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#observability
3 articles exploring observability. Expert insights and analysis from our editorial team.
Showing 1–3 of 3 articles
Articles
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Agents & Frameworks
LLM Agent for Iterative Chart Refinement Exposes a Logging Gap in CrewAI and AutoGen
An arxiv paper shows iterative chart agents need per-step rationale schemas that CrewAI and AG2 lack, while the token and storage cost of structured traces remains unmeasured.
Agents & Frameworks
Google's TPU 8i Targets Agentic Workloads. What CrewAI, LangGraph, and AutoGen Must Measure
Google's TPU 8i adds SRAM and a collectives engine for agentic workloads, yet CrewAI, LangGraph, and AutoGen lack the per-step latency and branch-utilization metrics needed.
Agents & Frameworks
AI That Debugs Production Systems: From Logs to Root Cause
AI-powered observability platforms can analyze logs, traces, and metrics to identify root causes automatically, but they augment rather than replace on-call engineers. Organizations report significant MTTR improvements and alert noise reduction while maintaining human oversight for critical decisions.