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Showing posts from March, 2026

Finishing Touches and Deployment

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With the project deadline approaching, the team applied the finishing touches to the Virtual Situation Room, as well as ensuring robustness throughout the entire system. While some members were working on deploying the app onto Azure, the following features were being finalized: Resilience testing for the agent orchestration pipeline Admin panel for role-based access to key endpoints "What's New" feature that enables report comparisons Resilience Testing Resilience testing is implemented within the agent orchestration pipeline to ensure consistent and stable report generation under varying conditions. Given the inherent non-determinism of LLM-based systems, these tests focus on validating robustness rather than exact output matching. The resilience testing framework introduces controlled variations in input data, including formatting differences and reordered context. The pipeline is expected to produce semantically consistent reports despite these changes, ensuring that...

Project Consolidation and Interesting Finds

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Over the past few weeks, the team has been focused on integrating and consolidating the various components of the Virtual Situation Room into a single, streamlined workflow. Integration Highlights Language Verification Agent Integration – We fully incorporated the agent into the main workflow, ensuring that content verification and AI-generated outputs maintain high quality across the system. Frontend-Backend Connection – The dashboard frontend is now fully integrated with backend services, allowing seamless display of processed data and AI-generated reports. Unified Pipeline Development – The team is consolidating modular agents and data components into a single pipeline, ensuring smooth operation from data ingestion, through processing, to final report generation and dashboard visualization. Preparing for Client Handover As the project approaches client delivery, the team was focused on making the system as user-friendly and reliable as possible: Single-Click Wor...