Computer science, the global datasphere, machine learning, computer vision, and language modeling have embedded artificial intelligence (AI) into every conversation. Machines have long used human logic to automate routines, and AI is not new, but this form of knowledge engineering was transformed as compute was enriched, storage became boundless, and AI learned to speak human. We may not have invented a new species (yet), but language modeling taught our digital counterparts how to articulate what it already knew, and conversationalized AI made science fiction real for everyone all at once.
Anytime innovation threatens the status quo, a common response is fear followed by complacency. This is evident in the argument that AI will take all our jobs. We may not be able to depend on clocking in to climb a ladder built on compliance, but this willingness to play it safe has long been a choice that makes anyone easy to replace with cheaper labor and faster tools. This advancing technology reduces the need for humans to turn knobs, but the efficiency will create new jobs and reward remarkability. When clever counts, remain indispensable by letting AI devour the dull and stay ahead by pulling the levers of ingenuity.
History teaches us that any frontier introduces opportunity, but the void that creates also attracts misunderstandings, dangers, and false realities. As we explore frontiers, be vigilant and don’t assume truth. When every business pitches innovative metamorphosis and everything is “powered by AI,” realism is easy to dilute within the noise. Transcend hype by tinkering with internal tools. Reward continuous execution and keep exploring in and outside your industry. This forms wisdom to reinforce more external interplay.
Futuristic forefronts will remain intimidating, especially when cultural changes occur in a sweeping way. This makes it easy to feel forgotten. When this sensation intensifies, avoid being left behind by taking action before you know the destination. Fresh knowledge may be required to lower the bar, but for leaders who use curiosity to stay prolific, it becomes impossible to compete with being you!
Extra Shot
BEN BOT went online April 1st, 2023. The Roasted Reflections NFT Collection would allow token-owning dollowers to connect with each other and 24/7 access to our conversational AI that provided BENergy in its replies and link to influence source. Later, it would even quietly co-host 100 episodes of You Don’t Need This Podcast!
Let AI munch on the mediocre. We’ll continue to build without a map, do things for the love of it, convert haters, and care enough to fail. In times of constant change, we obliterate fear and complacency with infinite dexterity and a devotion to keep leading with no permission required.
Brewed From Within
#80 📖 Technology
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Ben McDougal · September 28, 2026 at 3:01 PM
ORIGINAL – 4/20/23
By connecting the global datasphere with computer vision, machine learning, and language modeling, computer science has paved the way for artificial intelligence.
Machines have long used human logic to automate routine and AI is not new, so why has this form of knowledge engineering earned so much attention lately? It’s because AI has learned to speak our language.
Language modeling has taught our digital counterparts how to articulate what it already knows. Not in some robotic, 8-bit voice. AI is now conversational. For example, chatbots are informative, engaging, and entertaining humanoids, while generative AI uses neural networking to transform simple prompts into impressive visuals.
When innovation threatens the status quo, a common response is fear followed by complacency. This is evident in the argument that AI will take all our jobs. Yes, advancing technology will continue to reduce the need for humans to turn knobs and here’s a 2023 Cornell University study on how large language models may impact labor markets. Gone are the days of clocking in on time and keeping your head down just long enough to climb a ladder built to resist change. The willingness to play it safe may extend a sense of temporary security, but this is a choice that makes you easy to replace with cheaper labor and faster tools. To remain indispensable, let AI dine on the dull, devour inefficiencies, and support our own ingenuity.
Start a journey before you see the end. Knowledge is required, but for students, intrapreneurs, and entrepreneurs who stay creative, it’s impossible to compete with being you! As AI munches on mediocre, more of us are invited to build without a map. To make a ruckus with no permission required. To do something for the love of doing it and to care enough to fail.
AI won’t take your job. People who use AI will. It’s a lousy time to be complacent and the perfect time to be creative.
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