Continuing the series: @sam4k1 digs into CVE-2026-31694, a page cache overflow in the kernel's FUSE subsystem that our pipeline surfaced and validated with an LPE on Ubuntu 26.04 using Opus 4.6.
bynar.io/blog/discovery…
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bynario
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bynario
@bynar_io
Autonomous security through software understanding
Katılım Ağustos 2024
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In the first of a three-part series, @sam4k1 does a technical deep dive on CVE-2026-31532: a race condition in the Linux kernel's SocketCAN subsystem discovered, validated, and patched by our pipeline.
bynar.io/blog/discovery…
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Our autonomous AI pipeline recently found and validated a vulnerability in the Linux kernel - now tracked as CVE-2026-31532.
CAN code is used across automotive, industrial, and embedded stacks. Securing low-level, safety-critical environments like this is just one example of the work we believe matters.
Technical write-up coming soon.
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bynario retweetledi
As AI accelerates vulnerability discovery, we're hitting a shift: The bottleneck is no longer finding bugs, it's reasoning about their real impact.
This requires grounding in binaries, and actual behavior.
Offense is becoming automated.
Defense must become autonomous @bynar_io
bynario@bynar_io
We launched Bynario in Nov. 2025, an AI system designed to: - Analyze software at the binary level and surface unknown vulnerabilities - Anticipate and validate risk before exploitation - Bring true prevention into production environments We validated our solution last August when we identified and reported 7 vulnerabilities in macOS, iOS, and iPadOS. Our goal is to restore trust and control over the software you run, here's why:
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bynario retweetledi
Defense needs to scale, we are building that.
Everyone is talking about Mythos, we were already finding vulnerabilities in one of the most complex closed software ecosystems out there - last year.
Proud to be building this with @lcavallaro and the rest of the team!
bynario@bynar_io
We launched Bynario in Nov. 2025, an AI system designed to: - Analyze software at the binary level and surface unknown vulnerabilities - Anticipate and validate risk before exploitation - Bring true prevention into production environments We validated our solution last August when we identified and reported 7 vulnerabilities in macOS, iOS, and iPadOS. Our goal is to restore trust and control over the software you run, here's why:
English
bynario retweetledi
excited to share my new role breaking (and then fixing) stuff with ai, more stuff coming soon :)
bynario@bynar_io
We're excited to welcome @sam4k1 as Head of Vulnerability Research. With AI reshaping the cybersecurity landscape, our focus is making sure defensive capabilities keep pace - without getting lost in noise. At Bynario, our goal is to combine autonomous approaches with domain expertise, reducing the gap between discovery and remediation. The goal is simple: less guessing, more fixing. Great to have Sam onboard! Link to our blog below:
English
bynario retweetledi
So happy to welcome @sam4k1!
I worked with Sam during my final years at Immunity. Just a few weeks after joining, he found a remote stack overflow in the Linux kernel.
Plenty of (pre-AI ;)) bugs later, I am thrilled to see him join @bynar_io.
He’s cooking already ;)
bynario@bynar_io
We're excited to welcome @sam4k1 as Head of Vulnerability Research. With AI reshaping the cybersecurity landscape, our focus is making sure defensive capabilities keep pace - without getting lost in noise. At Bynario, our goal is to combine autonomous approaches with domain expertise, reducing the gap between discovery and remediation. The goal is simple: less guessing, more fixing. Great to have Sam onboard! Link to our blog below:
English
We're excited to welcome @sam4k1 as Head of Vulnerability Research.
With AI reshaping the cybersecurity landscape, our focus is making sure defensive capabilities keep pace - without getting lost in noise.
At Bynario, our goal is to combine autonomous approaches with domain expertise, reducing the gap between discovery and remediation.
The goal is simple: less guessing, more fixing.
Great to have Sam onboard!
Link to our blog below:
English
We launched Bynario in Nov. 2025, an AI system designed to:
- Analyze software at the binary level and surface unknown vulnerabilities
- Anticipate and validate risk before exploitation
- Bring true prevention into production environments
We validated our solution last August when we identified and reported 7 vulnerabilities in macOS, iOS, and iPadOS.
Our goal is to restore trust and control over the software you run, here's why:
English