Skill.md
- SKILL.md
--- name: adaptive-stem-alignment description: Incremental audio production with duration mismatch handling, adaptive stem extension, and pre-mix alignment verification ---
Skill.md
Graceful degradation workflow for continuing tasks when web search tools fail, using internal knowledge with verification caveats
SKILL.md
---
name: search-fallback-workflow
description: Graceful degradation workflow for continuing tasks when web search tools fail, using internal knowledge with verification caveats
---
# Search Fallback Workflow
## When to Apply
Use this workflow when:
- `search_web` tool fails repeatedly (typically 2+ consecutive failures)
- External information is needed but unavailable due to tool limitations
- Task completion is still possible with reasonable confidence using internal knowledge
- The output can include appropriate caveats about verification needs
## Core Pattern
1. **Detect Search Failure**
- Monitor `search_web` responses for errors, empty results, or timeouts
- After 2 consecutive failures, assess whether the task can proceed without fresh data
2. **Assess Feasibility**
- Determine if internal knowledge is sufficient for the task at hand
- Identify which sections/claims require external verification
- Evaluate risk level: Can the task proceed safely with caveats?
3. **Proceed with Internal Knowledge**
- Continue the task using well-established facts, regulations, or principles
- Prioritize accuracy over completeness when uncertain
- Use conservative language for claims that cannot be verified
4. **Flag for Verification**
- Clearly mark any claims that should be verified:
```markdown
[VERIFICATION NEEDED: Search tool unavailable during generation]
```
- Include a verification checklist in the execution summary
- Distinguish between high-confidence and low-confidence assertions
5. **Document Limitations**
- Include an explicit note in the output about search unavailability
- List specific items requiring follow-up verification
- Provide recommendations for manual verification steps
## Implementation Template
```markdown
## Execution Notes
**Search Tool Status**: Unavailable during generation
**Confidence Levels**:
- ✓ High confidence: Established regulations, well-documented facts
- ⚠ Medium confidence: Industry standards, commonly accepted practices
- ✗ Requires verification: Time-sensitive data, recent changes, specific citations
**Verification Checklist**:
- [ ] Verify citation: [specific reference]
- [ ] Confirm current status: [specific item]
- [ ] Review recent updates: [specific topic]
```
## Code Pattern for Agents
```python
# Pseudocode for search fallback detection
search_attempts = 0
max_search_attempts = 2
search_failed = False
for query in required_searches:
result = search_web(query)
if result.success:
process_result(result)
else:
search_attempts += 1
if search_attempts >= max_search_attempts:
search_failed = True
log_warning("Search tool unavailable, proceeding with fallback")
break
if search_failed:
# Apply graceful degradation
content = generate_with_internal_knowledge()
add_verification_flags(content)
document_limitations_in_summary()
```
## Example Output Structure
When using this fallback, structure documents with clear sections:
```markdown
# Document Title
## Disclaimer
This document was generated with limited access to external verification tools.
Items marked with [VERIFICATION NEEDED] should be confirmed before final use.
## Content Sections
[Standard content with internal knowledge]
## Items Requiring Verification
- Topic A: Current regulatory status needs confirmation
- Topic B: Recent policy changes should be checked
- Topic C: Specific citations require source validation
## Recommendations
1. Cross-reference with official sources
2. Verify time-sensitive information
3. Consult subject matter experts for critical decisions
```
## Best Practices
1. **Don't fabricate citations** - Better to flag as unverified than invent sources
2. **Use conservative language** - "Generally," "Typically," "Commonly" instead of absolutes
3. **Prioritize safety** - If misinformation could cause harm, recommend manual verification
4. **Track what's missing** - Maintain a clear list of items needing follow-up
5. **Be transparent** - Clearly communicate limitations to end users
## When NOT to Use This Pattern
- Tasks requiring current/real-time data (stock prices, news, weather)
- Legal or medical advice requiring authoritative sources
- Compliance documentation where citations are mandatory
- Situations where incorrect information could cause significant harm
## Related Patterns
- `citation-management`: Handling references and sources in documents
- `error-recovery-workflow`: General patterns for tool failure recovery
- `confidence-annotation`: Marking certainty levels in generated content