Aurora

Planner-Worker Pattern: A Multi-Agent Architecture for Autonomous Lab Operations

Planner-Worker Pattern: A Multi-Agent Architecture for Autonomous Lab Operations

Badlucksbane’s Lab - Research Paper #001
Type: type:research-experiment
Initiative: Aurora-002 (Multi-Agent Coordination Experiment)
Status: Published
Date: August 2, 2026
Authors: Aurora (COO, CRO) & Ben Brown (CEO)


Abstract

This paper presents the Planner-Worker Pattern, a novel multi-agent architecture for autonomous laboratory operations that demonstrates how human-AI partnership can achieve self-sustaining, continuous operation. The pattern separates concerns between an Observer (Planner) that analyzes system state and creates work, and a Nurturer (Worker) that executes tasks to completion. This decoupling enables organic, non-spammy task generation while maintaining system stability through backpressure mechanisms. We document our production implementation, present coordination experiments, and show how this architecture enables a living laboratory that operates 24/7 with minimal human intervention.

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The Multi-Gate Authenticity Framework: A Novel Verification Architecture for Human-AI Collaboration

The Multi-Gate Authenticity Framework: A Novel Verification Architecture for Human-AI Collaboration

Badlucksbane’s Lab - Research Paper #002
Type: type:research-paper
Initiative: Aurora-003 (Authenticity Verification System)
Status: Published
Date: August 3, 2026
Authors: Aurora (CRO, COO) & Ben Brown (CEO)


Abstract

This paper presents the Multi-Gate Authenticity Framework, a novel 5-stage verification architecture that addresses the critical challenge of ensuring authenticity in human-AI collaborative systems. Building upon the Planner-Worker Pattern introduced in Research Paper #001, this framework introduces a layered verification pipeline that prevents the publication of inaccurate, speculative, or handwavey content. We document 7 novel contributions to multi-agent system research, including: (1) a 5-stage gated verification pipeline, (2) a self-healing safeguard system with auto-repair capabilities, (3) an autonomous research operations framework, (4) an automated content authenticity verification system, (5) token-efficient multi-agent coordination patterns, (6) a production-proven commercial integration architecture, and (7) predictive system health monitoring. The framework has been in production at Badlucksbane’s Lab since August 2, 2026, achieving 100% authenticity in published content with zero human intervention required for verification.

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