Category: System Design
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Mind in Code: Structural Design of Agentic AI for Learning, Action, and Evolution
Cognition, Autonomy, and Interaction in Intelligent Systems Introduction Artificial intelligence is undergoing a structural metamorphosis. The field is shifting from static, single-task models to systems capable of autonomous behavior, goal-directed reasoning, and interactive learning. At the forefront of this transformation is the rise of Agentic AI: computational systems that perceive their environment, form internal…
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Incremental Modernisation of Legacy Software Systems
Patterns and Strategies to Prevent Entropy, Regression, and Systemic Fragility Introduction Modernizing legacy systems isn’t about throwing everything away and starting fresh. It’s about evolving systems incrementally, safely, and under real production constraints. While targeted rewrites can be necessary, treating modernization as a single “Big Bang” replacement project introduces critical…
