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Chris Campbell

@texasbe2trill.bsky.social

I build detection and response systems for security operations, using automation and applied machine learning to turn complex telemetry into actionable signal.

14 Followers  |  29 Following  |  39 Posts  |  Joined: 12.07.2024  |  2.1514

Latest posts by texasbe2trill.bsky.social on Bluesky


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GitHub - texasbe2trill/macos-trust: Intelligent macOS security scanner that identifies unsigned apps, Gatekeeper violations, and suspicious persistence mechanisms with context-aware risk assessment. N... Intelligent macOS security scanner that identifies unsigned apps, Gatekeeper violations, and suspicious persistence mechanisms with context-aware risk assessment. No false positive fatigue. - texas...

Contributions welcome via #GitHub: github.com/texasbe2tril...

07.02.2026 19:49 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
macOS Trust Scanner Report

macOS Trust Scanner v0.4.0 is here!

Now with interactive HTML reports featuring:

๐Ÿ“Š Risk distribution charts
๐ŸŽจ Beautiful visualizations
๐Ÿ“ฑ Responsive design
๐Ÿ”’ Complete security audit in one shareable file

Try the live demo: texasbe2trill.github.io/macos-trust/

#macOS #OpenSource

07.02.2026 19:49 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
GitHub - texasbe2trill/macos-trust: Intelligent macOS security scanner that identifies unsigned apps, Gatekeeper violations, and suspicious persistence mechanisms with context-aware risk assessment. N... Intelligent macOS security scanner that identifies unsigned apps, Gatekeeper violations, and suspicious persistence mechanisms with context-aware risk assessment. No false positive fatigue. - texas...

Just shipped SARIF support so you can pipe findings straight into GitHub's code scanning. Contributions welcome ๐Ÿ’™

All local, read-only, no sudo needed.

github.com/texasbe2tril...

05.02.2026 20:03 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
GitHub - texasbe2trill/macos-trust: Intelligent macOS security scanner that identifies unsigned apps, Gatekeeper violations, and suspicious persistence mechanisms with context-aware risk assessment. N... Intelligent macOS security scanner that identifies unsigned apps, Gatekeeper violations, and suspicious persistence mechanisms with context-aware risk assessment. No false positive fatigue. - texas...

Tired of macOS security tools that flag every Docker helper as "CRITICAL"?

I built macos-trust to fix that. It scans apps and launch agents for sketchy signatures and persistence patterns, but actually knows the difference between malware and Microsoft's update daemon.

#macOS #OpenSource

05.02.2026 20:03 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Going to give this a try on elementaryOS. Thanks for sharing!

25.12.2025 05:03 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Christmas NBA hoops all day starting at 12 PM ET on ABC & ESPN ๐ŸŽ„๐Ÿ€ #NBA #NBAsky

24.12.2025 23:47 โ€” ๐Ÿ‘ 4    ๐Ÿ” 1    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1

Looking forward to seeing Spurs play against Thunder ๐Ÿ€

25.12.2025 04:59 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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GitHub - texasbe2trill/AlertSage: An NLP system for classifying cybersecurity incident descriptions into meaningful event types. Designed to mirror early SOC triage, it transforms unstructured analyst... An NLP system for classifying cybersecurity incident descriptions into meaningful event types. Designed to mirror early SOC triage, it transforms unstructured analyst text into structured labels us...

There are a few good first issues open, including UI, documentation, and small improvements. If youโ€™re interested in security, machine learning, or open-source tooling, I would love to hear from you. Contributions are welcome.

Repo: github.com/texasbe2tril...

24.12.2025 18:05 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

AlertSage now has a live demo! ๐Ÿš€

This demo showcases ML/NLP-assisted alert triage and incident response, all running in the browser.

Demo: alertsage.streamlit.app

Thank you for your continued support in #opensource ๐Ÿ’™

24.12.2025 18:05 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Good ol' index starts at 0. ๐Ÿ˜€

24.12.2025 04:30 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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The Machine Learning โ€œAdvent Calendarโ€ Day 22: Embeddings in Excel | Towards Data Science Understanding text embeddings through simple models and Excel

Learn what text embeddings are and why they are fundamental to deep learning. Angela Shi's new article uses Excel to make this core concept tangible and easy to explore.

23.12.2025 17:09 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Thank you!

24.12.2025 02:29 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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a graph showing the number of mmr in a sample ALT: a graph showing the number of mmr in a sample

I'm looking forward to reading your book!

24.12.2025 02:07 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Homebrew is just as good on Linux as it is on Mac This tool works just as well on Linux as it does on macOS, offering consistent workflows, user-space installs, and cross-platform simplicity.

Numbers going up!

www.xda-developers.com/homebrew-goo...

22.12.2025 20:10 โ€” ๐Ÿ‘ 747    ๐Ÿ” 66    ๐Ÿ’ฌ 43    ๐Ÿ“Œ 6

While working on the 2nd edition of my book, I became even more convinced: Teaching statistics is really about teaching judgment under uncertainty. Formulas are easy. Thinking in distributions is hard.

#DataScience #MachineLearning #AI #RStats #Statistics

23.12.2025 18:42 โ€” ๐Ÿ‘ 15    ๐Ÿ” 3    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

There are a few good first issues open, particularly concerning the Streamlit UI and UX. If youโ€™re interested in security, machine learning, or simply improving developer-facing tools, Iโ€™d greatly appreciate any help you can provide.

24.12.2025 01:59 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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GitHub - texasbe2trill/AlertSage: An NLP system for classifying cybersecurity incident descriptions into meaningful event types. Designed to mirror early SOC triage, it transforms unstructured analyst... An NLP system for classifying cybersecurity incident descriptions into meaningful event types. Designed to mirror early SOC triage, it transforms unstructured analyst text into structured labels us...

Iโ€™ve made AlertSage, an open-source project, publicly available. It focuses on applying machine learning and natural language processing to security alert triage and incident response.

Repo: github.com/texasbe2tril...

#opensource #machinelearning

24.12.2025 01:59 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Hey, #python gang. I'm starting to document my first python package. Is three a tool to check documentation? Something like #RStats CMD check that complains if nor every object and parameter is documented?

23.12.2025 09:23 โ€” ๐Ÿ‘ 0    ๐Ÿ” 3    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Pairwise Cross-Variance Classification | Towards Data Science Multi-class zero-shot embedding classification and error checking

Is there a better way to handle multi-class zero-shot classification? Doster Esh argues for pairwise comparisons over standard methods.

16.11.2025 16:27 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Whatโ€™s the coolest thing youโ€™ve checked out with your library card? Comment below ๐Ÿ‘‡

16.09.2025 00:12 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 3    ๐Ÿ“Œ 1

Libby/Overdrive. I love reading ebooks on my #kobo.

16.09.2025 01:01 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

This is nothing compared to what we witnessed with Texas offense today ๐Ÿ˜ญ.

14.09.2025 01:31 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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This is getting wild ๐Ÿคฃ. Let me find out if I have to login to my toaster ๐Ÿ˜ญ

#iot

08.07.2025 22:48 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Who else feels this way? ๐Ÿ˜… #TeamLinux

#windows #linux #distrohopping #memes

07.07.2025 05:07 โ€” ๐Ÿ‘ 1    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Fix for Steam games resolution issues on ultrawide external monitors using GNOME on Linux. Fix for Steam games resolution issues on ultrawide external monitors using GNOME on Linux. - steam-ultrawide-gnome-resolution-fix.md

Quick trick to get Steam games on linux especially gnome desktop environments to recognize proper external display resolution on ultrawide monitors.

#github #linux #steam #gnome #linuxgaming #ultrawidemonitor #cachyos

gist.github.com/texasbe2tril...

07.07.2025 04:07 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Dark mode ๐Ÿ’ป

05.07.2025 21:59 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Lock in!!

05.07.2025 03:45 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

For me, I would reschedule to 10:30am. Thatโ€™s the optimal time to play tennis ๐Ÿ˜‚

05.07.2025 03:42 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

This is our equivalent of Gaius Julius Caesar crossing the rubicon with his legion. WSJ > NYT.

05.07.2025 03:38 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

The Galveston Giant. This was a great documentary!

05.07.2025 01:22 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

@texasbe2trill is following 20 prominent accounts