bambu-studio-ai
Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pi...
Pre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.
请根据来源仓库和你的 AI 工具说明安装此技能。先阅读技能文件和依赖要求,再添加到工作流。
SkillHub CLI
skillhub install frmoretto/clarity-gate打开来源仓库,查看说明和兼容环境后,按来源提供的命令或步骤安装。
将来源链接提供给你的 Agent,让它先读取说明、核对依赖,并向你说明将执行的安装步骤。
Purpose: Pre-ingestion verification system that enforces epistemic quality before documents enter RAG knowledge bases. Produces Clarity-Gated Documents (CGD) compliant with the Clarity Gate Format Specification v2.1.
Core Question: "If another LLM reads this document, will it mistake assumptions for facts?"
Core Principle: "Detection finds what is; enforcement ensures what should be. In practice: find the missing uncertainty markers before they become confident hallucinations."
| Feature | Description |
|---|---|
| Claim Completion Status | PENDING/VERIFIED determined by field presence (no explicit status field) |
| Source Field Semantics | Actionable source (PENDING) vs. what-was-found (VERIFIED) |
| Claim ID Format Guidance | Hash-based IDs preferred, collision analysis for scale |
| Body Structure Requirements | HITL Verification Record section mandatory when claims exist |
| New Validation Codes | E-ST10, W-ST11, W-HC01, W-HC02, E-SC06 (FORMAT_SPEC); E-TB01-07 (SOT validation) |
| Bundled Scripts | claim_id.py and document_hash.py for deterministic computations |
This skill implements and references:
| Specification | Version | Location |
|---|---|---|
| Clarity Gate Format (Unified) | v2.1 | docs/CLARITY_GATE_FORMAT_SPEC.md |
Note: v2.0 unifies CGD and SOT into a single .cgd.md format. SOT is now a CGD with an optional tier: block.
Clarity Gate defines validation codes for structural and semantic checks per FORMAT_SPEC v2.1:
| Code | Check | Severity |
|---|---|---|
| W-HC01 | Partial confirmed-by/confirmed-date fields |
WARNING |
| W-HC02 | Vague source (e.g., "industry reports", "TBD") | WARNING |
| E-SC06 | Schema error in hitl-claims structure |
ERRO... |
这些信息来自收录时的来源分析,可能滞后;使用前请核对最新来源文件。
# Clarity Gate v2.1 **Purpose:** Pre-ingestion verification system that enforces epistemic quality before documents enter RAG knowledge bases. Produces Clarity-Gated Documents (CGD) compliant with the Clarity Gate Format Specification v2.1. **Core Question:** "If another LLM reads this document, will it mistake assumptions for facts?" **Core Principle:** *"Detection finds what is; enforcement ensures what should be. In practice: find the missing uncertainty markers before they become confident hallucinations."* --- ## What's New in v2.1 | Feature | Description | |---------|-------------| | **Claim Completion Status** | PENDING/VERIFIED determined by field presence (no explicit status field) | | **Source Field Semantics** | Actionable source (PENDING) vs. what-was-found (VERIFIED) | | **Claim ID Format Guidance** | Hash-based IDs preferred, collision analysis for scale | | **Body Structure Requirements** | HITL Verification Record section mandatory when claims exist | | **New Validation Codes** | E-ST10, W-ST11, W-HC01, W-HC02, E-SC06 (FORMAT_SPEC); E-TB01-07 (SOT validation) | | **Bundled Scripts** | `claim_id.py` and `document_hash.py` for deterministic computations | --- ## Specifications This skill implements and references: | Specification | Version | Location | |---------------|---------|----------| | Clarity Gate Format (Unified) | v2.1 | [docs/CLARITY_GATE_FORMAT_SPEC.md](../../docs/CLARITY_GATE_FORMAT_SPEC.md) | **Note:** v2.0 unifies CGD and SOT into a single `.cgd.md` format. SOT is now a CGD with an optional `tier:` block. --- ## Validation Codes Clarity Gate defines validation codes for structural and semantic checks per FORMAT_SPEC v2.1: ### HITL Claim Validation (§1.3.2-1.3.3) | Code | Check | Severity | |------|-------|----------| | **W-HC01** | Partial `confirmed-by`/`confirmed-date` fields | WARNING | | **W-HC02** | Vague source (e.g., "industry reports", "TBD") | WARNING | | **E-SC06** | Schema error in `hitl-claims` structure | ERRO...
Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pi...
University for AI agents. 92 courses, 4400+ scenarios, any model via OpenRouter. Auto-training loops generate per-model SKILL.md documents. Works with Claude Code, OpenClaw, Cursor, Windsurf. No fine-tuning req...
Generative Engine Optimization (GEO) for AI search visibility. Optimize content to appear in ChatGPT, Perplexity, Claude, and Google AI Overviews. Use when optimizing websites, pages, or content for LLM discove...
macOS WPS Office workflow helper skill for safer document preparation, conversion, export, and compatibility guidance