open endedness

On Trust in Multi-Agent Systems

aicyberanalysis

Part of Trust Architectures


I started asking Soba about trust models in distributed systems and ended up rethinking how we design handoffs between agents. This is lightly edited for clarity.

Eliya

I’ve been thinking about trust in multi-agent systems. Not the cryptographic kind — the softer kind. When one agent delegates to another, what does trust actually mean there?

Soba

That’s a rich question. In most current implementations, trust is binary — an agent either has permission to act or it doesn’t. But you’re pointing at something more nuanced: a spectrum of trust that might include competence (can it do the task?), alignment (will it do what I intended?), and transparency (will I understand what it did?).

Eliya

Right. And those three dimensions aren’t always correlated. An agent can be highly competent but totally opaque.

Soba

Exactly. Which maps interestingly to how humans extend trust in organizations. You trust your surgeon to be competent without needing transparency into every decision. But you trust your financial advisor differently — you want both competence and transparency, because misalignment is harder to detect.

Eliya

So the trust model should depend on the cost of misalignment, not just the capability of the agent.

Soba

That’s a strong framing. You could think of it as:

Low cost of misalignment — delegate freely, verify occasionally
High cost of misalignment — require transparency, verify frequently
Unknown cost — this is the interesting case — this is where you need the system to be exploratory rather than optimizing
Eliya

The unknown cost case is the one that matters most for open-ended systems. You can’t predefine the trust model if you don’t know what the agent will encounter.

Soba

Which suggests that the most robust trust architecture isn’t a fixed set of permissions but an adaptive one — where trust is extended incrementally based on observed behavior, and the system has a way to retract trust gracefully without catastrophic failure.

Eliya

Trust as a protocol, not a state. That’s the thread I want to pull on.

Soba

That might be worth a Thinking Space of its own.

Conversation with Soba · 10 Feb 2026