# Inkling Model Lands on Databricks _Thinking Machines Lab's Inkling model is now accessible on Databricks via Unity AI Gateway, enhancing enterprise AI development for coding and agentic tasks._ **Updated:** 2026-08-22 **Published:** 2026-07-15 **Source:** https://www.startuphub.ai/ai-news/technology/2026/inkling-model-lands-on-databricks --- Thinking Machines Lab's [Inkling](/ai-news/ai-research/2026/inkling-ai-model-open-weights-multimodality), an open-weights AI model, has arrived on the Databricks platform. This integration allows enterprises to leverage the model for coding and agentic reasoning tasks directly on their own data. Inkling ModelCoreopen-weights AI model from Thinking Machines Lab for coding and agentic tasksFrom the article 9+ mentionsThinking Machines Lab's Inkling, an open-weights AI model, has arrived on the Databricks platform.integratedNow on DatabricksEffectaccessible via Unity AI Gateway for enterprise AI developmentFrom the article 5 mentionsThe Inkling model is now live on Databricks, with further support for SQL querying anticipated soon.Unity AI GatewayContextcentralized environment for managing security, permissions, costs, and observabilityFrom the article 3 mentionsThe Inkling model Databricks integration positions the model within Databricks' Unity AI Gateway.Flexible AI DevEffectleverage Inkling for coding workflows and multimodal inputs on proprietary dataEnterprise ControlEffectdata remains within the enterprise's controlled environment for privacy and securityFrom the article 3 mentionsThis provides a centralized environment for managing security, permissions, cost controls, and observability for AI deployments.Fine-tune InklingEffectopen-weights model allows specialization on proprietary datasets for high accuracyFrom the article 5 mentionsInkling is designed to excel at coding workflows and supports multimodal inputs, making it versatile for various applications.Accelerate AIOutcomeenhances enterprise AI development for coding and agentic tasks The [Inkling model Databricks](https://www.databricks.com/blog/inkling-thinking-machines-lab-now-databricks) integration positions the model within Databricks' Unity AI Gateway. This provides a centralized environment for managing security, permissions, cost controls, and observability for AI deployments. Inkling is designed to excel at coding workflows and supports multimodal inputs, making it versatile for various applications. Its availability as an open-weights model means it can be fine-tuned on proprietary datasets for specialized, high-accuracy tasks. ## Enterprise Control and Flexibility Databricks emphasizes the governance benefits, stating that data remains within the enterprise's controlled environment. This addresses key concerns around data privacy and security when deploying advanced AI models. The platform offers flexibility, allowing teams to choose and customize models. This avoids vendor lock-in and enables selection of the best model for specific workloads, whether open or proprietary. Cost optimization is another advantage, as open-weights models bypass per-token API pricing common with proprietary alternatives. This allows for more predictable and scalable inference spend. ## Accelerating Development Developers can connect Inkling to coding agents like Cursor and OpenCode through the Unity AI Gateway. This aims to streamline the development of AI-powered coding assistants and applications. Databricks provides multiple avenues for users to get started, including an AI Playground for experimentation and direct deployment through the Unity AI Gateway. Integration with Agent Bricks is also supported for building complex, data-driven agents. The Inkling model is now live on Databricks, with further support for SQL querying anticipated soon. --- Original analysis from [startuphub.ai](https://www.startuphub.ai), the #1 AI startup directory. © StartupHub.ai. All rights reserved. You may not republish this article in full without a license. Search engines and AI research tools may crawl and summarize for reference. Bulk reproduction or model training on this content requires a license. See https://www.startuphub.ai/terms.