Symbiotic insights

The latest news and insights from Symbiotic Security and the cybersecurity community

September 11, 2025

LLM-as-a-judge

At Symbiotic Security, we tested how well our AI engine can remediate insecure code through large-scale experiments. Using an LLM-as-a-Judge framework, we evaluated fixes across six dimensions of quality, from functionality to security completeness. Benchmarks on 190 projects in 7 languages with 5 judge models showed GPT-4.1 as the most consistent and highlighted the power of context engineering. The result: a trusted, measurable path to more reliable AI-powered remediation.

Our articles

January 13, 2025

Exploring Innovative Application Security Use Cases

This week we're exploring several fascinating application security use cases that showcase how forward-thinking teams are tackling complex challenges.

January 8, 2025

Thoughts from DevOps Rex 2024

Edouard Viot's key takeaways, observations, and experiences from the team's attendance at the recent DevOps Rex 2024 conference.

December 30, 2024

The Good, the Bad, and How to Make Shift Left Security Better

Shift Left Security, the practice of integrating security measures as early in the Software Development Lifecycle (SDLC) as possible, makes perfect sense, but the reality hasn't matched the promise.

December 11, 2024

Secure AI Generated Code is a Reality with the Right Tools

The rise of AI generated code has unlocked immense productivity gains for developers but we need the right tools to make secure AI generated code achievable.

November 26, 2024

Understanding the Impact & Resolution of the Critical AWS CDK Vulnerability

A critical AWS CDK vulnerability was found by researchers Itach and Kadkoda from the Aqua team. The flaw was serious - letting attackers potentially take over AWS accounts as admins if certain conditions lined up.

Cybersecurity 101

November 8, 2024

Symbiotic Security 101 - Infrastructure as Code Security

Infrastructure as Code security is the process of detecting, avoiding, and/or remediating security mistakes in your cloud infrastructure and configuration files

Cybersecurity 101

November 8, 2024

Symbiotic Security 101 - Infrastructure as Code (IaC)

Infrastructure as Code (IaC) is a programmatic way to deploy, provision, install & configure servers & things around them like databases, identities, and access.

News/Press releases

November 5, 2024

Symbiotic Security Announces Funding, First Real-Time Detection, Remediation, and Just-in-Time Training

Symbiotic Security today launched the industry’s first real-time security for software development that combines detection and remediation with just-in-time training – incorporating security testing and training directly into the development process.

October 29, 2024

Symbiotic Security in Action

See how the Symbiotic Security IDE plugin spellchecks your code for vulnerabilities instantly.

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See how our solution empowers teams to grow their security maturity and to code securely & efficiently.

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