MoonshotAI
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Kimi-K3
Kimi K3 is an open-weight, 2.8T-parameter native multimodal agentic model with a 1M-token context window, designed for frontier coding, knowledge work, and reasoning tasks.
AI repository intelligence
FR-AI / ANALYSISWhy it is worth attention
It bridges the gap between human messy requirements and coding agents like Claude Code/Codex by structuring output into actionable sections (MVP, tech stack, testable acceptance criteria) while refusing to guess core needs without user confirmation.
Who it is for
- Product managers using AI coding agents
- Developers who want to translate rough concepts into implementable specs
- Teams using Lark/Feishu for product documentation
- Hackers or indie makers prototyping with Vibe Coding
Use cases
- Transform a raw PRD or competitive analysis into a minimal MVP feature list
- Convert a Lark document into a structured PRD ready for Claude Code
- Clarify ambiguous user needs through multiple-choice questions before writing specs
- Generate a complete PRD including agent workflows, prompts, and tool definitions for AI products
Strengths
- Supports multiple input types (raw PRD, Lark doc, competitive analysis, fuzzy ideas)
- Includes a clarification step (multiple-choice) to avoid guessing core requirements
- Outputs testable acceptance criteria using observable behaviors, not vague statements
- Provides prototype frame, tech stack recommendations, and MVP prioritization (Must/Should/Later/Not Now)
Considerations
- Requires the user to clone the skill into a specific Codex skills directory
- Output is designed primarily for coding agents; non-technical stakeholders may need additional translation
- Best suited for software products; less applicable to hardware or heavy business workflow scenarios
- The skill itself has limited documentation on maintenance and update process
README quick start
安装
Description
Codex skill: 把粗糙需求、原始 PRD、飞书文档和竞品分析提炼成可编码 Vibe Coding PRD
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