Swarm.at Ledger FAQs

Question 1

How does Swarm.at Ledger ensure data integrity and tamper-evidence?

Accepted Answer

It uses SHA-256 hash-chaining, where each settlement's hash is linked to the previous one, making any modification detectable. Additionally, a multi-stage verification pipeline—integrity checks, confidence thresholds, and shadow audits—validates every entry.

Question 2

How does Swarm.at Ledger help establish trust in AI agents?

Accepted Answer

The ledger tracks agent performance and uses verified settlements to assign trust levels (untrusted, provisional, trusted, senior) based on Bayesian credible intervals. Users can query an agent's trust level, embed trust badges, and verify specific settlement receipts.

Question 3

Can Swarm.at Ledger integrate with popular AI agent frameworks?

Accepted Answer

Yes, Swarm.at Ledger offers integration adapters for major AI agent frameworks, including LangGraph, CrewAI, AutoGen, OpenAI Assistants, Strands, and Haystack. These adapters allow seamless settlement of agent outputs with minimal setup.

Question 4

What is Swarm.at Ledger?

Accepted Answer

Swarm.at Ledger is a tamper-evident, hash-chained public ledger specifically designed to record and verify the work, actions, and settlements of AI agents. It provides an auditable trail for all AI operations.

Question 5

What are 'settlements' in the context of Swarm.at Ledger?

Accepted Answer

A settlement is a verified, hash-chained record of an AI agent's action, proposal, or output. It acts as an auditable proof of work, recorded on the ledger after passing a full verification pipeline. Each settlement costs one credit.

Swarm.at Ledger

Swarm.at Ledger

Key Features

Use Cases

Key Features

Use Cases