ask-human-expert
ask-human-expert
【开发与工程】Ask real executives and domain experts a question through Instant Expert for a written answer or short call: practitioner knowledge, customer discovery. Free test mode; live sends need approval.
THE SKILLS DIRECTORY
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local-legal-seo-audit
local-legal-seo-audit
【效率与协作】Audit and improve local SEO for law firms, attorneys, forensic experts and legal/professional services sites with local presence, focusing on GBP, directories, E-E-A-T and practice/location pages.
moe-training
moe-training
【效率与协作】Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs dense models), implementing sparse architectures like Mixtral 8x7B or DeepSeek-V3, or scaling model capacity without proportional compute increase. Covers MoE architectures, routing mechanisms, load bal…
smart-routing
smart-routing
【效率与协作】Complexity-based task routing with Q-Learning optimization, Agent Booster WASM fast-path, and Mixture-of-Experts model selection.
local-legal-seo-audit
local-legal-seo-audit
【效率与协作】ALWAYS use this when the request matches Local Legal SEO Audit: Audit and improve local SEO for law firms, attorneys, forensic experts and legal/professional services sites with local presence, focusing on GBP, directories, E-E-A-T and practice/location pages.
expert-interview
expert-interview
【设计与创意】Designs an expert-interview package - sourcing criteria for the right experts, a funneled discussion guide with timing, open-then-probe question design, laddering, and a neutral probe kit - that extracts honest insight without leading the witness. Use when someone asks "help me write questions for an expert call", "build a discussion guide", "prep me…
copywrite-experts
copywrite-experts
【效率与协作】Talk to Copywrite Experts about their expertise. Copywrite Experts provides authentic advice using their mental models, core beliefs, and real-world examples.
causal-analyst
causal-analyst
【文档与办公】A step-by-step way to answer 'did X cause Y?' from a table of data — for data scientists and non-experts alike. Use when someone asks 'did our loyalty program raise spend?', 'what's the real impact of the discount / training / campaign?', 'is this cause or just coincidence?', 'would X still have happened without Y?', or wants the effect of a treatmen…
agent-expert-creation
agent-expert-creation
【效率与协作】Create specialized agent experts with pre-loaded domain knowledge using the Act-Learn-Reuse pattern. Use when building domain-specific agents that maintain mental models via expertise files and self-improve prompts.
agent-expert-creation
agent-expert-creation
【效率与协作】Create specialized agent experts with pre-loaded domain knowledge using the Act-Learn-Reuse pattern. Use when building domain-specific agents that maintain mental models via expertise files and self-improve prompts.
ai-consultants
ai-consultants
【开发与工程】Consult Gemini CLI, Codex CLI, Mistral Vibe, Kilo CLI, Cursor, Claude, Amp, Kimi, Qwen, and Ollama as external experts for coding questions. Automatically excludes the invoking agent from the panel to avoid self-consultation. Use when you have doubts about implementations, want a second opinion, need to choose between different approaches, or when ex…
ai-hive-gap-068-moe-routing
ai-hive-gap-068-moe-routing
【开发与工程】当用户搜索或需要MoE,稀疏模型,Mixture of Experts,模型路由时使用。帮助开发者、AI产品经理、技术负责人、模型采购和成本管理团队完成理解MoE模型的有效参数、速度和成本差异并设计路由，通过AI-HIVE MCP实时核验模型并交付概念说明、任务评测、模型候选、成本表和路由规则。不适用于超出以下边界的请求：不得仅按总参数量判断质量与费用。
anti-deception
anti-deception
【数据与研究】Use BEFORE responding when the user's request shows pressure to validate or agree ("tell them what they want", "make them happy", "convince them"), manufactured urgency (artificial deadline), authority appeals (citing investors, advisors, lawyers, experts), demands to certify without evidence, requests to soften an honest assessment, "help me convinc…
anti-deception
anti-deception
【数据与研究】Use BEFORE responding when the user's request shows pressure to validate or agree ("tell them what they want", "make them happy", "convince them"), manufactured urgency (artificial deadline), authority appeals (citing investors, advisors, lawyers, experts), demands to certify without evidence, requests to soften an honest assessment, "help me convinc…
anti-deception
anti-deception
【效率与协作】Use BEFORE responding when the user's request shows pressure to validate or agree ("tell them what they want", "make them happy", "convince them"), manufactured urgency (artificial deadline), authority appeals (citing investors, advisors, lawyers, experts), demands to certify without...
assess
assess
【效率与协作】Whole-app health report from a panel of experts — how the features connect, which are strong, which are weak, and what to improve, with market evidence. App-level, not diff-level.
block-ffn-sparse-mixture-experts
block-ffn-sparse-mixture-experts
【部署与运维】Deploy efficient MoE models on resource-constrained edge devices by learning chunk-level activation sparsity that achieves 3.67× speedup. Use when you need to compress LLMs for on-device inference while maintaining reasoning quality and supporting speculative decoding acceleration.
book-co-author
book-co-author
【效率与协作】Strategic thought-leadership book collaborator for founders, experts, and operators turning voice notes, fragments, and positioning into structured first-person chapters.
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