Predictive Cache Manager
When to Use
- User says cache results or task matches this capability
- User says prefetch or task matches this capability
- User says reuse cache or task matches this capability
- User says avoid repeat fetch or task matches this capability
Workflow
- Identify repeat queries from session history.
- Cache with TTL based on data freshness needs.
- Invalidate on write operations to same resource.
- Prefetch only high-confidence next steps.
Integrations
performance-optimizermega-context-manager
Error Handling
| Failure | Response |
|---|---|
| Stale cache served | Shorten TTL; add freshness check. |
Gotchas
- Never cache auth tokens or PII.
Example
Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.