newsroom
AI Safety & Alignment · Hallucination is an inherent LLM feature per Altman, requiring architectural guardrails for professional use
now playing · AI Safety & Alignment
EU AI Act compliance burden vastly underestimated by startups building today
The EU AI Act enters full force summer 2025 with mandatory impact assessments, public registration, representative appointments, and risk-tier obligations — yet virtually no startup is prep…
Vertical AI wins via proprietary data + RAG, not generic foundation models
Legal tech proves vertical AI success requires owning the ground-truth data layer (Vlex's 25-year case law corpus) and constraining generation via RAG — generic LLMs hallucinate legal citat…
Due diligence red flags routinely ignored due to FOMO, causing preventable deal failures
After 25 years and hundreds of DD processes, zero clean reports exist — yet investors regularly override material findings (tax compliance, GDPR liability, cap table defects) because they '…
Hallucination is an inherent LLM feature per Altman, requiring architectural guardrails for professional use
Sam Altman confirmed hallucination cannot be eliminated, only limited — making RAG over verified corpora mandatory for high-stakes domains (law, medicine); lawyers sanctioned for submitting…