Are constantly shifting AI models and phantom fixes driving you to throw away hours of work? In this episode of Agents of Dev, Mitch Ashley and Brad Shimmin dive into the real-world frustrations of developer toolchain chaos, model instability, and aggressive pricing shifts in the race for AI dominance. Brad highlights Oracle’s new APEX AI Application Generator and APEX Lang framework, while Mitch breaks down Dynatrace’s acquisition of Arise and why observability must anchor itself at the intent stage. Together, they demystify what actually defines a developer sandbox, test-drive Unsloth’s new agentic desktop harness, and examine Atlassian’s Code Context updates—offering a much-needed dose of tech therapy for software builders navigating today's rapid model churn. This and more on Agents of Dev, part of The Futurum Group Podcast Network.