---
title: "June 17, 2026"
description: "Middleware release 2.7.6 (June 17, 2026): LLM Observability, Linux instrumentation, Kafka integration, S3 Routing, Anomaly in Log monitoring."
section: "Release Notes"
breadcrumb: "Release Notes > June 17, 2026"
canonical: "https://docs.middleware.io/release-notes/release-64"
---
# June 17, 2026

Release 2.7.6 shipped on June 17, 2026.

## Features

### LLM Observability

- Revamped LLM observability by adding many more features to monitor LLM modules.
- **Updated LLM traces** screen with more data such as total token per request, cost, model, span info, stack trace, chat input, logs.

![LLM Observability: Updated LLM traces screen with more data such as total token per request, cost, model, span info…](/images/release/2026/2026-06-17-1.webp)

- **Playground**: Use different model, output schemas, add tool and see how LLM will give output for sample question

![LLM Observability: Playground Use different model, output schemas, add tool and see how LLM will give output for sample…](/images/release/2026/2026-06-17-2.webp)

- **LLM as a judge (Evaluation)**: Use a language model as the evaluator and define your scope, model and add rules to judge. It will judge each prompt based on the configuration and acceptance criteria.

![LLM Observability: LLM as a judge (Evaluation) Use a language model as the evaluator and define your scope, model and…](/images/release/2026/2026-06-17-3.webp)

- **GPU Monitoring**: Monitor GPU hosts and devices with its metrics such as utilizations, occupancy, memory, temperature, power usage, bandwidth, processes and many more metrics.

![LLM Observability: GPU Monitoring Monitor GPU hosts and devices with its metrics such as utilizations, occupancy…](/images/release/2026/2026-06-17-4.webp)

- **Dashboard**: View summary of tokens, cost, error rate, duration, LLM calls, Evaluations, latency, tools with 50+ different graphs with metrics to monitor performance of LLM.

### Linux instrumentation

- Configure detected databases and integrations directly from the Linux Instrumentation screen, without navigating to a separate Integrations page.

### Kafka integration

- Added Kafka integration support for Kubernetes, enabling users to monitor their Kafka production environments.

### S3 Routing

- Added support for routing metrics, logs, and traces to customer-owned AWS S3 buckets.
- Introduced a self-service S3 Routing configuration page under **Settings → S3 Routing**, allowing users to configure AWS Account ID, bucket name, and region.

![S3 Routing: Introduced a self-service S3 Routing configuration page under Settings → S3 Routing, allowing users to…](/images/release/2026/2026-06-17-5.webp)

### Anomaly in Log monitoring

- You can see anomaly in logs by its patterns and different anomaly types such as count spike, behavior drift, pattern inactive etc.

![Anomaly in Log monitoring: You can see anomaly in logs by its patterns and different anomaly types such as count spike…](/images/release/2026/2026-06-17-6.webp)

- We can see the details for each anomaly with log properties, related logs and analysis by AI.

![Anomaly in Log monitoring: We can see the details for each anomaly with log properties, related logs and analysis by AI.](/images/release/2026/2026-06-17-7.webp)

### OpsAI

- Run Kubernetes commands within the investigation/chat directly with one click.

![OpsAI: Run Kubernetes commands within the investigation/chat directly with one click.](/images/release/2026/2026-06-17-8.webp)

- Added support for dashboard creation directly from OpsAI chat. Users can describe the dashboard they need, and OpsAI will generate it and provide a dashboard link within the conversation.
- Added support for display Vercel logs and errors (Fatal) in OpsAI listing so users can directly investigate from there and generate pull request with fix.
- Added support for ask questions on synthetic tests or create synthetic tests directly from new chat.

### AWS RDS Integration

- Added support for 8 new regions for RDS (including Asia specific regions).

## Improvements

- Improved loading speed of APM and MongoDB screens when handling large volumes of data.
- Improved OpsAI list and detail page performance, resulting in faster load times for high data volume.
- Added an MCP Server access page, allowing users to view and revoke third-party applications that have access to their Middleware data.

![Improvements: Added an MCP Server access page, allowing users to view and revoke third-party applications that have…](/images/release/2026/2026-06-17-9.webp)

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