SIGNALAI·Jun 12, 2026, 4:00 AMSignal85Short term

ComAct: Reframing Professional Software Manipulation via COM-as-Action Paradigm

Source: arXiv cs.CL

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ComAct: Reframing Professional Software Manipulation via COM-as-Action Paradigm

arXiv:2606.13239v1 Announce Type: cross Abstract: Existing computer-use agents remain fundamentally limited in professional software manipulation: GUI-based agents suffer from fragile visual grounding and long-horizon error accumulation, while API-basedapproaches struggle with heterogeneous protocols and inaccessible commercial interfaces. In this work,we identify the Component Object Model (COM) as a unified executable abstraction, proposing COM-as-Action: a new paradigm that reframes professional software interaction as deterministic program synthesisrather than sequential visual control. To

Why this matters
Why now

The proliferation of AI agents has highlighted the limitations of current interaction paradigms with complex software, creating an urgent need for more robust manipulation methods.

Why it’s important

This research proposes a fundamental shift in how AI interacts with professional software, potentially enabling agents to perform complex workflows with greater reliability and autonomy.

What changes

The interaction model for AI agents with professional software is shifting from visual/API-based methods to a more deterministic, synthesis-driven approach using existing COM structures.

Winners
  • · AI agent developers
  • · Enterprise software companies
  • · Businesses adopting AI agents
  • · Productivity software users
Losers
  • · Companies reliant on fragile GUI automation
  • · Simplistic RPA providers
  • · Developers focused on visual scripting
  • · Manual software testers
Second-order effects
Direct

AI agents will become significantly more capable of complex, multi-application tasks in existing enterprise environments without extensive retraining.

Second

This improved reliability could accelerate the adoption of autonomous agents across a wide range of white-collar professional tasks, reducing human intervention.

Third

The abstraction offered by COM-as-Action could foster a new ecosystem of 'component-aware' AI tools and services, drastically altering the landscape of enterprise software development and integration.

Editorial confidence: 90 / 100 · Structural impact: 60 / 100
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Read at arXiv cs.CL
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