Google released Gemini Omni 1.1 alongside new updates for Cohere and Codex. The update focuses on iterative refinements rather than a structural leap. Cohere introduced Parse for better document processing, while Codex added a persistent mode. These incremental tool updates provide marginal efficiency gains for developers integrating multimodal models into existing production pipelines.