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AI & Enterprise

Cloudflare uses OpenAI cybersecurity model to detect, block code vulnerabilities

Cloudflare has begun offering early access to a service that finds vulnerabilities in customers\' application software and blocks attacks at the network edge. The service uses OpenAI’s GPT-5.6-Cyber model via the Daybreak Defense Network and operates within Cloudflare’s Managed Defense security monitoring service. It maps open paths, links them to code, analyzes Workers code and assigns risk ratings after verification.

AI & Enterprise

In the AI inference era, corporate infrastructure shifts its centre of gravity

More than half of corporate AI investment is now going into running models rather than building them, as infrastructure shifts from training to inference, Kim Dong-hyuk writes. Inference runs at scale all day and can reshape data centre baselines and costs. As inference moves into production, latency, data location and governance drive more workloads toward on-premises or hybrid designs. Bottlenecks often emerge in data access, not computing, raising risks when data is copied or moved.

AI & Enterprise

Security industry M&A accelerates amid AI spread as Palo Alto, Proofpoint step up acquisitions

Security industry consolidation is accelerating as the market reshapes around AI, with companies pursuing mergers and acquisitions. The Wall Street Journal reported that Proofpoint, owned by private equity firm Thoma Bravo, is in late-stage talks to buy cybersecurity firm Varonis Systems. Separately, Palo Alto Networks bought AI agent startup Console for $500 million in cash and stock and plans to integrate the technology into its Cortex security platform.