Foundry Models
A catalog of AI models in Microsoft Foundry that you can discover, compare, and deploy using Azure’s built‑in tools for evaluation, fine‑tuning, and inference
161 questions
0 answers
Azure AI Foundry prompt caching with multi-turn tool calls — unexpected cached_tokens behavior
I'm trying to understand the expected prompt-caching behavior for a multi-turn agent running on Azure AI Foundry. We have a support agent using the OpenAI-compatible Chat Completions API with a reasoning model (DeepSeek-V4 family). A typical case takes…
Foundry Models
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(9.6, 41%, 10%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EA%3C/text%3E%3C/svg%3E)
0 answers
Unbilled Pricing Discrepancy & Refund Request: DeepSeek V4 Flash "Cached Global Tokens" Charged at ~357x Published Rate
Environment Details: Service: Azure AI Foundry (Serverless) Model: DeepSeek V4 Flash Deployment Dates: June 6–7, 2026 Subscription Billing Impact: ₹161,648.62 (~$1,900 USD) Issue Context During a two-day deployment of DeepSeek V4 Flash via Azure AI…
Foundry Models
Foundry Models
A catalog of AI models in Microsoft Foundry that you can discover, compare, and deploy using Azure’s built‑in tools for evaluation, fine‑tuning, and inference
161 questions
asked 2026-08-08T07:25:23.4833333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(96, 84%, 19%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EJV%3C/text%3E%3C/svg%3E)
Jagannathan Veeraraghavan
20
Reputation points
commented 2026-08-08T09:44:23.87+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(304, 22%, 39%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ETG%3C/text%3E%3C/svg%3E)
Thanmayi Godithi
11,555
Reputation points Microsoft External Staff
Moderator
1 answer
Azure Local Node - Install Extension Failed
Hi Expert, I am trying to create an Azure Local cluster with Azure Arc Gateway, but the extension installation is failing. I have already verified connectivity using azcmagent check, and all required endpoints appear to be reachable. However, I noticed…
Azure Local
341 questions
asked 2026-08-08T09:17:06.6533333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(198.4, 15%, 29%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EML%3C/text%3E%3C/svg%3E)
M Luthfi Mukhlis
0
Reputation points
answered 2026-08-08T09:17:28.9333333+00:00
AI answer
0 answers
Issue: Unable to create Azure NetApp Files volume in centraluseuap — all attempts fail with FileSystemAllocationFailed
Code: FileSystemAllocationFailed Message: "There are currently insufficient resources available to create a volume with Standard network features for the provided VNet in this region. Please retry with a different VNet or contact support."
Azure NetApp Files
Azure NetApp Files
An Azure service that provides enterprise-grade file shares powered by NetApp.
132 questions
asked 2026-08-08T06:17:07.87+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(28.799999999999997, 87%, 12%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EBK%3C/text%3E%3C/svg%3E)
Balaji Kottaram
0
Reputation points Microsoft Employee
commented 2026-08-08T08:47:45.0266667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(307.2, 5%, 39%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ESC%3C/text%3E%3C/svg%3E)
Sai Charan Bandi
15
Reputation points Microsoft External Staff
Moderator
0 answers
Grafana: Could not load plugin An unknown error occurred while loading the plugin. Please check for updates.
On Azure managed grafana, all of sudden data source is not working properly. It throws error upon selecting data source - Azure Monitor Managed Service for Prometheus Error message " Could not load plugin. An unknown error occurred while loading…
Azure Managed Grafana
Azure Managed Grafana
An Azure service used to deploy Grafana dashboards for analytics and monitoring solutions.
180 questions
asked 2026-08-05T14:15:24.95+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(70.4, 82%, 16%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EYS%3C/text%3E%3C/svg%3E)
Yashwant Shettigar
0
Reputation points Microsoft Employee
commented 2026-08-08T08:44:58.1933333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(236.8, 68%, 32%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EBY%3C/text%3E%3C/svg%3E)
Bharath Y P
10,355
Reputation points Microsoft External Staff
Moderator
0 answers
"az afd rule create" is not working properly
Hello, Recently, the Azure CLI CDN functionality was migrated, starting with CLI version 2.88.0. As a result, some of the parameters previously used in our pipeline are no longer available, causing the pipeline to fail. When I check the new documentation…
Azure Front Door
Azure Front Door
An Azure service that provides a cloud content delivery network with threat protection.
1,220 questions
asked 2026-08-08T08:19:48.4566667+00:00
Ramanarajan D
41
Reputation points
asked 2026-08-08T08:19:48.4566667+00:00
Ramanarajan D
41
Reputation points
2 answers
We are unable to ssh to the virtual machine beacused of this 'virtual machine agent status is not ready' issue
Dear Support Team, We are facing an issue, the issue is 'virtual machine agent status is not ready'. Initially, restarting the virtual machine temporarily resolves the issue, and we are able to access the server via SSH without any problems. However,…
Azure Virtual Machines
Azure Virtual Machines
An Azure service that is used to provision Windows and Linux virtual machines.
10,294 questions
asked 2026-08-07T10:25:12.66+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(188.79999999999998, 13%, 28%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EAS%3C/text%3E%3C/svg%3E)
Anupama Siriwardhana
0
Reputation points
answered 2026-08-08T08:18:12.09+00:00
SUNOJ KUMAR YELURU
18,416
Reputation points MVP
Volunteer Moderator
1 answer
manage certificate containers error
i have tried many times deleting and recreating manage certficates for container apps enviornment and it keeps failing. It throws the same client-side CertificateProvisioningError/timeout again with provisioningState: Failed with Operation timed…
Azure Container Apps
Azure Container Apps
An Azure service that provides a general-purpose, serverless container platform.
985 questions
asked 2026-08-07T22:00:30.57+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(92.8, 73%, 18%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EMY%3C/text%3E%3C/svg%3E)
Mushaib Yoonus
0
Reputation points
answered 2026-08-08T08:12:22.71+00:00
SUNOJ KUMAR YELURU
18,416
Reputation points MVP
Volunteer Moderator
0 answers
Can someone please start looking into 2608050030007864
This issue is related to grafana prometheus plugin loading issue after upgrade.
Azure Managed Grafana
Azure Managed Grafana
An Azure service used to deploy Grafana dashboards for analytics and monitoring solutions.
180 questions
asked 2026-08-06T08:03:13.51+00:00
Yashwant Shettigar
0
Reputation points Microsoft Employee
edited a comment 2026-08-08T07:13:20.3366667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(140.8, 65%, 23%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ESA%3C/text%3E%3C/svg%3E)
Sreetheja Adusumilli
965
Reputation points Microsoft External Staff
Moderator
0 answers
how to stop/remove Azure backup agent in Azure
I am unable to stop/disable backup items 'Azure Backup Agent' in Recovery services vault. When I click on Backup Items>Azure Backup Agent and then try click on the 3 dots to bring the context menu, nothing happens. As a result of this, am unable to…
Azure Backup
Azure Backup
An Azure backup service that provides built-in management at scale.
1,794 questions
asked 2026-08-05T03:22:43.7166667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(214.4, 36%, 30%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EGG%3C/text%3E%3C/svg%3E)
Gaurav Gupta
0
Reputation points
edited a comment 2026-08-08T06:50:29.4033333+00:00
Sreetheja Adusumilli
965
Reputation points Microsoft External Staff
Moderator
0 answers
Issue: Azure Virtual hub deletion, question on bill charge
Hi Team, I have around 5 azure virtual hub which is unable to delete from Azure console or neither from Azure cli. Every time attempt to delete there is error. Some route-table association still exists. stuck Failed hub with phantom route-table…
Azure Virtual WAN
Azure Virtual WAN
An Azure virtual networking service that provides optimized and automated branch-to-branch connectivity.
310 questions
asked 2026-08-08T06:34:00.01+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(89.60000000000001, 7.000000000000001%, 18%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ERM%3C/text%3E%3C/svg%3E)
Rajendra Mattihalli
0
Reputation points
asked 2026-08-08T06:34:00.01+00:00
Rajendra Mattihalli
0
Reputation points
2 answers
One of the answers was accepted by the question author.
Modificare numero di core databricks cluster
non riesco a modificare il mio cluster databricks per aggiungere 4 cores. se vado nel clusrter non mostra da nessuna parte il numero di core il che mi pare assurdo, inoltre non mostra la possibilità di modificare la configurazione. Sono proprietario del…
Azure Databricks
Azure Databricks
An Apache Spark-based analytics platform optimized for Azure.
3,002 questions
asked 2026-08-05T07:42:39.7933333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(60.8, 75%, 15%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ECM%3C/text%3E%3C/svg%3E)
Cristiano Mombello
10
Reputation points
edited a comment 2026-08-08T06:30:04.4466667+00:00
Cristiano Mombello
10
Reputation points
0 answers
Your administrator denied access to account e05c3683-3099-44b4-aae4-665929e2e4fa from your current IP. Contact your administrator for more information.
Your administrator denied access to account e05c3683-3099-44b4-aae4-665929e2e4fa from your current IP. Contact your administrator for more information. how to solve it got in dtabricks while trying to open account console
Azure Databricks
Azure Databricks
An Apache Spark-based analytics platform optimized for Azure.
3,002 questions
asked 2026-08-08T06:27:06+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(265.6, 57.00000000000001%, 35%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ED%3C/text%3E%3C/svg%3E)
Databricks
0
Reputation points
asked 2026-08-08T06:27:06+00:00
Databricks
0
Reputation points
1 answer
Azure Migrate discovery service unavailable behind Private Endpoint
Azure Migrate "agentless" appliance registration in "private" mode initial checks fail with error ... (URL…
Azure Migrate
Azure Migrate
A central hub of Azure cloud migration services and tools to discover, assess, and migrate workloads to the cloud.
1,119 questions
asked 2026-07-14T14:10:30.72+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(198.4, 56.00000000000001%, 29%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EMR%3C/text%3E%3C/svg%3E)
Marian Romascanu
0
Reputation points
answered 2026-08-08T06:01:56.6566667+00:00
Sreetheja Adusumilli
965
Reputation points Microsoft External Staff
Moderator
1 answer
One of the answers was accepted by the question author.
Clarification on Billing for FW-Kimi-K3 Model with Microsoft for Startups Credits
Hello Azure Support Team, I have a question regarding billing for the FW-Kimi-K3 model deployed in my Azure AI Foundry resource. My Azure subscription is funded through Microsoft for Startups and currently has approximately $5,000 in startup credits…
Azure | Azure Startups
Azure | Azure Startups
Startups: Companies that are in their initial stages of business and typically developing a business model and seeking financing.
1,536 questions
asked 2026-08-07T06:55:30.49+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(108.80000000000001, 11%, 20%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EAS%3C/text%3E%3C/svg%3E)
Ankit Shah
20
Reputation points
accepted 2026-08-08T05:55:45.9933333+00:00
Ankit Shah
20
Reputation points
0 answers
Cannot log into Azure after account creation
I created a personal account for Azure to use it for personal needs. Every time I do, I get the following. I tried to reach out to support, but as usual, no support contact. If anyone can lead the way, it would be greatly appreciated.
Azure App Service
Azure App Service
Azure App Service is a service used to create and deploy scalable, mission-critical web apps.
10,008 questions
asked 2026-08-08T05:45:58.21+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(284.8, 54%, 37%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EBS%3C/text%3E%3C/svg%3E)
Barry Salas
0
Reputation points
asked 2026-08-08T05:45:58.21+00:00
Barry Salas
0
Reputation points
2 answers
Managed Certificate fails handshake
I have an app service with multiple custom domains, each with its own SSL binding and cert. One of them has failed 2 different times over the last 2 days. When you access the domain you get an SSL "handshake" error. The solution has been to…
Azure App Service
Azure App Service
Azure App Service is a service used to create and deploy scalable, mission-critical web apps.
10,008 questions
asked 2026-08-06T20:18:17.9733333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(288, 97%, 37%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EB%3C/text%3E%3C/svg%3E)
Bradley
0
Reputation points
answered 2026-08-08T05:16:04.49+00:00
kagiyama yutaka
4,835
Reputation points
0 answers
Azure Attestation TPM sample reaches round 1 InvalidDataField — request Severity C support case
We purchased Azure Standard support to open a development Severity C technical case. The portal routes the request to Microsoft Q&A rather than allowing case creation. Please advise how to submit this Azure Attestation technical case securely if a…
Azure Virtual Machines
Azure Virtual Machines
An Azure service that is used to provision Windows and Linux virtual machines.
10,294 questions
asked 2026-08-08T04:57:38.1866667+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(115.19999999999999, 1%, 21%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EMA%3C/text%3E%3C/svg%3E)
Murshid Abdurahiman
0
Reputation points
asked 2026-08-08T04:57:38.1866667+00:00
Murshid Abdurahiman
0
Reputation points
0 answers
Azure AI Foundry Workflow HITL: Shared Approval with Same Execution Context, RBAC, or External Approval Required?
Hi Community, I have a question regarding Azure AI Foundry Workflow HITL (Human-in-the-loop) approval. If a user (for example, Shivam) starts a workflow using any execution method such as Playground, Preview, REST API, SDK, or external triggers, and the…
Azure AI Bot Service
Azure AI Bot Service
An Azure service that provides an integrated environment for bot development.
1,138 questions
asked 2026-07-31T14:05:00.28+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(86.4, 71%, 18%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ESN%3C/text%3E%3C/svg%3E)
Shivam Namdeo
0
Reputation points
commented 2026-08-08T02:33:45.8366667+00:00
Shivam Namdeo
0
Reputation points
1 answer
Unable to create standard v2 APIM on new subscription
Errors when attempting to create an API management instance on a new subscription, error as below Creation of new StandardV2 API Management services in UK South is not available at the moment. Try again later, or try another region.
Azure API Management
Azure API Management
An Azure service that provides a hybrid, multi-cloud management platform for APIs.
2,816 questions
asked 2026-08-05T14:06:25.6033333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(195.2, 11%, 28%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3EDL%3C/text%3E%3C/svg%3E)
david Latham
0
Reputation points
answered 2026-08-08T02:15:29.1333333+00:00
![](data:image/svg+xml, %3Csvg xmlns='http://www.w3.org/2000/svg' height='64' class='font-weight-bold' style='font: 600 30.11764705882353px "SegoeUI", Arial' width='64'%3E%3Ccircle fill='hsl(57.599999999999994, 50%, 15%)' cx='32' cy='32' r='32' /%3E%3Ctext x='50%25' y='55%25' dominant-baseline='middle' text-anchor='middle' fill='%23FFF' %3ESC%3C/text%3E%3C/svg%3E)
SHOUMIK CHAKRAVARTY
0
Reputation points