#TechInnovation

#CodeX: AI & Humans —> Bridging Worlds Beyond Text by Ajit Minhas

According to recent studies, language (text) accounts for only a fraction (7%) of human communication. Studies indicate that the majority of communication, approximately 93%, is nonverbal, including body language, facial expressions, and tone of voice.

Limitation of Language Models

Despite all this training data in place today, Machines (LLMs) will never reach human-level AI without learning from high-bandwidth sensory inputs, such as vision or touch.

Sensory inputs (Vision and Touch) are of much higher bandwidth relative to Language/Texts.

  • The data bandwidth of visual perception is roughly 16 million times higher than the data bandwidth of written (or spoken) language.

  • In a mere 4 years, a child has seen 50 times more data than the biggest LLMs trained on all the text publicly available on the internet.

  • Most of human knowledge (and almost all of animal knowledge) comes from our sensory experience of the physical world.

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#CodeX: Navigating The Symphony of Transformation & AI's Role by Ajit Minhas

The only way to make sense out of change is to plunge into it, move with it, and join the dance. — Alan Watts

In the bustling streets of a city, where construction cranes dance against the skyline, there lies a story of transformation. Imagine a skyscraper rising from the dust, each beam and rivet a testament to meticulous planning and execution. As the concrete ascends, it mirrors the evolution within the realm of software development, organizational restructuring, the profound journey of self-improvement, and even the intimate realm of home improvements.

The journey of Software Development, Construction Dynamics, Organizational Restructuring, and Self-Improvement shares a common path of evolution. From debugging code to laying bricks, from restructuring organizations to personal growth, this journey towards transformation follows similar stages: Initiation, Planning, Execution, and Refinement.

The transformative force of AI is poised to play a crucial role in accelerating change across these fields, unlocking creativity, boosting productivity, enhancing efficiency, and fostering innovation. AI emerges as the conductor, orchestrating innovation, agility, and vision across these diverse domains.

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