The emergence of the 'Bluekit' phishing framework, which features an integrated AI Assistant, marks a critical turning point in the democratization of cybercrime. By automating domain registration and utilizing LLMs to generate high-fidelity, context-aware phishing lures, Bluekit allows low-skill actors to execute campaigns previously reserved for sophisticated APTs. Furthermore, research from Hacktron suggests that 'smaller models run repeatedly' can outperform larger frontier models (like GPT-5 or Claude 4) in vulnerability discovery at a fraction of the cost. This 'cost-to-recall' optimization means that attackers can now afford to run massive, automated zero-day hunts across the entire open-source ecosystem, significantly accelerating the 'Patch-to-Exploit' window.