Vijil has introduced its trust infrastructure platform, featuring the new Vijil Darwin module, designed to help enterprises deploy and continuously improve AI agents in business-critical roles. By closing the loop from production telemetry back to agent development, Darwin transforms real-world attacks, failures, and deviations into evolutionary improvements, enabling agents to adapt, withstand threats, and maintain reliability over time. Vijil will demonstrate the platform at the RSA Conference in San Francisco, March 23-26, 2026, at booth 17 in the Early Stage Expo Hall.
Enterprises frequently hesitate to move AI agents from pilot to production due to insufficient evidence of robustness against adversarial inputs, unexpected conditions, or policy violations. Vijil’s platform bridges this gap by operationalizing trust as infrastructure, aligning developers, application security, governance, risk, and compliance teams around shared standards.
Vijil Diamond automatically translates agent profiles, user personas, and organizational policies into tailored evaluation frameworks for rigorous testing. Vijil Dome enforces these standards at runtime, converting governance into observable guardrails that monitor and intervene in agent behavior. Vijil Darwin completes the cycle by analyzing production telemetry—real attacks, failures, and edge cases—and generating actionable recommendations that developers can review, apply, and re-evaluate quickly.
“Developers building agents for critical workflows must prove to business owners that their agents behave as expected under normal, noisy, and nasty conditions,” said Vin Sharma, co-founder and CEO of Vijil. “Vijil provides a layer of trust across the agent lifecycle, from discovery to deployment. With Vijil Darwin adapting agents to production telemetry, we close the loop from operations back to development, so agents can improve continuously.”
The platform integrates seamlessly with leading agent development ecosystems and cloud-native deployment options such as AWS AgentCore. Organizations can begin by establishing a trust baseline and, within weeks, observe quantifiable improvements as Vijil automatically surfaces and prioritizes fixes derived from live production data.
By continuously hardening agents against emerging threats and environmental shifts, Vijil enables enterprises to confidently scale AI agents in high-stakes use cases where reliability, security, and policy adherence are non-negotiable.
About Vijil
Vijil provides the trust infrastructure for AI agents in business-critical roles. The platform helps enterprises compress time-to-trust in AI agents from months to minutes by measuring trustworthiness, enforcing policies, and continuously learning from production telemetry. Founded in 2023 by senior leaders from AWS, the company is backed by Brightmind, Gradient, and Mayfield.
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