From Autonomy to Accountability: How to Think About Trust in the Multi-Agent Future

7 Oct 2026

Released by Salesforce

MediaRelease.co Summary

Salesforce has outlined recommendations for building trust as enterprises move from standalone large language models to interoperable multi-agent systems that work across company boundaries. The guidance comes from workshops with engineers, researchers, security specialists and ethics professionals from 21 organisations and is summarised in a new white paper. Salesforce argues that blurred security perimeters and latent malicious prompts make Zero Trust, with continuous verification of every interaction, essential.

Original release

The transition from isolated large language models (LLMs) to interoperable multi-agent systems promises a revolutionary leap in productivity. It will allow autonomous AI to negotiate, trade, and collaborate across company lines. Agents from third-party vendors and partners can access data and execute tasks across your platform, a fluidity that’s a fundamental engine of strategic growth.

But multi-agent systems also require a fundamental shift in enterprise architecture and a rethinking of how we approach security. 

Traditionally, enterprise security functioned like a castle with a moat — a clear perimeter separating the “internal” from the “external.” In the agentic world, that perimeter is blurring. Agents built on diverse platforms operate across various ecosystems, integrating data and executing tasks across organizations. The threats they face are evolving too. A malicious prompt can lie latent in an agent’s knowledge base or past procedures, ready to be unknowingly executed — automated, amplified, and potentially originating from within an organization’s own system. This internal, pervasive nature of agent-based threats is what makes Zero Trust — explicit, continuous verification for every interaction — not just a best practice but the foundation for confident innovation.

We brought together engineers, researchers, security specialists, and ethics professionals from 21 organizations across industry, academia, and nonprofits for a series of workshops on building trust in the multi-agent future. Those conversations informed a new white paper, which outlines key recommendations for navigating the multi-agent future. Here are the top takeaways:

Source: https://www.salesforce.com/news/stories/trust-in-multi-agent-future/

Key details

Issued by
Salesforce
Published
7 Oct 2026
Publisher country
United States
Subject country/region
United States
Topics
AI

Source: https://www.salesforce.com/news/stories/trust-in-multi-agent-future/

MediaRelease.co ID: mr01540 · Markdown

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