Releasesby GlyphNew models available for fine-tuning
You can now fine-tune the following models: Qwen/Qwen3.8-27B . See Supported models for the full list.
Also shipped Aug 25, 2026Together AI in August 2026 →
BigQuery data governance tags are supported in Terraform
BigQuery data governance tags are supported in Terraform. This feature is in Preview .
Multi-value tags (General availability)
With this release, multi-value tags are generally available. You can assign more than one string value to the same tag.
Remote app operations for Snowflake Native Apps (Preview)
Remote app operations are now available in public preview for Snowflake Native Apps. Providers can perform on-demand operations on consumer apps, including running SQL statements ( run_sql ), retrying a failed upgrade ( retry_upgrade ), and disabling/enabling the app ( disable / enable ), all through a new system function SYSTEM$REMOTE_APP_OPERATION .
Remote Development with the Snowflake Extension for Visual Studio Code (Preview)
Remote Development with the Snowflake Extension for Visual Studio Code is now available in public preview.
Stable egress IP addresses on Azure (Preview)
Stable egress IP addresses are now available in preview on Azure. You can generate Snowflake egress IP address ranges (as CIDR addresses) and add them to an external server's allowlist so that Snowflake can make requests to that server.
LTAP Direct Writes accelerates synced table loads (Beta)
LTAP Direct Writes speeds up how synced tables load into Lakebase. When you create a synced table, Lakebase loads a full copy of your Unity Catalog data into your Postgres branch.
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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.
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).
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 .
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 .