ParallelPilot: Supporting Coordination and Monitoring in Parallel AI Coding

arXiv:2609.33113 · cs.HC, cs.AI, cs.DC, cs.MA · Submitted 2026-09-27 · Read on arXiv

cs.HC, cs.AI, cs.DC, cs.MA

Submitted: 2026-09-27

Updated: 2026-09-27

Terminology

• Abstraction — 8× in this paper · explained in 1 episode
• Verification — 8× in this paper · explained in 2 episodes
• AI Agents — 7× in this paper · explained in 2 episodes
• Steering — 7× in this paper · explained in 2 episodes
• Trace — 7× in this paper · explained in 2 episodes
• Adam — 5× in this paper · explained in 2 episodes
• Alignment — 4× in this paper · explained in 1 episode
• Accountability — 3× in this paper · explained in 2 episodes
• Agentic Coding — 3× in this paper · explained in 1 episode
• Scaffolding — 3× in this paper · explained in 3 episodes
• Task Decomposition — 3× in this paper · explained in 2 episodes
• Multi-agent Collaboration — 2× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Agentic System — 1× in this paper · explained in 2 episodes
• Commentary — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Decision-Support Tool — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Hybrid Approach — 1× in this paper · explained in 4 episodes
• Multi-Agent System — 1× in this paper · explained in 5 episodes

Sources

• Challenges in Human-Agent Communication
• One Developer Is All You Need: A Case Study of an AI-Augmented One-Person Squad in a Brownfield Enterprise
• "I'm Not Reading All of That": Understanding Software Engineers' Level of Cognitive Engagement with Agentic Coding Assistants
• Multi-Agent Collaboration via Evolving Orchestration
• Agentic Visualization: Extracting Agent-based Design Patterns from Visualization Systems
• Effective Strategies for Asynchronous Software Engineering Agents
• Overseeing Agents Without Constant Oversight: Challenges and Opportunities
• Professional Software Developers Don't Vibe, They Control: AI Agent Use for Coding in 2025
• XAI for Coding Agent Failures: Transforming Raw Execution Traces into Actionable Insights
• Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale
• AgentLens: Visual Analysis for Agent Behaviors in LLM-based Autonomous Systems
• On the Impact of AGENTS.md Files on the Efficiency of AI Coding Agents
• A survey of generative AI adoption and perceived productivity among scientists who program
• AgentCoord: Visually Exploring Coordination Strategy for LLM-based Multi-Agent Collaboration
• "What Did It Actually Do?": Understanding Risk Awareness and Traceability for Computer-Use Agents
• Evolving with AI: A Longitudinal Analysis of Developer Logs
• When Parallelism Pays Off: Cohesion-Aware Task Partitioning for Multi-Agent Coding
• Coding with "Enemy": Can Human Developers Detect AI Agent Sabotage?
• AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol
• TraceLab: Characterizing Coding Agent Workloads for LLM Serving

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