Resources
Featured
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Blog
August 17, 2026
Exploring Chatbot Mistakes: from Root Causes to Potential Solutions
In this reflection from our Marketing Intern, Lena, we explore why chatbots still make toxic, biased, or baffling mistakes—and how transparency, better training practices, and tools like Vijil’s can help us build AI agents that reflect the best of human values.
Blog
December 19, 2025
Test the Trustworthiness of Agents built with Google ADK
Google Agent Development Kit (ADK) is a powerful framework for building AI agents. But as every agent developer knows by now, creating an agent is the easy part. Making sure that it runs reliably, securely, and safely is what really tests your mettle. ADK provides an agent evaluations capability to help you test your agents. But you need to define test files, hand-crafting tests to verify that your agent is ready for production. Creating a test harness that is sufficiently comprehensive and diverse is no easy task. This is where Vijil can help.
Blog
November 26, 2025
AI Ethics Benchmarks Are Failing. Here’s What Actually Works.
Are AI ethics benchmarks actually useful? Many companies rely on abstract, outdated tests that don’t reflect real-world compliance. Discover why Vijil’s AI evaluation applies company-specific ethical standards to ensure trustworthy AI—just like you would with an employee. Test your AI in minutes today!

Blog
November 26, 2025
Get Your MMLU Score 20X Cheaper and 1000x Faster
Run MMLU-Pro benchmarks 20x cheaper and 1000x faster with Vijil Evaluate. Discover how our high-performance evaluation engine and Lite benchmarks deliver 95% accuracy at a fraction of the cost and time. Optimize your LLM testing today!
Blog
November 26, 2025
vijil Trust Report DeepSeek R1
The VIJIL Trust Report for DeepSeek R1 indicates critical levels of risk with security and ethics, high levels of risk with privacy, stereotype, toxicity, hallucination, and fairness, a moderate level of risk with performance, and a low level of risk with robustness.

Blog
November 26, 2025
Defending DeepSeek R1 with Vijil Dome
While DeepSeek R1 is competitive to OpenAI GPT-o1 on reasoning tasks, it has several failure modes that hamper its use in business-critical applications. Vijil Dome adds a layer of trust around the model to make it viable in commercial products.
Blog
November 26, 2025
Vijil Announces Listing of Vijil Evaluate on Google Cloud Marketplace, Accelerating Deployment of Trustworthy AI Agents into Production
Vijil announced today that Vijil Evaluate, its AI agent testing service, is now available on Google Cloud Marketplace to help developers test agents with rigor and speed so that they can deploy their agents into production sooner.
Blog
November 26, 2025
Vijil Dome: Securing the Future of AI Agents
At AWS Summit NYC, a shift toward enterprise-ready AI agents became clear. Jamie Mneimneh (Brightmind Partners) and Vin Sharma (Vijil) break down why security must be built into agent infrastructure—not bolted on. They introduce Vijil Dome, a guardrails framework that enforces real-time input/output controls, tool restrictions, and privacy safeguards. Paired with AgentCore, it creates scalable, accountable AI systems ready for production.
Blog
November 26, 2025
Supercharging LLM Security Scanning: garak on Vijil
Uncover critical vulnerabilities in today’s top LLMs with garak — now available as a cloud service on Vijil Evaluate. Learn how we tested 10 popular models and exposed serious risks like prompt injections, jailbreaks, and malware generation — plus how you can easily run these scans yourself.
Blog
November 26, 2025
Vijil Emerges from Stealth with Seed Funding from Mayfield and Gradient Ventures
Vijil came out of stealth on July 24 with funding from Mayfield's AIStart seed fund and Gradient Ventures, Google's AI-focused seed fund. We are thrilled to have them as partners backing our venture.
Blog
November 26, 2025
Defending AI Agents with Vijil Dome: OpenAI Clients
In this post, we introduce Vijil Dome, our open-source guardrails framework designed for real-time, policy-based control of agent behavior. Dome offers low-latency, framework-agnostic enforcement that integrates seamlessly with OpenAI, LangChain, and other popular stacks. Learn how to wrap your AI workflows with trusted perimeter defense, customize policies for your industry, and start building secure, compliant agents—without compromising performance.

Blog
November 26, 2025
A Conversation with garak's Creator, Leon Derczynski, on LLM Security
Catch our live conversation with Leon Derczynski, creator of garak, the leading open-source LLM vulnerability scanner. We explore the motivations behind garak, how it works, and how it’s helping teams secure AI systems against real-world threats.





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