
Watsonx System Resilience Co-Pilot is an intelligent agent designed to improve how engineering teams detect, understand, and resolve system incidents. Modern applications generate massive volumes of logs and metrics, but early signs of failure are often subtle and easily missed. Traditional monitoring tools display data but do not interpret it or guide teams toward the appropriate actions. The Co-Pilot adds an AI-driven intelligence layer that transforms raw signals into clear insights and faster recovery. The system continuously collects logs and metrics using a simple integration SDK. When unusual patterns appear, the agent analyzes the signals and uses IBM watsonx to interpret them. The model connects errors, performance changes, and system events to produce a clear explanation of the likely root cause. This reduces manual debugging and helps teams respond before issues escalate. Through watsonx Orchestrate, the Co-Pilot can also coordinate corrective actions. It offers recommended steps or executes safe tasks such as restarting a service, scaling replicas, clearing caches, draining queues, or notifying on-call staff. Each action is logged and reversible, ensuring responsible automation. The interface provides a complete operational view with system health, stability scoring, active incidents, and real-time events. Each incident includes a timeline, log viewer, key indicators, and an interactive AI panel where users can ask questions or request analysis. Engineers can trigger remediation steps with a single click, making the tool practical for real environments. By improving detection, reducing recovery time, preventing outages, and supporting teams with intelligent automation, Watsonx System Resilience Co-Pilot demonstrates the value of agentic AI in maintaining system reliability and protecting business continuity.
23 Nov 2025

RXPro is a python/streamlit-based AI pharmacy assistant powered by Gemini 2.5 pro, designed to enhance patient safety and streamline pharmacy operations. It integrates a point-of-sale system, inventory management, and customer/admin dashboards, while leveraging Google Gemini 2.5 Pro for AI-powered prescription analysis. The system detects potential adverse drug events, dosage errors, and interactions, issuing RED ALERTs for pharmacist review before dispensing. RXPro also generates receipts and counseling notes automatically. By combining AI inference with human oversight, RXPro ensures safe, efficient, and informed dispensing, making it an indispensable tool for modern pharmacies and enhancing overall patient care.
19 Nov 2025