mlsanityData to 7 Oct 2026

TClone: Low-Latency Forking of Live GUI Environments for Computer-Use Agents

arXiv 2605.17320 ↗First posted 17 May 2026cs.OS cs.AIcited by 0

On the map: LLM agents and tool use → GUI and mobile agents

Abstract (arXiv)

Computer-use agents increasingly operate inside live personal workspaces, where their actions can modify files, applications, GUI state, credentials, and authenticated sessions. This creates a tension between safety and quality: agents need isolation and rollback to avoid damaging user state, but also need fast branching to support speculative execution and parallel search. Existing VMs, containers, and checkpoint/restore systems can isolate or recover workloads, but they do not provide low-latency versioning of a full interactive workspace. We present TClone, a forkable personal workspace system for computer-use agents. TClone enables a live GUI workspace to be snapshotted, forked into isolated branches, rolled back, and selectively committed or merged. Its design separates fast branch creation from durable checkpointing, using sibling containers, copy-on-write memory sharing, filesystem versioning, GUI-local execution, and asynchronous checkpointing. In our end-to-end agent-loop measurement, TClone reduces total task latency by 1.9x and 1.5x over KVM and CRIU. By making workspace versioning a first-class systems primitive, TClone supports safer and higher-quality agent execution over real personal computing environments.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Placed in GUI and mobile agents, one of 16 directions in LLM agents and tool use. Builds on 9 of its 33 references that are in the map. First posted on arXiv 17 May 2026.

Builds on

9 of 33 references.

Closest ancestors · 2

Same direction, newest first

  1. 2024Agent S: An Open Agentic Framework that Uses Computers Like a Human10 Oct
  2. 2024OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments11 Apr

Other references · 7

  1. 2022Self-Consistency Improves Chain of Thought Reasoning in Language Modelscited by 5,601
  2. 2023Tree of Thoughts: Deliberate Problem Solving with Large Language Modelscited by 3,155
  3. 2024SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineeringcited by 1,628
  4. 2025GTA1: GUI Test-time Scaling Agentcited by 102
  5. 2024GTA: A Benchmark for General Tool Agentscited by 77
  6. 2025Scaling Test-time Compute for LLM Agentscited by 59
  7. 2026Agent Alpha: Tree Search Unifying Generation, Exploration and Evaluation for Computer-Use Agentscited by 12

Built on by

Not cited yet.

Similar, not cited

Close in wording, no citation either way

  1. 2026WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces
  2. 2026TUA-Bench: A Benchmark for General-Purpose Terminal-Use Agents
  3. 2026Efficient GUI Agents: A Systems Survey of Observation, Memory, Action, and Runtime Optimization
  4. 2026EchoPath: Execution-Level Replayable Memory for GUI Agents
  5. 2026LegacyWorld: Atomicity-Aware Evaluation of GUI Agents for Legacy Workflows
  6. 2026JarvisGUI: Towards Cross-Device GUI Agents with Dynamic Task Composition
  7. 2026ChainWorld: Composing Long-Horizon Desktop Workloads from Atomic OSWorld Tasks
  8. 2026Desktop-Delta Bench: Do Computer-Use Models Understand Desktop GUI Transitions?