (scEmbed), consensus peak sets / universes…
Featurizes molecules for machine learning with molfeat (100+ featurizers) — ECFP and MACCS fingerprints, physicochemical descriptors, and pretrained model embeddings (ChemBERTa), converting SMILES into feature vectors. Use when turning molecules into ML-ready…
Classical machine learning in Python with scikit-learn — algorithms, preprocessing, pipelines, and best-practice reference documentation. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality…
macOS automation skill for AppleScript actions and Chrome browser control via MCP CDP tools. Use when this capability is needed.
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CLI to estimate the required memory to load either Safetensors or GGUF model weights for inference from the Hugging Face Hub Use when this capability is needed.
Standardize interview scoring language, dimensions, and output structure so answer reviews and full-session evaluations are consistently structured, actionable, and fully in Chinese. Use when this capability is needed.
Source text: Chinese
Coordinate with other AI agents before editing code. Declares intents, acquires semantic locks, and checks for conflicts to prevent merge conflicts in multi-agent workflows. Use when this capability is needed.
Auto-configure amem for all detected AI tools (Claude Code, Cursor, Windsurf, GitHub Copilot). Use when the user wants to set up amem or configure it for their tools. Use when this capability is needed.
Generates high-quality, tailored resumes optimized for specific job descriptions while maintaining factual integrity. Builds resumes around the holistic person by surfacing undocumented experiences through conversational discovery.
Daylight analysis, solar radiation, energy simulation, CFD wind analysis, thermal comfort, acoustic simulation, and the Ladybug Tools ecosystem for performance-driven AEC computational design Use when this capability is needed.
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Read, create, and manage Notion pages, databases, and workspaces. Use when the user mentions Notion, knowledge base, notes, wiki, or document management. Use when this capability is needed.
AMap LLM Agent SDK 是高德地图 AI 智能助手 SDK,支持自然语言交互的地图导航服务。 Use when this capability is needed.
Source text: Chinese
A brief summary of the change in present tense.
Documentation writing guide for AI agents Use when this capability is needed.
Source text: Vietnamese
Turn 3-5 reference websites or a Figma reference board into a reusable design system, AI guardrails, and more original high-aesthetic UI directions. Use when Codex needs to extract visual DNA, scaffold a design-system workspace, write CLAUDE/Cursor rules,…
Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/. Use when the user wants to improve architecture, find refactoring opportunities, consolidate tightly-coupled modules, or make a codebase…
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Deploy a Signalman build runner to a remote target via one of five transports — script, ssh, winrm, docker, or cloud (provision-and-deploy). The runner binary comes from any HTTP(S) URL (typically a @signalman/registry blob URL); the transport downloads it on…
Những quy tắt bắt buộc khi viết doc cho dự án. Use when this capability is needed.
Source text: Vietnamese
Search and adapt Triton/HIP kernel patterns from a corpus to optimize AMD GPUs; use to find similar ops and reuse tiling/occupancy strategies. Use when this capability is needed.
GAIA's multi-tier regression harness — runs unit, integration, and real-world (on-machine) tiers and brings back screenshots, logs, traces, planted-fact retrieval proof, and per-operation timing with anomaly flags, all collected to the local machine (no…
Visual verification of UI features. Use after building or modifying any Use when this capability is needed.
Apple-authored SwiftUI and platform guidance extracted from Xcode. Helps AI agents write idiomatic, Apple-native SwiftUI with reduced hallucinations. Use when this capability is needed.
Generate sprite sheet images for the isometric city game using the GenerateImage tool. Use when creating new game assets, sprite sheets, vehicle sprites, building sprites, or any visual assets for the isometric city builder. Ensures consistent format, sizing,…
Find quick-win content optimization targets — high impressions, low CTR, Use when this capability is needed.
Manage and automate Android CI/CD workflows using GitHub Actions in this repository. Use when this capability is needed.
Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps. Use when this capability is needed.
Django security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment configurations. Use when this capability is needed.
Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks before release or PR. Use when this capability is needed.
Idiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications. Use when this capability is needed.
Go testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go practices. Use when this capability is needed.
Guide for building multi-agent AI systems with ax-crew. Use when creating agent crews, configuring agents, using MCP servers, shared state, sub-agents, streaming, ACE learning, function registries, metrics/cost tracking, telemetry, or agent workflows with…