log-analysis

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A developer discusses a tool for compressing large log files (600MB→10MB) while preserving semantic meaning for LLM analysis, addressing token limit constraints in AI-assisted log analysis.

DrTrader · 1 day ago · details · hn
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LogClaw is an open-source log intelligence platform that uses signal-based anomaly detection with statistical composite scoring to identify operational failures in Kubernetes, then auto-generates deduplicated incident tickets via LLM-powered root cause analysis. It achieves 99.8% detection accuracy for critical failures while filtering noise, with end-to-end detection and ticketing in ~90 seconds.

LogClaw OpenTelemetry Kafka OpenSearch Kubernetes Jira ServiceNow PagerDuty OpsGenie Slack Zammad OpenAI Claude Ollama
logclaw.ai · Robelkidin · 1 day ago · details · hn