Showing posts with label ChatGPT. Show all posts
Showing posts with label ChatGPT. Show all posts

Friday, July 31, 2026

[Reprise] Inside the Black Box: Thoughts on Judgement, Intuition, Synthesis & Artificial Intelligence

 [Originally published in 2023, in this article I try to provide some much-needed perspective on AI (artificial intelligence). Enjoy!]

Your Inner "Wisdom Filter" & Decision-Making

[Note: This article was inspired by a comment from a Facebook friend, one of the smartest people I know, after I posted a link to a news article about the potential for AI systems to attain singularity with humanity very soon. She said, "... as a writer and artist, I am not convinced that the divine spirit that informs great writers and artists can be replicated by computers." This comment poked at me for days, irritating and causing me to abandon the half-written article I had been working on. There is an old saying that sometimes writers write to figure out what they are actually thinking. Below is my response to my friend's comment, in which I have begun to figure out what I think about AI's place in our world. - MG]

Why You Can "Trust Your Gut" 

A few years back, when I was teaching project management (PM) for new project managers, I encouraged them to overcome their decision-making doubts and "analysis paralysis" by showing them a graphical depiction of why their so-called "gut decisions" or intuitions were actually grounded in their many valuable life experiences. (See diagram above.) I later captured the matching narrative in a podcast then an essay which became the chapter Why You Should Trust Your Judgement (Your "Inner Wisdom" Filter) in my book Worth Sharing: Essays & Tools to Help Project Managers & Their Teams.  

Here's a quick summary: 

"... Your intuitions, “gut feelings,” and hunches are derived from, and ultimately grounded in, your unique life experiences, both good and bad. And because of this, they have behind them the solid proof of your reality. To illustrate how all these experiences come together to generate solid, trustworthy judgments, I present to you the analogy of the common kitchen strainer... Your inner voice (i.e., your judgment) operates pretty much like that kitchen strainer! Let’s say you have to make a difficult decision and don’t have time to think about it. All sorts of possibilities and pertinent facts and constraints and outcomes rattle around in your brain. Your “internal strainer” is activated to deal with this. The wires in your strainer are made up of a vast set of unique experiences that you’ve acquired over your lifetime. Successes, failures, joys, miseries, and all sorts of life events combine to form this internal screening mechanism.... when all the possible solutions and issues related to a problem are dumped into that strainer, the good stuff — a unique and powerful judgment — emerges. It’s a judgment that’s automatically informed by all of your life experiences. And, as such, it’s powerful and trustworthy!" -  from Why You Should Trust Your Judgement (Your "Inner Wisdom" Filter)

 

Tuesday, July 29, 2025

Don't consume slop! Here's how to recognize and avoid AI generated content.

(Image created using DeepAI's image generator)

What is AI Slop?


Broadly speaking, those of us who create content for the web do so for one of two reasons: 1) We have something we think is worth sharing or 2) we need to create web pages that can be laced with ads to produce revenue.*  

From the advertisers point of view, all web pages are potentially places for ads. Advertisers don't necessarily care about the pages' content, so long as they attract plenty of viewers/readers to whom they can show ads.

In recent years AI authoring tools have become readily available to anyone. These tools can generate mountains of content in a matter of seconds. And all that content means plenty of places to plop ads in front of eyeballs. 

Unfortunately, much of this automated content is flat. While it may serve as a medium to carry ads, it is devoid of the type of personal perspective or passion that might animate a human writer. 

Now there's a name for this stuff: It's called AI slop. Wikipedia explains: 
"AI slop", often simply "slop", is a term for low-quality media, including writing and images, made using generative artificial intelligence technology, characterized by an inherent lack of effort, being generated at an overwhelming volume... (Read more here.)" 

When the Bots Melt Down: A Political Example


Rachel Maddow provided a YouTube example of automated bots (short for "robots") that are amplifying or even creating pro Trump content, though some of it is clearly contradictory. Check out her video "TRUMP BOT MELTDOWN..." 


How to Distinguish AI Slop from Human Writing


As Rachel Maddow made clear above, it's getting more and more difficult to distinguish AI generated videos from those created by humans. Here's an illustration:  


So how can we tell what's real and what's an AI created fake? I asked Perplexity (the "free AI-powered answer engine") this question: "How can I distinguish human written content from AI generated content?" It recommended that I look for differences in these characteristics of the writing itself:  
  • writing style and quality
  • depth, accuracy, and authenticity
  • emotional and narrative consistency
  • perplexity and burstiness
  • quickness and volume
Also, it said I could use these online tools to check the human authorship of a piece of writing: GPTZero, Originality.ai, Turnitin, Content at Scale’s AI Detector, and Writer.com’s AI Content Detector.

The bottom line: There are plenty of ways you can research that piece of content to determine if it was written by a bot! Try some of the above when you're in doubt.

Will AI Slop Result in Less Internet Use? 


If you're thinking that all this sounds like we're heading for a serious internet credibility crisis, you aren't alone. In her article AI Slop Might Finally Cure Our Internet Addiction, Emma Marris writes: 
"Many of the internet’s best resources for getting everyday answers are quickly being inundated with the dubious wisdom of AI. YouTube, long a destination for real people who know how to repair toilets, make omelets, or deliver engaging cultural criticism, is getting less human by the day: The newsletter Garbage Day reports that four of May’s top 10 YouTube channels were devoted to AI-generated content. Recently, the fastest-growing channel featured AI babies in dangerous situations, for some reason. Reddit is currently overrun with AI-generated posts. Even if you never use ChatGPT or other large language models directly, the rest of the internet is sodden with their output and with real people parroting their hallucinations."

So it's up to us!


If the above sounds a little "doom and gloomy" take heart! The one thing we can count on and ultimately leverage is human greed. The people publishing this AI dreck are in it for the money, you can be sure. So we need to 1) avoid their obviously bot-supported AI generated crap by not clicking on it and 2) call them out for puking it out at us by publicizing how lazy and exploitative their websites really are. By doing so we may be able to slow down the degeneration of our web by bots and keep the creations of humans alive and well. 

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* Note: I create the stuff I publish here for reason number one. That is, I just want to share it. However, since Google hosts this website and all Blogger-powered websites at no charge to the publisher, they place ads here to help recover the costs of hosting. I have no control over these ads. They just show up, as Google sees fit!

Monday, August 12, 2024

Summer Reruns: Six Articles You Might Have Missed


This month I'm taking a break from creating a new article. Instead, I'm re-sharing my most recent six articles that you might have missed. I hope you find them entertaining, informative or thought provoking. 

John Oliver dug into the "Project 2025" strategy document put together by Trump's supporters and then put together an engaging (fun!?) and enormously informative look at the real dangers that a second Trump term poses for our democracy. 

"... when fear gets a glimpse of itself it often begins blustering and posturing to hide its true nature. In an effort to maintain its dignity, fear morphs into quasi-ferocious anger... like a chihuahua about to be sniffed by a Great Dane..."

To know Zappa's stuff you have to pop in your earbuds, get comfortable, close your eyes and just enjoy the ride. Here's my curated playlist to get you started.

I have uploaded over 90 items to the Internet Archive. Some of them are downloaded and used more than others. This article links the top 10 items accessed there.

In this article I share the results of my experimenting with the AI authoring tool ChatGPT. It was a fascinating process.

... the apps that I find indispensable and use almost everyday... sometimes many times a day.


Thursday, March 21, 2024

On AI Authorship: What's the meaning of this?



In this article I'm sharing the results of my experimenting with the AI authoring tool ChatGPT. It was a fascinating process and I'm still thinking about the meaning of it all. And I encourage you to follow along below and think about it too, since our AI writing partners and our AI partners in so many other creative endeavors are starting to show up everywhere!  As you read the samples below, consider:
  • What or who should be given credit for the authorship of these works? 
  • Are these works as valuable as they might be if they had been created by a clearly identified, individual human author?
  • What are some appropriate uses of the AI tools that created them?
  • Since ChatGPT outputs are not subject to copyright, how or when should the inputs that went into shaping a ChatGPT work product be flagged and credited? (Should there be... Can there be... an "audit trail" of the stuff that got "blended" invisibly into the final output?) 

A One-Page Short Story


I asked ChatGPT to create...  “A one-page short story in the style of Henry David Thoreau, Walt Whitman and Willa Cather.”

In response, ChatGPT wrote (in part): 

"In the serene depths of the forest, where the whispering leaves dance to the rhythm of the wind and the sunlight filters through the canopy like a gentle caress, there lived a solitary soul named Ezra. He was a man of quiet contemplation, finding solace in the simplicity of nature and the company of his thoughts.

Each morning, Ezra would rise with the sun, greeting the dawn with a silent reverence. He would wander through the woods, his feet treading lightly upon the earth, his senses alive to the symphony of life surrounding him. He would pause to admire the delicate beauty of a wildflower, the intricate patterns of a spider's web, the graceful flight of a butterfly.

As he walked, Ezra would often recite verses from Whitman's "Leaves of Grass," his voice blending with the rustling leaves and the gentle babble of the nearby brook. He felt a kinship with the poet, a shared reverence for the natural world and a belief in the interconnectedness of all living things.

In the quietude of the forest, Ezra found a refuge from the noise and bustle of the world beyond. Here, amid the towering trees and the cool shade of the underbrush, he felt truly alive, truly at peace. He would lie beneath the branches, his eyes closed, listening to the symphony of nature unfolding around him.

In the distance, he could hear the distant call of a bird, the faint rustle of a squirrel in the branches above. And in those moments, Ezra felt as though he were part of something greater, part of the eternal cycle of life and death that bound all living things together... "

When Willa Cather, Walt Whitman, Henry David Thoreau
& Dr. Seuss are thrown into the AI blender, what gets lost?

A Poem


I asked ChatGPT to create...  “A one-page poem in the style of Henry David Thoreau, Walt Whitman and Willa Cather.”

In response, ChatGPT wrote: 

"In quiet woods, where whispers dwell,
Nature's symphony, a tale to tell.
Beneath the towering trees, I roam,
In solitude, I find my home.

Like Thoreau, I seek the simple life,
Far from the city's bustling strife.
In Walden's woods, my soul takes flight,
Embracing nature's gentle might.

Walt Whitman's spirit, strong and free,
Sings in every rustling tree.
I am vast, I contain multitudes,
In nature's arms, my gratitude exudes.

Willa Cather, with her prairie song,
Inspires me to wander long.
Across the plains, beneath the sky,
I find my truth, I find my why.

In Thoreau's woods, Whitman's verse,
Cather's plains, I immerse.
A blend of souls, a harmony,
In nature's embrace, I am truly free."

A Short Story Outline

I asked ChatGPT to create...  "an outline for a short story by Willa Cather, Henry David Thoreau, Walt Whitman and Dr Seuss about a family traveling across the country."

In response, ChatGPT wrote: [I added only bold, bullets & indents for ease of reading. -MG] 

"Across the Open Road: A Collaborative Outline

Genre: Literary Fiction with a sprinkle of whimsy

Setting: American landscape, spanning various locations as the family travels (think vast plains, bustling cities, hidden valleys)

Characters:

The Johnson Family:

  • Margaret Johnson: A strong-willed woman inspired by Willa Cather's heroines, yearning for adventure and a deeper connection to the land.
  • William Johnson: A practical man, reminiscent of Thoreau, seeking self-reliance and a simpler life amidst the changing world.
  • Lily Johnson: Their curious and imaginative daughter, channeling Walt Whitman's free spirit and Dr. Seuss's playful touch.

Plot Outline:

Part 1: The Call of the Open Road

  • Unease Sets In: The Johnsons, despite their comfortable life, feel a growing restlessness. Margaret longs for wide-open spaces, William craves a life less tethered to material possessions, and Lily yearns for grand adventures.
  • A Spontaneous Decision: Fueled by a shared desire for change, the Johnsons impulsively sell their belongings and purchase a well-worn RV, christening it "The Wanderlust."
  • Farewell, Dear City: With mixed emotions, they leave the familiarity of their city life behind, embarking on a journey across the vast American landscape.

Part 2: Encounters and Explorations

  • Willa's Whispers: As they traverse the Great Plains, Margaret feels a kinship with Cather's heroines, drawing strength and inspiration from the rugged beauty of the land. She finds solace in solitude and connects with the spirit of the pioneers.
  • Thoreau's Tranquility: William seeks moments of reflection and self-reliance, inspired by Thoreau's writings. He finds peace in simple living, connecting with nature through camping, stargazing, and quiet contemplation.
  • Whitman's Wonders: Lily, with her boundless curiosity, embraces the Walt Whitmanesque spirit of inclusivity and wonder. She celebrates the diversity of people and places they encounter, collecting stories and experiences like colorful threads in a tapestry.
  • Seussian Surprises: Along the way, they stumble upon quirky towns, eccentric characters, and fantastical situations, reminiscent of Dr. Seuss's whimsical worlds. These encounters add a touch of magic and humor to their journey.

Part 3: Growth and Transformation

  • Facing Challenges: The family encounters obstacles – breakdowns, detours, and disagreements – forcing them to rely on each other and adapt to their ever-changing circumstances.
  • Finding Their Rhythms: As they adjust to their nomadic lifestyle, each member discovers new strengths and perspectives. Margaret learns to embrace spontaneity, William finds joy in connection, and Lily develops resilience and resourcefulness.
  • The Heart of Home: Despite the allure of new experiences, they realize that "home" is not a place, but the love and shared journey they create together.

Part 4: The Road Less Traveled

  • A Crossroads: Reaching a breathtaking vista, the Johnsons contemplate their future. Do they continue their nomadic adventure, settle in a new place, or return to their old life?
  • An Open Ending: The story concludes without a definitive answer, leaving the reader to ponder the characters' choices and the enduring power of exploration, self-discovery, and the ever-evolving American landscape.

Additional Notes:

  • Each author's style and themes can be subtly woven into the narrative, creating a unique literary tapestry.
  • Consider incorporating elements of nature, Americana, and the changing social landscape of the chosen time period.
  • The fantastical elements inspired by Dr. Seuss should be sprinkled sparingly, adding whimsy without overshadowing the core themes.
  • This outline is just a starting point, feel free to adjust it to fit your creative vision!"

Conclusion 


As you can see from the examples above, any human writer who is working with a powerful AI partner like ChatGPT is able to "hit the ground running" and will quickly end up far ahead (at least in terms of volume of output) of his non-AI-using competitors. But is this really what we want? 

Today, when an article is published, it is common practice to attribute it to a particular named author or authors. In this way not only do authors get credit but readers are able to dig into an author's other works and learn about their credentials, biases, areas of expertise, etc. 

In contrast, in a world where many authors' works are blended and pureed we are in grave danger of individual identities being lost and "audit trails" becoming impossible to discern. In such a world, the main casualty becomes truth itself. 

So it seems to me that we, as readers, have this duty:

When we read something (AI-generated or not!) we need to push hard to learn the sources used to create it. Only then can we judge its true value... and the value of its "truth."

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[Note: I generated the unique, copyright-free image above of the two android "authors" here:  https://deepai.org/machine-learning-model/text2img ]

Friday, April 21, 2023

A Curated, 21-Video Study Guide for Absolute AI (Artificial Intelligence) Newbies: What It Is, Where You Can Play with It & How We Might Want to Shape Its Role in Our Lives


(Images above generated using AI tools Dall-E & ToonArt)

Overview

If you're like me, you may be finding that nearly every news story about AI (artificial intelligence) assumes that we already know something about it. I find myself continually feeling like I'm being pulled into the middle of a robust, ongoing conversation. And that drives me nuts! As a former instructional designer and trainer, I know if I'm going to intelligently assimilate this stuff I need to approach it in a systematic way, starting with the basics. So, in the spirit of scratching my own itch, I have combed through bunches of AI-oriented YouTube videos and created a sensibly-sequenced video study guide. And I hereby share it with you!

Think of this as a road map. In it you'll find a selection of relatively brief videos and related reference links that you can follow, as an absolute AI newbie, to build your knowledge of the subject and answer these broad questions: 

1. What is AI (basic definitions, distinctions, etc)

2. How are people using AI? (Including some examples and links to sample tools you can play with)

3. What are the controversial issues related to AI that we need to know about in order to:

  • "see behind the curtain" regarding how AI is entering our lives,
  • control how we use AI and where we let it into our lives, and
  • raise our voices (in an informed way) to help policy makers figure out a path forward for AI in our society.

Note: These resources are not intended to help you become an AI programmer or developer or other AI professional, though they might inspire you to pursue such a path on your own. I'm assuming that you simply want answers to the questions above so you can become an informed consumer of AI outputs.

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The Basics: What is AI? 


What is artificial intelligence (AI)? "This animated video describes how artificial intelligence works, where it can be found, and how it influences our lives."

   

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How AI works in everyday life - More practical ways AI helps people in daily life. 


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Learn More: 
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Some Popular AI Tools & How People are Using Them



What is ChatGPT? OpenAI's Chat GPT Explained -- "What is Chat GPT? What is OpenAI? Who Founded OpenAI? What is Chat GPT Explained? What is Artificial Intelligence? What is Dall e 2? What is Artificial Intelligence art?"



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Groundbreaking research in health AI -- "Dr. Alan Karthikesalingam introduces new research on Med-PaLM 2, our exploratory work with large language models to provide high quality, authoritative answers to medical questions."  


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6 Mind-Blowing AI Tools for 2023! (don't fall behind) - "... exploring six cutting-edge AI tools that are set to revolutionize the way we live and work in 2023."


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Best AI Art generators & AI tools to create better artwork! - "... whether it's Midjourney, Dall-E or Stable Diffusion!"


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A.I. Music Is Insane - "From creating completely new compositions from scratch to providing personalised listening experiences – artificial intelligence is revolutionizing how we experience [music]..." 


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The ChatGPT Playbook of EPIC Prompts [Caution... Watching this guy's videos is like trying to drink from a fire hose! They're loaded with good info, but it's best to just let the content wash over you and get what you can out of them. Don't try to retain all the details!]  This video digs deep into the weeds and shows a few of the many ways ChatGPT can be used. ("In this video, I break down some of my favorite prompts with ChatGPT.")


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Generative AI Is About To Reset Everything, And, Yes It Will Change Your Life [from Forbes...] "Whether you like it or not, generative AI like ChatGPT and Stable Diffusion are about to change not only how you work, but how the content you consume is produced. Forbes spoke with a number of leading voices in the AI space to determine both the benefits and the dangers of this next wave of technological innovation, and find out why both tech giants as well as cutting edge startups are racing to grab their share of the market."


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How ChatGPT 5 Will Change the World - "What would Chat GPT 5 be able to do? The answers might surprise you." 


Caveats regarding GPT-5:  
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AI Hopes & Fears: What Citizens & Lawmakers Should be Thinking About



AI expert reveals his 'single greatest fear' about the technology - "AI expert Dr. Gary Marcus joins CNN’s Fredricka Whitfield to discuss the dangers of artificial intelligence."


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ChatGPT: Artificial Intelligence, chatbots and a world of unknowns [from 60 minutes] -  "Lesley Stahl speaks with Brad Smith, president of Microsoft, and others about the emerging industry of artificial intelligence systems people can have conversations with."


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OpenAI CEO, CTO on risks and how AI will reshape society - "OpenAI CEO Sam Altman tells ABC News’ Rebecca Jarvis that AI will reshape society and acknowledges the risks: 'I think people should be happy that we are a little bit scared of this.'”


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What is Technological Singularity? "... Jason Silva explains the concept of technological singularity and how artificial intelligence is nothing to be afraid of."  


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Our Final Invention - Artificial General Intelligence (AGI) - An overview of Artificial General Intelligence (AGI) in the context of biological evolution.


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The Path To Artificial General Intelligence (AGI) - "In this video we focus on if we can reach Artificial General Intelligence (AGI) in the first place and how to get there."  


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This Just Changed My Mind About AGI - "GPT-4 can teach itself to become better through self reflection, learn tools with minimal demonstrations... act as a central brain and outsource tasks to other models [and] behave as an autonomous agent that can pursue a multi-step goal without human intervention (Auto-GPT). It is not an overstatement that there are already Sparks of AGI."  


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AI That Learns: We're Closer To AGI Than You Think -  [Caution... Watching this guy's videos is like trying to drink from a fire hose! They're loaded with good info, but it's best to just let the content wash over you and get what you can out of them. Don't try to retain all the details!] "Let's talk about AGI  - It's much closer and probably much scarier than you actually realize. In this video I break it down."


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ChatGPT Prompts Itself - Should We Fear AutoGPT?  "AutoGPTs the next frontier of prompt engineering... just like people join organizations so they can specialize, learn new skills, and work with others in parallel, AutoGPTs will do the same thing." 


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Full 60 Minutes interview: "Godfather of artificial intelligence" talks impact and potential of AI - "Geoffrey Hinton is considered a godfather of artificial intelligence, having championed machine learning decades before it became mainstream. As chatbots like ChatGPT bring his work to widespread attention, we spoke to Hinton about the past, present and future of AI."


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The AI revolution: Google's developers on the future of artificial intelligence  "Competitive pressure among tech giants is propelling society into the future of artificial intelligence, ready or not. Scott Pelley dives into the world of AI with Google CEO Sundar Pichai." 


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Learn more about these complicated and ethically-charged issues: 

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Related articles from this website: 






Sunday, January 29, 2023

Inside the Black Box: Thoughts on Judgement, Intuition, Synthesis & Artificial Intelligence

Your Inner "Wisdom Filter" & Decision-Making

[Note: This article was inspired by a comment from a Facebook friend, one of the smartest people I know, after I posted a link to a news article about the potential for AI systems to attain singularity with humanity very soon. She said, "... as a writer and artist, I am not convinced that the divine spirit that informs great writers and artists can be replicated by computers." This comment poked at me for days, irritating and causing me to abandon the half-written article I had been working on. There is an old saying that sometimes writers write to figure out what they are actually thinking. Below is my response to my friend's comment, in which I have begun to figure out what I think about AI's place in our world. - MG]

Why You Can "Trust Your Gut" 

A few years back, when I was teaching project management (PM) for new project managers, I encouraged them to overcome their decision-making doubts and "analysis paralysis" by showing them a graphical depiction of why their so-called "gut decisions" or intuitions were actually grounded in their many valuable life experiences. (See diagram above.) I later captured the matching narrative in a podcast then an essay which became the chapter Why You Should Trust Your Judgement (Your "Inner Wisdom" Filter) in my book Worth Sharing: Essays & Tools to Help Project Managers & Their Teams.  

Here's a quick summary: 

"... Your intuitions, “gut feelings,” and hunches are derived from, and ultimately grounded in, your unique life experiences, both good and bad. And because of this, they have behind them the solid proof of your reality. To illustrate how all these experiences come together to generate solid, trustworthy judgments, I present to you the analogy of the common kitchen strainer... Your inner voice (i.e., your judgment) operates pretty much like that kitchen strainer! Let’s say you have to make a difficult decision and don’t have time to think about it. All sorts of possibilities and pertinent facts and constraints and outcomes rattle around in your brain. Your “internal strainer” is activated to deal with this. The wires in your strainer are made up of a vast set of unique experiences that you’ve acquired over your lifetime. Successes, failures, joys, miseries, and all sorts of life events combine to form this internal screening mechanism.... when all the possible solutions and issues related to a problem are dumped into that strainer, the good stuff — a unique and powerful judgment — emerges. It’s a judgment that’s automatically informed by all of your life experiences. And, as such, it’s powerful and trustworthy!" -  from Why You Should Trust Your Judgement (Your "Inner Wisdom" Filter)