bene

What problem does it solve?

This Skill harnesses BENE, a multi-agent framework for AI coding agents that remembers, evolves, and never starts cold, addressing the challenges of durable cross-session memory, reproducible eval gates, planner-executor or fan-out multi-agent coordination, and auditable promotion of evolved prompts/skills.

Core Features & Use Cases

• Multi-Agent Coordination: Facilitates parallel worker, planner-executor, and fan-out multi-agent coordination.
• Durable Memory: Offers durable cross-session memory with engrams and provenance for reproducibility.
• Eval Gates & Promotion: Implements falsifiable eval probes with hash-locked kill gates and kill-gated promotion of evolved strategies.
• Autonomy & Trust: Provides autonomy ladder L0-L4 and computed trust for safe agent operations.
• Context Budgeting & Pollution Recovery: Manages context assembly and pollution recovery for efficient memory usage.
• Evolutionary Meta-Harness Search: Enables model evolution and meta-harness search for continuous improvement.
• MCP Server: Integrates with 37 tools for agent operations.
• Use Case: Ideal for building/orchestrating agent apps, services, pipelines, or content systems that require robust agent memory, reproducible eval gates, and auditable promotion.

Quick Start

Initialize BENE with bene init and run a demo with bene demo --no-ui.