Your agent called 5 tools and said Done. Which one failed? #Shorts

Your AI agent said "Done. The refund has been issued." It wasn't. The refund API was down, the tool swallowed the error and returned {}, and the agent told the customer it was done anyway. This is a real run: a LangGraph agent on a local Qwen 2.5 3B model (Ollama) with 5 tools. One line, openlit.init(), traced every LLM call, tool call and HTTP request into OpenLIT, so the empty tool result and the "Connection refused" error are right there in the trace. Star OpenLIT on GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Has your agent ever said "done" when it wasn't? Tell me what it skipped 👇 #Shorts #AIAgents #LangChain #OpenTelemetry #OpenLIT

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What is OpenTelemetry? LLM Observability with OpenLIT #Shorts

Instrument once. Send your telemetry anywhere. That is OpenTelemetry, and OpenLIT is built natively on it. Docs: https://docs.openlit.io OpenTelemetry is the open, vendor-neutral CNCF standard for traces, metrics, and logs. Add one line, openlit.init(), and OpenLIT auto-instruments your LLMs, vector databases, agent frameworks, and GPUs, following the OpenTelemetry GenAI semantic conventions. Send the data to OpenLIT or to any OpenTelemetry backend, like Grafana or Jaeger. No vendor lock-in. Open source and self-hosted. GitHub: https://github.com/openlit/openlit Site: https://openlit.io Watch the full video: https://www.youtube.com/watch?v=foYnZK_ORDs Code and span cards in the video are illustrative. Screenshots come from docs.openlit.io. #OpenTelemetry #LLMObservability #OpenLIT #OpenSource #Shorts

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AI Agent Said "Done" but Did Nothing? How to Debug It #Shorts

Traces docs: https://docs.openlit.io/latest/openlit/observability/telemetry/traces GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Your AI agent said "done." It did nothing. No error, no crash, and your logs say 200 OK. Agents fail silently: a wrong tool call, a loop, a lost context. To debug them, trace every step. Find the exact span where the run went wrong, then check tokens and cost. A loop shows up as a spike. OpenLIT traces LLM calls and agent/tool steps, and shows tokens and cost for each trace. It's open source, built on OpenTelemetry, and setup is one line: openlit.init(). What's the weirdest way your agent failed? Tell me in the comments 👇 #Shorts #AIAgents #OpenLIT #OpenTelemetry #LLMObservability #Debugging #AIEngineering #OpenSource

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Traces in Tempo, memory in Mem0? Connect it all to OpenLIT #Shorts

Docs: https://docs.openlit.io/latest/openlit/connectors/overview GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Your traces, agent memory, and repos all live in different tools. OpenLIT Connectors plug into them from one place (Configuration → Connectors), scoped to your project and environment. • Data sources: keep ClickHouse, Grafana Tempo, Loki, Prometheus, or Jaeger, and route traces, logs, and metrics independently. • Memory: connect Claude, Mem0, or Zep to browse and search what your agents remember (capabilities vary by vendor). • Scanners: Trustabl scans GitHub repos for agent SDK, MCP, and policy findings. Which connector should we add next? Tell me in the comments. #Shorts #OpenLIT #OpenTelemetry #Observability #AIAgents #Mem0 #Grafana #MCP

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What did Claude Code just cost you? Trace Cursor & Codex too #Shorts

Docs: https://docs.openlit.io/latest/openlit/coding-agents/overview GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Your coding agent just ran for 40 minutes. What did it actually do? OpenLIT traces Claude Code, Cursor, and Codex with one command (openlit coding install --vendor=all): no SDK, no code changes. Every session lands in the Coding Agents tab with tokens, cost, tool calls, code changed, acceptance %, commits, and pull requests. Self-hosted, built on OpenTelemetry. Which coding agent do you use? Tell me in the comments. #Shorts #ClaudeCode #Cursor #Codex #CodingAgents #OpenLIT #OpenTelemetry #AIAgents

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Open-source LLM observability on OpenTelemetry | OpenLIT

GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Tired of proprietary LLM telemetry? OpenLIT is open-source AI engineering for LLM observability, evals, prompts, and cost — built on OpenTelemetry. Self-host free under Apache 2.0. #Shorts #OpenLIT #LLMObservability #OpenTelemetry #OpenSource #AIObservability #DevTools #LLM

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LLM API keys + GPU metrics in OpenLIT

GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io API keys in env files, GPU metrics in another tool? OpenLIT Vault stores/rotates LLM keys; the GPU collector adds utilization, memory, temp, and power via OpenTelemetry. #Shorts #OpenLIT #Vault #GPUMonitoring #OpenTelemetry #LLMOps #OpenSource

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Monitor AI agents end to end | OpenLIT

GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Your agent called five tools — which one failed? OpenLIT monitors AI agents with OpenTelemetry spans for every step, tool, and LLM call. #Shorts #OpenLIT #AIAgents #AgentObservability #OpenTelemetry #LLMOps #OpenSource

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Compare LLMs side by side | OpenLIT OpenGround

GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Picking a model from a blog benchmark? OpenGround compares LLMs on your prompts — latency, cost, and quality — before you ship. #Shorts #OpenLIT #ModelComparison #LLM #AIEngineering #OpenSource #DevTools

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Version prompts without shipping code | OpenLIT Prompt Hub

GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Prompts still hardcoded in the repo? OpenLIT Prompt Hub versions and deploys prompts without a code deploy — linked to traces and evals. #Shorts #OpenLIT #PromptEngineering #PromptManagement #LLMOps #OpenSource #AIEngineering

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LLM-as-a-judge on live traces | OpenLIT

GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Shipped a prompt change and quality dropped? OpenLIT runs LLM evaluation on the same production traces — online scoring and CI. #Shorts #OpenLIT #LLMEvaluation #LLMasaJudge #AIQuality #OpenSource #DevTools

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Trace LLMs with OpenTelemetry in 1 line | OpenLIT

GitHub: https://github.com/openlit/openlit Docs: https://docs.openlit.io Site: https://openlit.io Still guessing which LLM call burned your budget? OpenLIT adds OpenTelemetry LLM tracing with pip install openlit + openlit.init() — cost, latency, tokens, tools. #Shorts #OpenLIT #OpenTelemetry #LLMObservability #AIObservability #OpenSource #DevTools #LLM

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