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Magika
TechResearch May 7, 2026

Magika

Google's open-source AI file type detection — the system behind Gmail, Drive, Safe Browsing, and VirusTotal. Uses deep learning to read full file content patterns instead of magic bytes, catching disguised malicious files. ~99% accuracy across 200+ formats, ~5ms per file on CPU, multi-language SDK (Python, Rust, JS, Go). Main limitation: encrypted/compressed files get low confidence, and it's ~100-1000x slower than `file`.

#file-detection#deep-learning#security#python
fireworks-tech-graph
TechResearch May 7, 2026

fireworks-tech-graph

A Claude Code skill that turns natural language descriptions into publication-ready SVG and 1920px PNG diagrams. Offers 7 visual styles — including Dark Terminal, Blueprint, and Glassmorphism — and 14 diagram types with full UML coverage. Worth it for engineers who need architecture diagrams that don't look like they were made in MS Paint. Main catch: requires rsvg-convert for PNG export, and auto-layout breaks down past 30 nodes.

#claude-code#skill#svg#diagram