This week's throughline emphasizes agents transitioning from single-shot tasks to multi-step, autonomous execution, shifting the orchestration layer's location. Raycast AI now enables autonomous multi-step tasks at the OS level, chaining extension calls and retrying failures, with usage-based billing and persistent context for long-running projects. Sourcegraph's Agentic Batch Changes coordinate multi-repo migrations, delegating script writing and tracking merge status with outcome-based pricing. Ollama's /v1/systemone endpoint offers dedicated decision models for classification tasks, returning structured probability distributions for efficient content routing and ticket triage. Cloudflare's Workers AI platform adds EuroLLM and Apertus, European open models for multilingual and low-resource language support, explicitly designed for GDPR compliance. DeepSeek V4 Flash Vision is now experimental on Vercel's AI Gateway, consolidating vision and text inference with caching for latency-sensitive applications. Lastly, Gemini Omni 1.1 Flash enhances video generation with scene extension, 4K upscaling, and faster 360p previews, allowing for more efficient iteration on narrative continuity.