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LLM Agent Tracing & Distributed Context: End-to-End Spans for Tool Calls + RAG | OpenTelemetry (OTel)
OpenTelemetry (OTel) is the fastest path to production-grade tracing for LLM agents because it gives you a standard way to follow a request across your agent runtime, tools, and downstream…
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LLM Agent Observability & Audit Logs: Tracing, Tool Calls, and Compliance (Enterprise Guide)
Enterprise LLM agents don’t fail like normal software. They fail in ways that look random: a tool call that “usually works” suddenly breaks, a prompt change triggers a new behavior,…
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Tool Calling Reliability for LLM Agents: Schemas, Validation, Retries (Production Checklist)
Tool calling is where most “agent demos” die in production. Models are great at writing plausible text, but tools require correct structure, correct arguments, and correct sequencing under timeouts, partial…
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Agent Evaluation Framework: How to Test LLM Agents (Offline Evals + Production Monitoring)
If you ship LLM agents in production, you’ll eventually hit the same painful truth: agents don’t fail once-they fail in new, surprising ways every time you change a prompt, tool,…
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Kimi K2.5: What It Is, Why It’s Trending, and How to Use It (Vision + Agents)
Kimi K2.5 is trending because it’s not just “another LLM.” It’s being positioned as a native multimodal model (text + images, and in some setups video) with agentic capabilities—including a…