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Show HN: Crystal V10 – Grepping 65GB of compressed logs in 0.8s vs. 8 minutes

3•danebl•1mo ago
We just completed benchmarking version 10 of Crystal, our log archival tool. The goal is to replace standard .log.zst or .log.gz cold storage pipelines with something that is natively searchable without re-indexing or full inflation.

The results on large datasets were pretty startling.

The tl;dr from the benchmarks:

The Search Gap: On a 65GB MongoDB JSON log dataset, searching for a rare string (like a specific "ERROR" that occurs 0 times) took standard zstdcat | grep over 8 minutes. Crystal finished the same query in 0.8 seconds.

How? It uses internal Bloom filters to instantly skip huge sections of compressed data, and only decompresses necessary blocks when hits occur. Even on queries with millions of matches, it was still ~4x faster than raw grep.

Compression Performance: At Level 3, it clocked between 800 MB/s and 1300 MB/s on several datasets. At Level 19, it matches ZSTD-19 compression ratios but compresses roughly 10x faster.

We want to know how this fits your infrastructure.

Every logging pipeline is different. We are currently prioritizing packaging for various environments (CLI, K8s sidecar, Docker, etc.).

If you are interested in testing Crystal against your own log deluge, please let us know your preferred integration method in this 3-question form: https://docs.google.com/forms/d/e/1FAIpQLSehstef-rbLfM72scgx...

It helps us prioritize what to build next for real-world deployments.

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
1•ramenbytes•2m ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•3m ago•0 comments

Ed Zitron: The Hater's Guide to Microsoft

https://bsky.app/profile/edzitron.com/post/3me7ibeym2c2n
2•vintagedave•6m ago•1 comments

UK infants ill after drinking contaminated baby formula of Nestle and Danone

https://www.bbc.com/news/articles/c931rxnwn3lo
1•__natty__•7m ago•0 comments

Show HN: Android-based audio player for seniors – Homer Audio Player

https://homeraudioplayer.app
1•cinusek•7m ago•0 comments

Starter Template for Ory Kratos

https://github.com/Samuelk0nrad/docker-ory
1•samuel_0xK•9m ago•0 comments

LLMs are powerful, but enterprises are deterministic by nature

1•prateekdalal•12m ago•0 comments

Make your iPad 3 a touchscreen for your computer

https://github.com/lemonjesus/ipad-touch-screen
2•0y•17m ago•1 comments

Internationalization and Localization in the Age of Agents

https://myblog.ru/internationalization-and-localization-in-the-age-of-agents
1•xenator•17m ago•0 comments

Building a Custom Clawdbot Workflow to Automate Website Creation

https://seedance2api.org/
1•pekingzcc•20m ago•1 comments

Why the "Taiwan Dome" won't survive a Chinese attack

https://www.lowyinstitute.org/the-interpreter/why-taiwan-dome-won-t-survive-chinese-attack
1•ryan_j_naughton•20m ago•0 comments

Xkcd: Game AIs

https://xkcd.com/1002/
1•ravenical•22m ago•0 comments

Windows 11 is finally killing off legacy printer drivers in 2026

https://www.windowscentral.com/microsoft/windows-11/windows-11-finally-pulls-the-plug-on-legacy-p...
1•ValdikSS•22m ago•0 comments

From Offloading to Engagement (Study on Generative AI)

https://www.mdpi.com/2306-5729/10/11/172
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AI for People

https://justsitandgrin.im/posts/ai-for-people/
1•dive•25m ago•0 comments

Rome is studded with cannon balls (2022)

https://essenceofrome.com/rome-is-studded-with-cannon-balls
1•thomassmith65•31m ago•0 comments

8-piece tablebase development on Lichess (op1 partial)

https://lichess.org/@/Lichess/blog/op1-partial-8-piece-tablebase-available/1ptPBDpC
2•somethingp•32m ago•0 comments

US to bankroll far-right think tanks in Europe against digital laws

https://www.brusselstimes.com/1957195/us-to-fund-far-right-forces-in-europe-tbtb
3•saubeidl•33m ago•0 comments

Ask HN: Have AI companies replaced their own SaaS usage with agents?

1•tuxpenguine•36m ago•0 comments

pi-nes

https://twitter.com/thomasmustier/status/2018362041506132205
1•tosh•38m ago•0 comments

Show HN: Crew – Multi-agent orchestration tool for AI-assisted development

https://github.com/garnetliu/crew
1•gl2334•38m ago•0 comments

New hire fixed a problem so fast, their boss left to become a yoga instructor

https://www.theregister.com/2026/02/06/on_call/
1•Brajeshwar•40m ago•0 comments

Four horsemen of the AI-pocalypse line up capex bigger than Israel's GDP

https://www.theregister.com/2026/02/06/ai_capex_plans/
1•Brajeshwar•40m ago•0 comments

A free Dynamic QR Code generator (no expiring links)

https://free-dynamic-qr-generator.com/
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nextTick but for React.js

https://suhaotian.github.io/use-next-tick/
1•jeremy_su•43m ago•0 comments

Show HN: I Built an AI-Powered Pull Request Review Tool

https://github.com/HighGarden-Studio/HighReview
1•highgarden•43m ago•0 comments

Git-am applies commit message diffs

https://lore.kernel.org/git/bcqvh7ahjjgzpgxwnr4kh3hfkksfruf54refyry3ha7qk7dldf@fij5calmscvm/
1•rkta•46m ago•0 comments

ClawEmail: 1min setup for OpenClaw agents with Gmail, Docs

https://clawemail.com
1•aleks5678•52m ago•1 comments

UnAutomating the Economy: More Labor but at What Cost?

https://www.greshm.org/blog/unautomating-the-economy/
1•Suncho•59m ago•1 comments

Show HN: Gettorr – Stream magnet links in the browser via WebRTC (no install)

https://gettorr.com/
1•BenaouidateMed•1h ago•0 comments