Releases: najeed/ai-agent-eval-harness
Releases · najeed/ai-agent-eval-harness
Release list
First Release of MultiAgent-Verify
Initial Stable Release Notes - MultiAgent-Verify v1.1.0
Announcing the first major release of MultiAgent-Verify, the enterprise-grade reliability framework for AI agents. This release establishes a new standard for industrial-scale agent evaluation, security verification, and high-fidelity dataset generation.
Key Highlights
Industrial-Grade Evaluation Engine
- Unified Testing Framework: A robust, protocol-agnostic execution engine for assessing agent performance across http, local, and socket interfaces.
- Agent Eval Specification (AES): Standardized benchmarking for multi-agent systems, including complexity levels and agent topologies.
- Pass@K Evaluation: Scientific assessment of agent success rates with support for multiple attempts and consistency analysis.
Industrial Dataproc Engine
- Cross-Sector Synthesis: High-signal dataset generation for 16+ industrial sectors, including Finance, Healthcare, Energy, and Telecom.
- Gold-Standard Alignments: Native support for industrial standards such as SEC XBRL, CMS Hospital Data, and WHO indicators.
- Parity Verification: Built-in mathematical validation to ensure synthetic datasets maintain real-world statistical veracity.
Security & Integrity
- Adversarial Mutation: Generate adversarial scenario variants (typos, injections, ambiguity) to stress-test agent robustness.
- Verification Protocol: SHA-256 integrity checks and manifest validation for all execution traces and reports.
- Failure Taxonomy: A formal classification system for diagnosing agentic root causes and identifying systemic weaknesses.
Visual Debugger & REST API
- Console API: A powerful REST interface for programmatically interacting with the scenario catalog and evaluation results.
- Visual Suite: Premium HTML reporting and real-time debugger for visualizing agent trajectories and event streams.
Comprehensive Ecosystem
- Modular Plugin System: Extensible architecture for adding custom metrics, adapters, and industrial providers.
- Searchable Catalog: Deep keyword search across a vast library of industrial scenarios and failure edge-cases.