A lawsuit in Northern District of California claims $12 billion HR unicorn Deel hired a Rippling employee to siphon confidential sales pipeline data, searching “Deel” 23 times daily for months. The spy was caught after Rippling set a honeypot, exposing senior Deel executives’ alleged involvement. This highlights the risk of aggressive competitive tactics at high‑growth startups.
Bayer and Thoughtworks built PRINCE, a cloud platform that lets scientists query decades of preclinical safety data with natural-language LLM agents backed by retrieval-augmented generation and Text-to-SQL. The case study details engineering choices, context engineering, orchestration, recovery, observability, and human-in-the-loop controls, that keep the system reliable and auditable, cutting research time dramatically.
A board member and investor now ends interviews by asking candidates what they’ve learned after 8‑10 meetings. Over 90% can’t cite unit economics, churn or burn rate, exposing a lack of curiosity that disqualifies them, regardless of résumé polish. The filter predicts who will truly understand and run a startup.