Bitcoin’s latest swing around the $80,000–$90,000 band has far less to do with fresh spot demand and far more to do with how leverage is being built up and flushed out in futures. The data over January shows a market… Read More »How Bitcoin’s $80K ‘Liquidation Treadmill’ Is Being Driven by Futures Positioning
Security teams are buying AI defenses that do not hold up once attackers adapt. A joint October 2025 study by researchers from OpenAI, Anthropic, and Google DeepMind is unequivocal: when tested under realistic, adaptive attack conditions, 12 published defenses against… Read More »Adaptive AI Attacks Are Beating Today’s Defenses: How CISOs Should Question Vendors
Introduction When I first started building CI/CD for high-throughput UDP services, I quickly realized how poorly traditional web-style pipelines map to this world. With UDP, the things that matter most—latency, packet loss, jitter, and how we behave under congestion—are exactly… Read More »Case Study: CI/CD for High-Throughput UDP Services Without Breaking Congestion Control
OpenAI is running ChatGPT and its API platform — serving around 800 million users — on a single primary PostgreSQL instance. Not a distributed SQL cluster, not a heavily sharded fleet, but one write primary with nearly 50 read replicas… Read More »Inside OpenAI’s PostgreSQL Strategy: Scaling a Single Primary to 800 Million Users
Anthropic is widening access to Claude Cowork, bringing the tool to Team and Enterprise plans and signaling a strategic shift in how its AI assistant is meant to operate inside organizations. Rather than positioning Claude purely as a chat interface,… Read More »Claude Cowork Expands to Teams and Enterprises, Reframing Claude as Shared AI Infrastructure