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.
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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... |
These signals come from indexed source analysis and may lag behind changes. Check the current source files.
# 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...
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