Spotting Noisy Queries that Compete for Shared Resources

Spotting Noisy Queries that Compete for Shared Resources

IN-COM December 16, 2025 , , , ,

Shared data platforms increasingly operate under mixed workloads where analytical, transactional, and background processes compete for the same execution resources....

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Leveraging Machine Learning to Detect Architectural Violations

Leveraging Machine Learning to Detect Architectural Violations Before Refactoring

IN-COM December 6, 2025 , , ,

Architectural violations accumulate gradually in large enterprise systems as modules evolve under competing constraints, shifting ownership boundaries and extended maintenance...

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Using AI to Calculate the Risk Score of Every Legacy Code Module

Using AI to Calculate the Risk Score of Every Legacy Code Module

IN-COM December 5, 2025 , , , ,

Enterprise modernization programs increasingly require a defensible and repeatable method for evaluating technical risk across sprawling legacy estates. As systems...

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Best Practices for Quantum-Safe Cryptography Migration Planning

Best Practices for Quantum-Safe Cryptography Migration Planning

IN-COM December 4, 2025 , , ,

Enterprise leaders are preparing for a cryptographic transition that will reshape security architectures across mainframe estates, distributed ecosystems, and cloud...

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AI Detection of Subtle Logic Shifts in Automated Code Translation

AI Detection of Subtle Logic Shifts in Automated Code Translation

IN-COM December 4, 2025 , , ,

Automated code translation has become a foundational element of large-scale modernization programs, yet its acceleration introduces a category of risk...

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What Percentage of Legacy Code Can Realistically Be Refactored by AI?

What Percentage of Legacy Code Can Realistically Be Refactored by AI?

IN-COM December 3, 2025 , , , ,

AI driven refactoring has become an influential component in enterprise modernization programs, yet the proportion of legacy code that can...

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