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Evaluating AI Models in 2026

Aaron and Brian review some of the latest AI model releases and discuss how they would evaluate them through the lens of an Enterprise AI Architect.  SHOW: 1003 SHOW TRANSCRIPT: The Cloudcast #1003 Transcript (https://docs.google.com/document/d/1G...) SHOW VIDEO:    / @thecloudcastnet    NEW TO CLOUD? CHECK OUT OUR OTHER PODCAST: "CLOUDCAST BASICS" (https://cloudcastbasics.net/)   SHOW NOTES: • Last Week in AI Podcast #234 (https://podcasts.apple.com/us/podcast...) • Artificial Analysis.AI (https://artificialanalysis.ai/) • Opus 4.6 Release (https://www.anthropic.com/news/claude...) • GPT Codex 5.3 Release (https://openai.com/index/introducing-...) • GLM-5 Release (https://z.ai/blog/glm-5) • OpenAI Preparedness Framework (https://openai.com/index/updating-our...) • Sam’s Tweet that 5.3 Codex hit “high” ranking for cybersecurity (https://x.com/sama/status/20194762075...) • Fortune Article on 5.3 high ranking (https://fortune.com/2026/02/05/openai...) TAKEAWAYS • The frequency of AI model releases can lead to numbness among users. • Evaluating AI models requires understanding their specific use cases and benchmarks. • Enterprises must consider the compatibility and integration of new models with existing systems. • Benchmarks are becoming more accessible but still require careful interpretation. • The rapid pace of AI development creates challenges for enterprise adoption and integration. • Companies need to be proactive in managing the versioning of AI models. • The industry may need to establish clearer standards for evaluating AI performance. • Efficiency and cost-effectiveness are becoming critical metrics for AI adoption. • The timing of model releases can impact their market reception and user adoption. • Businesses must adapt to the fast-paced changes in AI technology to remain competitive. FEEDBACK? • Email: show at the cloudcast dot net • Bluesky: @cloudcastpod.bsky.social (https://bsky.app/profile/cloudcastpod...) • Twitter/X: @cloudcastpod (  / cloudcastpod  ) • Instagram: @cloudcastpod (  / cloudcastpod  ) • TikTok: @cloudcastpod (  / cloudcastpod  )