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Kevin Gu (@kevingu) on X

a file system is not all you need

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Nav Toor (@heynavtoor)

🚨 Someone just open sourced a fully autonomous AI hacker and it's terrifying. It's called Shannon. Point it at your web app, and it doesn't just scan for vulnerabilities. It actually exploits them. Real injections. Real auth bypasses. Real database exfiltrations. Not alerts. Not warnings. Actual working exploits with copy-paste proof-of-concepts. Here's what this thing does autonomously: → Reads your entire source code to plan its attack → Maps every endpoint, API route, and auth mechanism → Runs Nmap, Subfinder, and WhatWeb for deep recon → Hunts for Injection, XSS, SSRF, and broken auth in parallel → Launches real browser-based exploits to prove each vulnerability → Generates a pentester-grade report with reproducible PoCs Here's the wildest part: It follows a strict "No Exploit, No Report" policy. If it can't actually break it, it doesn't report it. Zero false positives. It pointed at OWASP Juice Shop and found 20+ critical vulnerabilities in a single run including complete auth bypass and full database exfiltration. On the XBOW Benchmark (hint-free, source-aware), it scored 96.15%. Your team ships code daily with Claude Code and Cursor. Your pentest happens once a year. That's 364 days of shipping blind. Shannon closes that gap. One command. Fully autonomous. The Red Team to your vibe-coding Blue team. Every Claude coder deserves their Shannon. 10.6K GitHub stars. 1.3K forks. Already trending. 100% Open Source. AGPL-3.0 License.

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Brian Roemmele (@BrianRoemmele) on X

BOOM! Apple’s Neural Engine Was Just Cracked Open, The Future of AI Training Just Change And Zero-Human Company Is Already Testing It! In a jaw-dropping open-source breakthrough, a lone developer has done what Apple said was impossible: full neural network training– including

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Aakash Gupta (@aakashgupta) on X

The math on this project should mass-humble every AI lab on the planet. 1 cubic millimeter. One-millionth of a human brain. Harvard and Google spent 10 years mapping it. The imaging alone took 326 days. They sliced the tissue into 5,000 wafers each 30 nanometers thick, ran them

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forloop (@forloopcodes) on X

someone just made a tool that indexes code by meaning, not string matching this project is the first time i have seen someone treat code like a knowledge graph. sometimes i feel they are the only ones actually pushing cs most rag pipelines for agents are embarrassing and we

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Ray Fernando (@RayFernando1337) on X

Bookmark this if you're building an iOS app. Nobody warns you how brutal the App Store submission process is. Rudrank built a free CLI that automates all of it!! TestFlight, submissions, signing, screenshots. one install, done.

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Ryan Carson (@ryancarson) on X

Code Factory: How to setup your repo so your agent can auto write and review 100% of your code