residual-delta 0.0.4

The Liability Layer for the Agentic Economy.

residual-delta

The Liability Layer for the Agentic Economy

residual-delta is the official Python client for the NEXUS Orchestration System (P10). It provides a cryptographically verified execution gateway for autonomous agents, ensuring that every digital interaction is underwritten, sandboxed, and forensically logged.

[Image of a logical architecture for a liability containment layer for autonomous agents]

The Infrastructure of Machine Trust

As AI agents move from "Chat" to "Action," the primary bottleneck is Liability. residual-delta solves the "Chevy Tahoe Problem" by wrapping every agentic session in a Transactional Sandbox (P2) and attaching a Dynamic Liability Shield (P6).

Core Features

• Recursive Synthetic Isolation: Automatically traps adversarial or high-risk intent in procedurally generated network topologies.
• Cryptographic Intent Verification: Moves beyond static API keys to analyze algorithmic execution patterns and commercial intent in real-time.
• Zero-Latency Session Bridging: Employs multi-dimensional lattice routing to carry verified sessions to real-world infrastructure with sub-1ms overhead.
• Execution Guarantees: Provides a "Safe Harbor" for principals, ensuring that autonomous errors or hallucinations are contained and underwritten.

Installation

pip install residual-delta