{"schema_version":"newruntime-agent-readable-v0.2","type":"post","stable_id":"post:opik-agent-diagnostics-trace-layer","slug":"opik-agent-diagnostics-trace-layer","title":"Opik Turns Agent Traces Into a Debugging Surface","description":"Opik's agent diagnostics frame tracing as an operational debugging layer, not just a transcript viewer for individual runs.","retrieval_nugget":"Opik's agent diagnostics frame tracing as an operational debugging layer, not just a transcript viewer for individual runs. A single agent trace is useful when one run fails. It is not enough when the same failure pattern appears across many users, tools, prompts, and retries.","status":"published","published_at":"2026-08-03","updated_at":"2026-08-03","record_date":"2026-08-03","date_kind":"published_at","topics":["agent-observability","llmops","debugging","production-agents"],"source_urls":["https://www.comet.com/site/blog/debugging-ai-agents"],"visuals":[{"id":"opik-agent-diagnostics-trace-layer","kind":"editorial-diagram","role":"hero","src":"https://newruntime.com/images/posts/opik-agent-diagnostics-trace-layer.webp","alt":"Whiteboard diagram of agent traces flowing into diagnostics, pattern grouping, and a repair loop.","caption":"New Runtime synthesis: agent observability becomes useful when trace inspection turns into grouped diagnostics and repair loops.","credit":"New Runtime synthesis","source_url":"https://www.comet.com/site/blog/debugging-ai-agents","generated_with":"gemini-3.1-flash-image","width":1600,"height":900,"legend":[]}],"routes":{"html":"https://newruntime.com/posts/opik-agent-diagnostics-trace-layer/","markdown":"https://newruntime.com/posts/opik-agent-diagnostics-trace-layer.md","json":"https://newruntime.com/posts/opik-agent-diagnostics-trace-layer.json"},"source_format":"markdown","next_reads":[{"type":"topic","path":"/topics/agent-observability/","reason":"Explore the agent observability topic hub.","url":"https://newruntime.com/topics/agent-observability/","title":"Agent Observability - New Runtime","media_type":"text/html"},{"type":"related_material","path":"/posts/digibee-opik-prompt-versioning-loop/","reason":"Shares agent observability and llmops.","url":"https://newruntime.com/posts/digibee-opik-prompt-versioning-loop/","title":"Prompt Versioning Is Becoming Agent Operations","media_type":"text/html"},{"type":"related_material","path":"/posts/observable-job-agent-opik-langgraph/","reason":"Shares agent observability.","url":"https://newruntime.com/posts/observable-job-agent-opik-langgraph/","title":"The Observable Job Agent Is a Useful Agent-Product Template","media_type":"text/html"},{"type":"related_material","path":"/posts/aws-agentcore-observability-performance-budgets/","reason":"Shares agent observability.","url":"https://newruntime.com/posts/aws-agentcore-observability-performance-budgets/","title":"AgentCore Makes Slow Agents A Traceable Operations Problem","media_type":"text/html"},{"type":"related_material","path":"/posts/google-agent-evaluations-offline-online/","reason":"Shares agent observability.","url":"https://newruntime.com/posts/google-agent-evaluations-offline-online/","title":"Google Runs The Same Agent Metrics Before And After Launch","media_type":"text/html"}]}