The hidden constraints shaping the future of AI

January 2026. The champagne corks from the new year have barely settled, yet the generative-AI wave that exploded three years ago is already colliding with hard physical limits. Before we forecast the next breakthrough model, it’s worth stepping back and asking what will actually shape artificial intelligence in the coming years.

Building reliable Agentic AI systems

Agentic AI moves beyond prompt-to-text. This article shows how LangGraph orchestrates stateful, feedback-driven workflows to turn news retrieval into a fact-checked, LinkedIn-ready post, with memory, conditional logic, and verification.

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