Fine-tuning quality improvements
Training quality has improved for fine-tuning on the following models: Qwen/Qwen3.5-0.8B . Qwen/Qwen3.5-2B . Qwen/Qwen3.5-4B . Qwen/Qwen3.5-9B . Qwen/Qwen3.5-27B . Qwen/Qwen3.5-35B-A3B . Qwen/Qwen3.5-35B-A3B-Base . Qwen/Qwen3.5-122B-A10B . Qwen/Qwen3.5-397B-A17B . Qwen/Qwen3.6-27B . Qwen/Qwen3.6-35B-A3B . nvidia/Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16 .
Also shipped Aug 24, 2026Together AI in August 2026 →
BigQuery data agent monitoring with Google Cloud Observability in preview
Teams can monitor the performance, adoption, latency and costs of BigQuery data agents and their conversations using Google Cloud Observability.
Verkada connector (Beta)
The Verkada connector is now available in Lakeflow Connect in Beta . Workspace admins can control access to this feature from the Previews page. The connector ingests organization audit logs and access users from your Verkada organization into Databricks. Authentication uses a Verkada organization API key. See Verkada connector .
Private network gateway is in Private Preview
Private network gateway is in Private Preview . A private network gateway connects Databricks serverless compute to resources in your VPC, on-premises systems, and the internet through a single managed gateway, reusing your existing network connectivity configuration (NCC).
Connect to the Databricks Genie app in Microsoft Teams with your workspace URL (Public Preview)
When you sign in to the Databricks Genie app in Microsoft Teams, you can now enter your workspace URL instead of a server hostname to connect to your Databricks account. See Databricks Genie app in Microsoft Teams .
The INSERT, UPDATE, and DELETE privileges are in Beta
The INSERT , UPDATE , and DELETE privileges are in Beta in Unity Catalog. These privileges are least-privilege alternatives to MODIFY that let you grant write access to a table's data without also granting the ability to change its schema or other metadata. The privileges require Databricks Runtime 18.1 or above.
Gemini Enterprise: D&B Commercial Graph data store (Preview)
The D&B Commercial Graph data store is available in Public Preview in Gemini Enterprise. You can connect D&B Commercial Graph to search and import company data using natural language. For more information, see Connect D&B Commercial Graph .
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Model deprecations
The following models have been deprecated and are no longer available on serverless: google/gemma-3n-E4B-it . meta-llama/Llama-Guard-4-12B . These models are not supported by on-demand dedicated endpoints. See Deprecations for migration options.
New models available for fine-tuning
You can now fine-tune the following models: Qwen/Qwen3.8-27B . See Supported models for the full list.
Longer context for GLM-5.2
zai-org/GLM-5.2 on serverless now accepts a 1,000,000-token context length, up from 512,000. Pricing is unchanged. See the GLM-5.2 quickstart .
Batch jobs in the CLI
The Together CLI now includes a tg batches command group for batch inference : tg batches submit uploads a local JSONL file (or takes an existing file ID) and creates a job against chat.completions , audio.transcriptions , or audio.translations . tg batches list , retrieve , and cancel manage the job lifecycle, with ls and get as aliases.
New serverless models
The following models are now available on serverless : zai-org/GLM-5.3-Flash : 1,000,000 context length, FP8 quantization, function calling and structured outputs. Pricing: $0.15 input / $0.50 output / $0.03 cached input (per 1M tokens).
Billing usage API (beta)
GET /billing/usage returns organization-wide usage and cost line items, filterable by month. The endpoint is in beta and enabled per organization. See Get billing usage .
File upload progress in the CLI and Python SDK
tg files upload and tg files check now show a progress bar in interactive terminals. The Python SDK accepts an optional progress_callback on client.files.upload() that receives upload progress events. See the files CLI reference and Data preparation .
Slurm cluster kubeconfig for project members
Project members can now download the cluster kubeconfig for Slurm clusters from the cluster details page, matching Kubernetes cluster behavior. See Download cluster kubeconfig .