Credibility in enterprise software comes from honesty about capabilities and limitations. Here is a direct assessment of what Laryaa aOS can and cannot do as of our current release.
What Works Today
Visual element detection and interaction across Windows desktop applications. We can identify buttons, fields, menus, and interactive elements through visual analysis rather than selectors.
Screen reading with PII sanitization. Sensitive information is detected and removed before any data leaves the device. This covers common PII patterns: names, addresses, account numbers, dates, government IDs.
Execution on legacy Windows systems. The local execution engine runs on Windows 10 and 11, including VDI environments like Citrix. No special system requirements beyond standard enterprise configurations.
Deterministic action replay with visual verification. Actions are executed with pixel-level precision, and results are visually verified before proceeding.
Basic self-healing for element drift. When UI elements move or change visually, the system can often relocate them without manual intervention.
What Is Partially Working
Complex multi-application workflows. Single-application automation works well. Workflows spanning multiple applications work but require more careful configuration and testing.
Self-healing for significant UI changes. Minor drift is handled well. Major UI redesigns may still require workflow updates.
Exception handling and recovery. Common exceptions are handled automatically. Unusual error states may require human intervention.
Performance on low-end hardware. The system runs on modest hardware, but complex visual analysis is slower on older machines. We're optimizing continuously.
What Is On Our Roadmap
Multi-agent orchestration. Currently, agents operate individually. Coordinated multi-agent workflows are in development.
Mobile device support. Current support is Windows-only. Android and iOS execution engines are planned.
Advanced workflow learning. Currently, workflows are configured. We're developing capabilities to learn workflows from demonstration.
Broader sanitization coverage. Current PII detection covers common patterns. Industry-specific sensitive data detection is being expanded.
What We Don't Know How to Solve
Perfect self-healing. Some UI changes cannot be automatically resolved. We provide confidence scores and defer to humans when uncertain, but we can't guarantee zero maintenance.
Universal application support. Some applications use rendering approaches that resist visual analysis. Custom GPU-rendered interfaces, certain game engines, and heavily obfuscated UIs may not work.
Real-time responsiveness guarantees. Visual analysis takes time. Sub-100ms response times for complex screens are not guaranteed.
We are honest about these limitations because false promises create worse outcomes than acknowledged constraints.
Key Takeaway
Laryaa aOS provides reliable execution on legacy Windows systems with privacy-preserving architecture. We're honest about what's partial and what's unsolved. Teams should evaluate based on their specific requirements, not our marketing claims.