A developer built RagScope, an open-source tool that audits RAG pipelines to reveal wasted retrieval latency from chunks fetched but never used in the final prompt. The tool uses OpenTelemetry traces …
The Agent Audit Trail Format (AATF) is an open specification for recording why AI agents make decisions, including alternatives considered, confidence scores, and rejected options. It provides a struc…
Elastic has been named a Strong Performer in The Forrester Wave™: Extended Detection And Response Platforms, Q2 2026 report, recognized for its SIEM-replacement capabilities, open data architecture, A…
SigNoz published a guide on instrumenting Spring Boot applications with OpenTelemetry, demonstrating how to set up a demo application, generate telemetry data, and visualize it in SigNoz. The tutorial…
SigNoz announced a new integration with the Vercel AI SDK and OpenTelemetry to provide observability for LLM-powered applications, enabling developers to monitor latency, errors, and model behavior in…
SigNoz released a tutorial on auto-instrumenting Python applications with OpenTelemetry, enabling automatic collection of traces, metrics, and logs without code changes. The guide covers installing th…
Arize AI and Databricks announced a dual-export capability for OpenTelemetry traces, allowing teams to send the same production traces to both Arize AX for operational debugging and Databricks Unity C…
An AI consultant revealed that a client spent nearly half a billion dollars in a single month due to unset usage limits on AI licenses, highlighting the need for FinOps principles adapted to AI. The a…
Hosted coding agents are shifting observability from an enterprise add-on to a core product feature. AWS's Bedrock AgentCore exemplifies this trend by enabling agents to run remotely, which requires r…
A single client of an AI consultant spent nearly half a billion dollars in one month due to missing usage limits on AI licenses, highlighting a growing cost-control crisis. FinOps for AI, using open s…
HashiCorp announced the general availability of the open-source Terraform MCP Server, enabling AI agents to interact with Terraform Registry APIs. The server automates routine infrastructure tasks lik…
Galdor, a Go-native framework for building and observing AI agents, launched v1.0.0 in June 2026 with built-in OpenTelemetry tracing, an embedded SQLite dashboard, and first-party support for both MCP…
An engineer details how to implement tail sampling for LLM application traces to control observability costs while preserving critical data. The approach uses OpenTelemetry's tail sampling processor t…
Technosive Ltd. released SentinelMCP, an open-source security firewall for AI agents using the Model Context Protocol (MCP). The tool enforces policies, redacts PII and secrets, and provides audit log…
Loomcycle v0.32.0 introduces context compaction for long-running agents, offering manual, automatic, and self-triggered summarization to prevent context window overflow. The update includes a compact …
Current observability strategies generate noise by instrumenting everything, and proposes an adaptive approach where the system decides what to observe based on its own state. By combining OpenTelemet…
ORP, an open experience layer for AI agents built on OpenTelemetry, converts agent failures into regression tests and retrievable lessons. The tool captures agent traces, challenges unproven claims, a…
Engineering teams evaluating production-ready alternatives to Composio for MCP gateway architectures should prioritize per-user delegated authorization, agent-optimized tool schemas, and centralized g…
A production AI assistant requires a systems-level architecture beyond a single LLM invocation, splitting responsibilities into five layers: LLM, Memory, Tooling, Routing, and Observability. OpenAI an…
Microsoft and SigNoz have released a guide for setting up observability and monitoring for AutoGen AI applications using OpenTelemetry, enabling developers to export logs, traces, and metrics to SigNo…