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Client-Side Human-in-the-Loop (HITL) Mechanisms for Latency-Free DOM Selector Repair in Robotic Process Automation

Year: 2025
Type: article
Abstract: This paper describes a method for locally repairing broken web automation scripts (RPA) in real-time. Unlike cloud-based self-healing systems that rely on server-side DOM analysis (introducing latency and privacy risks) or Logic Confirmation systems (e.g., Amazon Bedrock) that only validate intent, this architecture utilizes a local 'Asrafo Kernel.' This mechanism couples probabilistic semantic discovery (via vector embeddings) with a deterministic 'Teacher Mode' to resolve operational drift. By persisting repair logic as semantic signatures rather than rigid object repositories, the system achieves immediate self-healing without data exfiltration or code recompilation.
Author: Alai Sena M. R.
Language: English
Open Access status: green
OpenAlex ID: W7109233660
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