"Не перестаю восхищаться этим подходом с o1 - планирует, а 4o/mini - выполняет план. На днях еще попробую и DeepSeek R1 для этого, но взгляните на план по поиску subscription ecommerce бизнесов для одного из клиентов: ------------------------------------------------------------------------------- PLAN: ------------------------------------------------------------------------------- 1) Use ""seed"" companies to discover similar businesses • Since we already have examples (<redacted: list of customer's customers>), we will use them as “seed” companies. • For each seed company, examine their domain and use find_similar_companies_exa(domain, num_results) to find companies that match or resemble their business model. 2) Gather a broad list of potential subscription-based companies • Perform robust Google queries (search_google) with keywords such as: - “subscription-based ecommerce companies” - “direct-to-consumer subscriptions physical products” - “DTC subscription box companies” • Similarly, use search_exa(query, num_results) to find more companies that mention “subscription box,” “subscription service,” and other related terms. 3) Capture company details to confirm they meet the criteria • From search results, collect potential company LinkedIn URLs. • For each LinkedIn URL, use get_company_info(company_linkedin_url) to retrieve company size, industry, headquarters, and other metadata. 4) Filter companies based on the project’s criteria a) Must have a subscription-based revenue model • Verify by checking company descriptions or known business type (e.g., listing or press mentions of subscriptions, repeated purchases, etc.). b) Must sell physical products • Confirm via company website or LinkedIn descriptions indicating product shipments, physical goods, etc. c) Must be direct-to-consumer (DTC) • Confirm from descriptions, press news, or LinkedIn. d) Must have 50+ employees • Based on data from get_company_info to confirm current LinkedIn-reported headcount is ≥50. 5) Expand from each valid lead • For every validated company that meets the criteria, again use find_similar_companies_exa with its domain to discover more similar businesses. • Continue until you reach or exceed a pool of 500 potential companies. 6) Final verification • Re-check any questionable records for headcount or DTC/subscription business model to ensure they meet the 50+ employee threshold and that they truly offer a subscription for physical goods. 7) Write the results to a CSV • Once you have a final list of valid companies, call write_to_csv(companies) to save them, providing relevant fields such as: - Company name - Domain/website - LinkedIn URL - Employee count - Validated subscription-based indicator 8) Print the information and confirm completion • After writing to CSV, print or display the final list of companies (or a summary) for review. • Finally, call instructions_complete() once all steps are done and the CSV is saved."