---
title: "Show HN: ML condenses billions of logs into a tiny snapshot your LLM can debug"
slug: "show-hn-ml-condenses-billions-of-logs-into-a-tiny-snapshot-your-llm-can-debug"
date: 2026-06-17
category: community
tags: []
language: en
sources_count: 1
featured: false
publisher: AInauten News
url: https://news.ainauten.com/en/story/show-hn-ml-condenses-billions-of-logs-into-a-tiny-snapshot-your-llm-can-debug
---

# Show HN: ML condenses billions of logs into a tiny snapshot your LLM can debug

**Published**: 2026-06-17 | **Category**: community | **Sources**: 1

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## TL;DR

- Rocketgraph is an Apache 2.0 project for self-hosted log clustering and anomaly detection.

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## Summary

- Rocketgraph is an Apache 2.0 project for self-hosted log clustering and anomaly detection. It is designed to sit beside existing observability stacks such as Loki, Datadog, New Relic, CloudWatch, Sentry, or ClickHouse.
- The ML engine is described as LLM-free: Drain3 mines structural log templates, Isolation Forest scores templates per service, and Half-Space-Trees score new logs in real time.
- The README claims a demo run of 2 million logs condensed into 58 templates and 9 anomalies in about 90 seconds inside one container. A local quickstart also supports plain log files.
- Claude can optionally generate SRE-style triage from the clusters. The actual detection stays deterministic ML, which makes the pitch less magical than the headline suggests.

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## Why it matters

Rocketgraph is an Apache 2.0 project for self-hosted log clustering and anomaly detection. It is designed to sit beside existing observability stacks such as Loki, Datadog, New Relic, CloudWatch, Sentry, or ClickHouse.

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## Key Points

- Rocketgraph is an Apache 2.0 project for self-hosted log clustering and anomaly detection. It is designed to sit beside existing observability stacks such as Loki, Datadog, New Relic, CloudWatch, Sentry, or ClickHouse.
- The ML engine is described as LLM-free: Drain3 mines structural log templates, Isolation Forest scores templates per service, and Half-Space-Trees score new logs in real time.
- The README claims a demo run of 2 million logs condensed into 58 templates and 9 anomalies in about 90 seconds inside one container. A local quickstart also supports plain log files.
- Claude can optionally generate SRE-style triage from the clusters. The actual detection stays deterministic ML, which makes the pitch less magical than the headline suggests.

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## Nauti's Take

The strongest part is the separation between detection and explanation. Rocketgraph is not pitching a magic LLM that reads raw logs and guesses; it first builds a reproducible compression layer, then lets Claude triage the result. The weak part: the numbers come from project demos, not independent benchmarks. For teams drowning in logs, it is still worth a practical trial: run it locally on real exported logs and compare what it surfaces against the existing dashboards.

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## FAQ

**Q:** What is Show HN about?

**A:** - Rocketgraph is an Apache 2.0 project for self-hosted log clustering and anomaly detection.

**Q:** Why does it matter?

**A:** Rocketgraph is an Apache 2.0 project for self-hosted log clustering and anomaly detection. It is designed to sit beside existing observability stacks such as Loki, Datadog, New Relic, CloudWatch, Sentry, or ClickHouse.

**Q:** What are the key takeaways?

**A:** Rocketgraph is an Apache 2.0 project for self-hosted log clustering and anomaly detection. It is designed to sit beside existing observability stacks such as Loki, Datadog, New Relic, CloudWatch, Sentry, or ClickHouse.. The ML engine is described as LLM-free: Drain3 mines structural log templates, Isolation Forest scores templates per service, and Half-Space-Trees score new logs in real time.. The README claims a demo run of 2 million logs condensed into 58 templates and 9 anomalies in about 90 seconds inside one container. A local quickstart also supports plain log files.

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## Related Topics

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## Sources

- [Show HN: ML condenses billions of logs into a tiny snapshot your LLM can debug](https://github.com/Rocketgraph/rocketgraph) - Hacker News AI

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## About This Article

This article is a synthesis of 1 sources, curated and summarized by AInauten News. We aggregate AI news from trusted sources and provide bilingual (German/English) coverage.

**Publisher**: [AInauten](https://www.ainauten.com) | **Site**: [news.ainauten.com](https://news.ainauten.com)

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*Last Updated: 2026-06-18*