perplexity-research

Delta-focused web research prevents redundant searching by synthesizing existing knowledge base context with real-time web data to surface only new information developments. This prevents repetitive information gathering during entity enrichment tasks.

Yes, brain-augmented web research enforces strict citation rules to ensure every claim is backed by a verifiable web source. This provides verified citations automatically for real-time web search results during knowledge synthesis.

Yes, you need a valid PERPLEXITY_API_KEY to perform current-state analysis. The research skill requires this key and integration with the gbrain storage layer to identify information deltas and function correctly.

The best way to monitor deals using knowledge graphs is applying delta analysis to send existing context to Perplexity, identifying new developments compared to your stored data. This surfaces only relevant changes for deal monitoring.

You update company profiles by researching the latest news and cross-linking entities through automated entity enrichment. This brain-augmented process sends existing context to identify information deltas and updates your knowledge base.