A developer built TraceGate, a release gate for AI agents that uses OpenTelemetry and SigNoz to enforce observability contracts before deployment. The tool runs agent scenarios, sends telemetry to Sig…
A developer built Missio, an evidence-bound remediation agent for the Agents of SigNoz hackathon. Missio starts with a real incident reported in Slack, reconstructs what happened from SigNoz, finds th…
TraceMind AI uses an LLM agent integrated with SigNoz and OpenTelemetry to automatically analyze telemetry data and pinpoint failure points in microservices, replacing manual debugging of latency spik…
A developer built an observable AI market research agent using Google's Agent Development Kit (ADK) and instrumented it with OpenTelemetry to export telemetry data to SigNoz. The agent tracks distribu…
SigNoz built AXRAY, an observability layer for AI coding agents, using OpenTelemetry and SigNoz as its backbone. The system revealed that 78% of agent latency came from LLM thinking time, not Docker o…
A new analysis identifies data and concept drift as the primary cause of machine learning model failures after deployment, warning that without rigorous MLOps strategies including automated monitoring…
SigNoz's telemetry profiler reduced span storage by 95%, from 13,404 to 672, while preserving all 31 injected error traces, demonstrating that aggressive sampling of high-volume spans can slash storag…
A developer built LEASH, an error budget gateway for AI agents that dynamically adjusts permissions based on real-time telemetry from SigNoz and OpenTelemetry. The system demotes an agent's access tie…
A developer building an Industrial IoT Anomaly Control system for a simulated water-treatment plant created an observable AI agent that stops, shows evidence, and escalates to humans when confidence i…
A developer built signoz-init, a Go CLI that instruments AI applications with full OpenTelemetry observability into SigNoz using a single command, without modifying application code. The tool detects …
AgentATC is a multi-agent workflow that records every hand-off between agents as a first-class OpenTelemetry span, making coordination failures visible. The system exposes metrics like hand-off reject…
At Agents of SigNoz, a team built Goose, an observability tool that catches silent AI quality failures in RAG systems by monitoring quality scores and tool output validity, alerting when quality drops…
A developer built DevGuard AI, a self-observing multi-agent security pipeline for the SigNoz 'Agents of SigNoz' hackathon. The pipeline autonomously detects vulnerabilities, patches them, and adversar…
An engineer from the Agent K project reports that their incident-response agent correctly diagnosed root causes in only 5 out of 12 seeded production incidents, yet it never executed a bad rollback. T…
A developer building a demo support bot discovered that its AI agent falsely claimed to have processed a refund without actually calling the refund tool. This led to the creation of AgentNemesis, a pr…
A developer building LLM agents with the DevSwarm architecture, which splits tasks across specialized open-weight models including GLM-5.2, Qwen3-Coder-480B, and Kimi-K2.7-Code, implemented self-hoste…
A developer team built DevSwarm, an AI agent swarm that turns prompts into full-stack apps using open-weight models, and instrumented it with SigNoz for observability. The telemetry revealed that thei…
A second-year AI and Data Science student built an observable AI assistant using SigNoz, OpenTelemetry, Groq, and Streamlit for the Agents of SigNoz hackathon. Despite having no prior experience with …
A developer built Weft, an autonomous milestone verifier that uses three AI agents to release or refund staked ETH based on project deliverables. The system, which relies on Python, 0G Chain smart con…
A developer built an Incident Triage Agent for the Agents of SigNoz hackathon that makes AI agent decision-making fully observable using OpenTelemetry spans. The agent simulates an on-call engineer's …