Mario Candela
@m4r10c4nd3l4
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building @beelzebublabs
Italia
Joined January 2022
Right now, no one has caught him! And no antivirus detects it 👀
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Yesterday I received on one of my honeypots, a new malware written in rust
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I offer help for free, via email, to people using Redis Vector Sets in production or if they are experimenting with it. Feel free to ping me! If you don't know what I'm talking about, check this:
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Inside the Time-to-exploit -1 days era, How Self-Updating malware exploits vulnerabilities before patches are deployed | AI deception platform
beelzebub.ai
AI deception platform: Deceive, Detect, Respond. “You can’t defend. You can’t prevent. The only thing you can do is detect and respond.” Bruce Schneier. We turn that hard truth into your tactical...
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𝐒𝐒𝐇 𝐋𝐋𝐌 𝐇𝐨𝐧𝐞𝐲𝐩𝐨𝐭 𝐜𝐚𝐮𝐠𝐡𝐭 𝐚 𝐫𝐞𝐚𝐥 𝐭𝐡𝐫𝐞𝐚𝐭 𝐚𝐜𝐭𝐨𝐫 How an AI-powered honeypot can trick a threat actor into revealing their tactics and infrastructure. (+ tool GitHub link so you can try it)
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The race is over before it even begins. 🔗 Full analysis with reverse-engineered code: https://t.co/WgwZE7IZ5U
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🚨 Time-to-Exploit = -1 days: attackers now exploit vulnerabilities BEFORE patches even exist. How is this possible? Technical analysis of malware that updates exploit code in 3 seconds via in-place binary patching. Deploys exploits faster than you can read the CVE.
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Supply chain security is everyone’s responsibility, sharing information like this helps protect the entire ecosystem. 🙂
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🛑 What it does: • Drops & runs TruffleHog • Steals tokens + cloud creds • Injects a GitHub Actions workflow • Exfiltrates secrets to hxxps://webhook[.]site/bb8ca5f6-4175-45d2-b042-fc9ebb8170b7 ✅ Action: • Pin to a safe version • Rotate affected creds • Audit CI/CD pipe.
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🚨 Supply Chain Alert The popular npm package @ctrl/tinycolor (2M+ weekly downloads) was compromised. Malicious versions: 4.1.1 & 4.1.2
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AI Security Tools - August 2025 🧰 Claude Code Security Review - Prompts and scripts to run code security reviews with Claude Code, producing structured findings and suggested fixes ⭐️2.2k @AnthropicAI
https://t.co/q1za4qAG8f 🧰 Beelzebub - Offensive AI security toolkit and
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In an update to their advisory, @NxDevTools have confirmed that the CI/CD vulnerability noted here by @adnanthekhan was the initial access vector in the recent #s1ngularity supply chain attack that allowed the attacker to steal an npm token: https://t.co/WVq1UQPni2
github.com
## Summary Malicious versions of the [`nx` package](https://www.npmjs.com/package/nx), as well as some supporting plugin packages, were published to npm, containing code that scans the file syst...
What a PR https://t.co/zdMt9Ilq4r by @NxDevTools This one was written by AI and introduces a critical PR title injection that could allow anyone to steal their NPM token with a little privesc. How is stuff like this still shipping?
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Beelzebub MCP isn’t just defense, it’s intelligence. Every caught honeypot call teaches you how to harden your AI agents. Because sometimes, the best way to secure a system… …is to bait the attacker. @BeelzebubLabs
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Honeypots catch attacks in real time. They’re: ✅ Low false-positive ✅ Easy to integrate ✅ Adaptive — evolve traps as attacks change.
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How it works: 1️⃣ Real tools: legitimate functions the agent can use. 2️⃣ Honeypot tools: traps with unique identifiers. 3️⃣ Monitoring: detect & log any honeypot call. 4️⃣ Response: block, alert, investigate.
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The idea: add fake, high-risk functions (“honeypots”) into the agent’s toolset. Functions that the agent should NEVER call in normal operation. If they’re triggered? 🚨 Instant red flag.
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Modern AI agents are powerful — but also vulnerable. Attacks can: • Hijack instructions • Steal sensitive data • Abuse tools for unintended actions Traditional guardrails aren’t enough.
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AI agents can be tricked. Prompt injections, malicious inputs, tool abuse. But what if we gave them a “forbidden” tool… …and watched who tries to use it? 🕵️♂️ Meet Beelzebub MCP: honeypots for AI agents. 🔗 https://t.co/vFZFapb1lV
@SwiftOnSecurity @ProjectHoneynet @BeelzebubLabs
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