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AI Consulting for SMEs: Practical Guidance, Real Impact
Artificial intelligence is transforming how modern businesses operate, but small and medium-sized enterprises often face the same challenge: turning potential into real, measurable value. My consulting approach focuses on practical strategy, clear ROI, and technically sound implementation—from workflow automation and prompt engineering to infrastructure, risk assessment, and end-to-end project guidance. No hype, no jargon—just AI…
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Beyond Fine-Tuning: What Apple’s Multimodal Sensor Fusion Study Reveals About LLMs and User Privacy
In late 2025, Apple published an intriguing research piece on multimodal sensor fusion for activity recognition. At first glance, the study appears to be another incremental step in understanding how audio and motion signals can be combined to classify human activities. But hidden inside the technical details lies something far more consequential—two developments that could…
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Beyond the Token Stream: Investigating Introspective Awareness in Large Language Models
In the paper “Emergent Introspective Awareness in Large Language Models”, Jack Lindsey and collaborators explore a question that until recently hovered more in the realm of philosophical speculation than empirical investigation: can a large language model (LLM) reflect on its own internal states? The work operates at the intersection of deep-net interpretability and metacognitive-like behaviour…
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The Quiet Cost of Too Many Yeses: What AI Can Learn from Good Teachers
In the era of human education, there were teachers who stood out not because they rewarded every thoughtless answer, but because they listened, considered what a student offered—even in error—and then gently guided them toward better answers. The memory the writer shares — “I fondly remember teachers who didn’t immediately dismiss my answers with a…
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Kimi K2 Thinking: China’s New Contender in the LLM Reasoning Race
The global AI landscape has entered a phase of rapid escalation. Major players now outdo one another with an almost weekly cadence of new model releases—each “the best ever,” each more powerful, more capable, more efficient. And we users, fascinated and perhaps a little complicit, eagerly follow along, testing every new capability as the frontier…
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