OpenAI has shipped a cyber model that it rates at its own highest risk tier, gated it to vetted defenders, and in doing so shown that AI-driven vulnerability research at scale is already here.
Whatever the final shape of OpenAI’s hyperscaler deals, a capital-constrained lab that needs compute from everyone gives enterprise buyers leverage, so price your alternative cloud before your next renewal.
CrowdStrike is buying the two checks that sit between an AI pilot and production, AI observability and automated AI security testing, and folding them into Falcon.
Most AI pilots stall because the proof of concept tested whether a model could do the task, not whether the business could run it every day, so here is how to design a pilot that is built to reach production.
OpenAI and Anthropic both appear to be days from shipping new flagships, so the useful move this week is a ready evaluation harness, not a leaderboard refresh.
For most businesses the answer is retrieval first: RAG fixes what a model doesn’t know, fine-tuning changes how it behaves, and plenty of use cases need neither.
Gemini 4 Carbon leads Artificial Analysis’ Intelligence Index at 59 and posts a 0.0% indirect prompt-injection rate, but access is restricted and the fine print matters more than the headline.
Markets just showed they will punish AI spending that can’t show a return, and that pressure will reach every AI budget conversation this quarter.
1Password now lets Claude sign into sites on your behalf without the password or one-time code ever entering the model, and that pattern is the one to design agent workflows around.
A deeply integrated, Claude-built company reportedly switched frontier providers for a 30%-plus discount, which makes every model contract a renegotiation waiting to happen.
A fractional CTO for AI earns its fee when your business faces AI decisions that are expensive to reverse but lacks the continuous senior technical work to justify a full-time hire.
Two actions matter after Black October: get PHP onto the 21 October fixes, and treat any machine that installed LiteLLM 1.107.0 as compromised.
There is no dedicated Enterprise Ireland AI grant, but several digitalisation and innovation supports can part-fund AI work if you pick the one that matches your company and your project.
Microsoft now sells both the AI agent and the watchdog for the agent, and its security chief says frontier models cannot be trusted, so the real question is who controls your oversight layer.
Google’s new Gemini agent arrives with its own Workspace account, email address and agent-attributed audit trail, and routes work to Anthropic’s Claude. The real competition is now over who owns AI’s workplace identity, not who has the best model.
Consumer and enterprise software, built with taste and shipped fast.
AI agents, automation, and orchestration - production systems, not demos.
Hands-on engineering and strategy for teams shipping AI into production.