Resources
Resources
Discover Solution Brief
Organizations cannot govern agents they cannot see, and you cannot govern a population you cannot enumerate. This solution brief explains Vijil Discover, the visibility layer for the Agent Trustworthiness Lifecycle — how it scans cloud, on-prem, endpoint, browser, and source-code surfaces continuously, fingerprints every workload, and registers it into one authoritative inventory with a named owner and cryptographic identity. Includes the discovery workflow, key benefits, and deployment steps.
Benchmarking AI Guardrails
Compare Vijil Dome with AWS, Nvidia, GCP guardrails on performance, accuracy, and coverage. Full benchmark data and analysis.
Trust Is the Gate: The CISO Consensus Catches Up
News
Vijil Fundamental Research - A New Path to Scalable, Verifiable AI Governance
AI research papers
Fiduciary AI: Agents need to prove trustworthiness, not just ability
Fiduciary AI: Agents need to prove trustworthiness, not just ability
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.
Autonoma Deploys an IoT Service Agent in Weeks Instead of Months
Bridging the AI Agent Governance Gap: Putting Policies into Practice
Watch Modulos and Vijil show how to turn written AI policy into tested controls, runtime guardrails, and defensible evidence across the agent lifecycle.
Bridging the AI Agent Governance Gap: Putting Policies into Practice
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.
Improving Semantic Uncertainty Quantification in Language Models via Token-Level Temperature Scaling
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.
VQ-Transplant: Efficient VQ-Module Integration for Pre-trained Visual Tokenizers
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.
Building Evidence Based Trust for AI Agents
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.
How Much Trust Is Enough: Mastering AI Governance
Out of the Shadows: Know Every Agent, Govern Every Agent, Trust Every Agent
Vijil Discover
Staying Local? Why The On-Premise Option Matters for Agentic AI Security
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.
Untangling the Agentic AI Governance Bottleneck
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.
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.
From Policy to Code: The NAIC Model as an AI Agent Governance Blueprint
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.
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.
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.
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.