Google released Gemini Omni 1.1 alongside new updates for Cohere and Codex. These incremental updates focus on refining multimodal capabilities and introducing persistent mode for coding workflows. Developers gain better state management in Codex. The updates offer modest performance gains rather than a fundamental shift in model architecture or reasoning capabilities.