Resources

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Webinar

QCon Boston: The Trust Lifecycle for Safe, Secure, and Reliable AI Agents

A QCon AI Boston session on treating agent trust as a continuous lifecycle: discovery, evaluation, runtime enforcement, and learning from production failures.
Webinar

How Much Trust Is Enough: Mastering AI Governance

Ken Huang and Vin Sharma on governing enterprise AI agents: what evidence risk owners need, where benchmarks fail, and how policy becomes enforceable.
Case Study

Autonoma Deploys an IoT Service Agent in Weeks Instead of Months

See how Autonoma used Vijil on DigitalOcean to deploy a secure, bilingual IoT troubleshooting agent in one week instead of several months.
AI research

Improving Semantic Uncertainty Quantification in Language Models via Token-Level Temperature Scaling

An AISTATS 2026 paper showing that tuning one token-level temperature parameter improves semantic calibration and discrimination across models and datasets.
AI research

VQ-Transplant: Efficient VQ-Module Integration for Pre-trained Visual Tokenizers

An ICLR 2026 method for plugging new VQ modules into frozen pre-trained visual tokenizers, cutting training cost by 95 percent with near state of the art fidelity.
AI research

Open Problems in Frontier AI Risk Management

An Oxford Martin AIGI report mapping unresolved challenges across the frontier AI risk management process, and who is best placed to solve each one.
AI research

Embedding Trust: Semantic Isotropy Predicts Nonfactuality in Long-Form Text Generation

An ICML 2026 paper on using embedding dispersion to flag unreliable long-form LLM output, with no labeled data, fine-tuning, or hyperparameter tuning required.
Podcast

Building Evidence Based Trust for AI Agents

Vin Sharma on Tech Talks Daily: why AI agent trust needs evidence not demos, how drift happens after deployment, and the personas, purpose, policy framework.
Webinar

Scanning LLMs for Risk with garak: A Conversation with Leon Derczynski

A conversation with garak founder Leon Derczynski on probing LLMs for jailbreaks, injection, and leakage, and what red teaming a model really involves.
Blog
August 31, 2026

Staying Local? Why The On-Premise Option Matters for Agentic AI Security

Compliance
Product
Security
Blog
August 27, 2026

From Policy to Code: The NAIC Model as a AI Agent Governance Blueprint

Compliance
Product
Blog
August 24, 2026

How Exactly Does Vijil Handle Agent Identity?

No passwords, no keys in env vars. An agent's identity is minted from what it is verifiably, and proved every time it exercises an authorized capability.
How Exactly Does Vijil
Security
Vijil Dome
Blog
August 18, 2026

Vijil's Genomic Sequence - The Mutation of Agentic Trust's DNA

Three essays from November 2024, republished with their original dates — the genome from which Vijil grew.
Opinion
Blog
August 17, 2026

Factotum not Fiduciary

Today's AI agents are factotums — competent but loyal to their developers. What we deserve are fiduciary agents with a duty of care.
Opinion
Blog
August 17, 2026

Deconstructing Trust

We cannot trust AI agents the way we trust machines or people. Perhaps we ought to trust them the way we trust corporations.
Opinion
Blog
August 17, 2026

Trust in Agents

The first in a series excavating the root of trust — and why we cannot trust AI agents the way we trust machines or people.
Opinion
Blog
August 17, 2026

Leading AI Researcher Tim G. J. Rudner Joins Vijil as Chief Scientist

Vijil research team focuses on fundamental challenges of building trustworthy AI agents for enterprise use
News & Announcements
Blog
August 17, 2026

Vijil Raises $17 Million to Make AI Agents Resilient, Named a Gartner® Cool Vendor

Customers such as SmartRecruiters deploy trusted AI agents 75% faster with Vijil
News & Announcements
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.
News & Announcements
Blog
August 10, 2026

The Guardrails Gap: Open Source Quick Fix Pros and Cons

Open Source
Blog
July 30, 2026

ISO 42001 Compliance: The path to operationalizing agentic AI

Compliance
Blog
July 16, 2026

Untangling the Agentic AI Governance Bottleneck

Compliance
Security
Product
Blog
June 22, 2026

Bridging the AI Agent Governance Gap: From Policy to Practice

Partnerships
Blog
June 16, 2026

Embedding Trust: A New Model for Detecting LLM Hallucinations

AI research papers
Blog
June 8, 2026

How Much Trust Is Enough for AI Governance?

Expert Talks
Blog
June 5, 2026

Trust Is the Real Bar for Production AI Agents

Conferences & Events
Expert Talks
Blog
May 15, 2026

Mapping the Unknown: Open Problems in Frontier AI Risk Management

AI research papers
Blog
April 6, 2026

Crossing the agent pilot to production chasm

Product
Blog
March 18, 2026

Vijil Launches Platform Enabling AI Agents to Adapt to Attacks and Failures

News & Announcements
Product
Blog
March 12, 2026

Towards Proactive Compliance: Why Partial Preferences Matter

AI research papers
Blog
March 10, 2026

Revisiting LLM Security scanning with garak in the agentic era

garak
Product
Security
Blog
January 28, 2026

2026: The Year That Businesses Get AI Agents They Can Trust

Opinion
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.
Product
Vijil Evaluate
Blog
December 19, 2025

Evaluating Meta Llama 3 for Stereotyping

To help organizations build AI agents that humans can trust
Opinion
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!
Opinion
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!
Opinion
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.
Trust Reports
Vijil Evaluate
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.
Product
Vijil Dome
Blog
November 26, 2025

Vijil Named to the 2025 CB Insights’ List of the 100 Most Innovative AI Startups

Vijil recognized for innovations in trustworthy AI agents
News & Announcements
Partnerships
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.
News & Announcements
Vijil Evaluate
Partnerships
Blog
November 26, 2025

Defending Google ADK Agents with Vijil Dome

Building secure AI agents is just the start—defending them is where it counts. Follow our step-by-step guide to integrate Vijil Dome into your ADK agent and see how it boosts protection and trust in real-world scenarios.
Vijil Dome
Product
Blog
November 26, 2025

Defending AI Agents with Vijil Dome: LangChain

Learn how Vijil Dome integrates seamlessly with LangChain to add powerful, chain-native security guardrails for building robust, secure, and production-ready AI workflows.
Vijil Dome
Product
Blog
November 26, 2025

Customizing Guardrails with Vijil Dome

In Part 3 of our Vijil Dome series, learn how to build custom guardrails that enforce domain-specific protections—like PII detection—on top of Dome’s secure, production-ready AI safety infrastructure.
Vijil Dome
Product
Blog
November 26, 2025

How Secure is Your Agent under the Vijil Dome?

Discover how to protect your LangChain agents from prompt injection, data leaks, and harmful outputs using Vijil Dome’s guardrails and track improvements with Vijil Evaluate.
Vijil Dome
Product
Blog
November 26, 2025

Trusted Agents at Scale: Groq with Vijil for Speed and Security

Groq with Vijil for Speed and Security
Partnerships
Vijil Dome
Vijil Evaluate
Blog
November 26, 2025

How Can AI Agents Be Audited Automatically?

Phala + Vijil deploy trusted agents in a TEE
Vijil Dome
Vijil Evaluate
Partnerships
Blog
November 26, 2025

From Swords to Plowshares: Generating Guardrails from Evaluations

Announcing a new feature of Vijil Evaluate that enables you to automatically generate custom guardrails based on your agent eval
Product
News & Announcements
Blog
November 26, 2025

Deploy Vijil Dome to defend AI Agents on DigitalOcean Kubernetes

Deploying Vijil Dome to defend your AI agents running on a DigitalOcean Kubernetes cluster is now easier
Vijil Dome
Partnerships
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.
Vijil Dome
Product
Opinion
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.
News & Announcements
Blog
November 26, 2025

Autonoma deploys an IoT service assistant quickly with trustworthy AI tools from Vijil

Autonoma uses AI agent hardened by Vijil on DigitalOcean to reduce IoT service troubleshooting time
Partnerships
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.
Vijil Dome
Product
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.
garak
Expert Talks
News
July 28, 2026

Fiduciary AI: Agents need to prove trustworthiness, not just ability

News
June 18, 2026

CNCF Welcomes New Silver Members as Global Demand for Cloud Native Infrastructure Grows

News
April 29, 2026

Leading AI Researcher Tim G. J. Rudner Joins Vijil as Chief Scientist

News
March 11, 2026

Vijil launches platform to harden enterprise AI agents

News
November 26, 2025

AI resilience firm Vijil secures $17m funding

News
November 25, 2025

AI Agent Security Firm Vijil Raises $17 Million

News
November 25, 2025

Agentic resiliency startup Vijil raises $17M to safeguard AI agents continuously