liangdabiao Company Research
Tool Restriction (Critical)
ONLY use web_search_advanced from Exa. Do NOT use web_search_exa or any other Exa tools.
Token Isolation (Critical)
Never run Exa searches in main context. Always spawn Task agents:
- Agent runs Exa search internally
- Agent processes results using LLM intelligence
- Agent returns only distilled output (compact JSON or brief markdown)
- Main context stays clean regardless of search volume
Dynamic Tuning
No hardcoded numResults. Tune to user intent:
- User says "a few" → 10-20
- User says "comprehensive" → 50-100
- User specifies number → match it
- Ambiguous? Ask: "How many companies would you like?"
Query Variation
Exa returns different results for different phrasings. For coverage:
- Generate 2-3 query variations
- Run in parallel
- Merge and deduplicate
Categories
Use appropriate Exa category:
- company → homepages, gargantuan amount of metadata such as headcount, location, funding, revenue
- news → press coverage
- tweet → social presence
- people → LinkedIn profiles (public data)
Public LinkedIn via Exa: category "people", no other filters Auth-required LinkedIn → use Codex in Chrome browser fallback
Browser Fallback
Auto-fallback to Codex in Chrome when:
- Exa returns insufficient results
- Content is auth-gated
- Dynamic pages need JavaScript
Models
- haiku: fast extraction (listing, discovery)
- opus: synthesis, analysis, browser automation