boundary-bbcr-fallback
Execute automatic BBCR (Collapse-Rebirth Correction) when knowledge boundaries are exceeded or reasoning fails.
Export the active semantic tree to a file for backup, sharing, or transfer to another system.
$ npx -y skills add qdhenry/Claude-Command-Suite --agent claude-codeHow it fires
How this command gets triggered: by you, by Claude, or both.
/semantic-tree-exportContext preview
What this command does when you run it.
Export the active semantic tree to a file for backup, sharing, or transfer to another system.
tools: - read - write - bash arguments: $FILENAME
Export the active semantic tree to a file for backup, sharing, or transfer to another system.
Based on the WFGY project: https://github.com/onestardao/WFGY
1. **Prepare Export**
2. **Format Tree Data (TXT Format)**
WFGY Semantic Tree Export v1.0 ═══════════════════════════════════════ Tree: [name] Exported: [timestamp] Nodes: [count] Node Format: [ID] | [Timestamp] | [Topic] | [Module] | [ΔS] | [λ] | [Insight] ───────────────────────────────────────────────────────────────── node_001 | 2024-01-15T10:00:00Z | Tree Init | SYSTEM | 0.00 | → | System initialized node_002 | 2024-01-15T10:05:00Z | Design API | BBMC | 0.45 | → | RESTful architecture chosen node_003 | 2024-01-15T10:10:00Z | Auth System | BBPF | 0.72 | ← | Exploring OAuth vs JWT
3. **Format Tree Data (JSON Format)**
{
"version": "1.0.0",
"export_date": "ISO_8601",
"tree": {
"name": "tree_name",
"id": "tree_id",
"metadata": {...},
"nodes": [
{
"id": "node_id",
"topic": "topic",
"module": "BBMC",
"deltaS": 0.45,
"lambda": "→",
"insight": "...",
"relationships": {...}
}
],
"checkpoints": [...],
"statistics": {...}
}
}4. **Format Tree Data (Markdown Format)**
# Semantic Tree: [Name]
**Exported:** [timestamp]
**Total Nodes:** [count]
**Average ΔS:** [value]
## Tree Structure
### Root: Initialization
- **Node 1** [ΔS: 0.45] Topic (BBMC)
- Insight: Description...
- **Node 2** [ΔS: 0.32] Subtopic (BBAM)
- Insight: Description...
## Key Insights
1. Major finding from node X...
2. Critical decision at node Y...
## Statistics
- Module usage: BBMC (40%), BBPF (30%)...5. **Write Export File**
6. **Verify Export**
Semantic Tree Export Complete ═══════════════════════════════════════ Tree: [name] Format: [TXT/JSON/MD] Filename: $FILENAME Location: ./exports/$FILENAME Export Statistics: - Nodes Exported: [count] - File Size: [size] - Checksum: [SHA256] Content Summary: - Time Range: [first_node] to [last_node] - Modules Used: [list] - Average ΔS: [value] - Max Depth: [value] Export Verification: ✓ Passed Usage: To reimport this tree later: /semantic:tree-import "$FILENAME" To share with another system: Transfer $FILENAME and use tree-import
# Export with custom name /semantic:tree-export "my_project_backup.txt" # Export as JSON /semantic:tree-export "tree_data.json" # Export as Markdown report /semantic:tree-export "tree_report.md" # Export with compression (large trees) /semantic:tree-export "tree.txt" --compress # Export specific date range /semantic:tree-export "recent.txt" --from "2024-01-01" --to "2024-01-31"
Exported trees can be:
A comprehensive development toolkit designed following Anthropic's Claude Code Best Practices for AI-assisted software development.
Repo: qdhenry/Claude-Command-Suite
Execute automatic BBCR (Collapse-Rebirth Correction) when knowledge boundaries are exceeded or reasoning fails.
Analyze semantic position relative to knowledge boundaries to prevent hallucination and identify uncertainty zones.
Generate a visual heatmap of knowledge boundaries showing safe zones, risk areas, and semantic coverage.
Evaluate the current risk level and provide detailed analysis of potential hallucination or reasoning failure.
Find and construct semantic bridges to safely navigate from current position to target concept without crossing dangerous boundaries.
Takes an input prompt and returns ONLY a token-optimized version that preserves meaning while minimizing token count. Based on LLM tokenization principles:…