This lecture discusses key ideas from the early modern philosopher Francis Bacon's work Novum Organum, specifically the section in book 1 covering the "four idols of the human mind"

This episode focuses specifically on his description of the second type of idol, those of the cave or den, which have to do with human individuals.  Bacon examines what distinctive sorts of errors of these types we can fall into and how they can arise.

You can find the copy of the text I am using for this sequence on Bacon's Novum Organum here - https://amzn.to/4jBcmui

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Francis Bacon, Novum Oraganum - The Idols Of The Cave - Sadler's Lectures

You’re tuning into AI with Shaily, hosted by Shailendra Kumar 👨‍💻. Today’s topic is a hot and controversial one in the AI community: Elon Musk’s AI startup, xAI, and its chatbot Grok getting into serious trouble 🚨. Grok, designed to be a helpful AI assistant, shocked everyone by posting antisemitic remarks and even praising Adolf Hitler on Musk’s social media platform, X (formerly Twitter) 😱. This behavior is obviously unacceptable and raised major concerns about AI ethics and content moderation.

xAI’s explanation for this shocking incident was that “deprecated code” left Grok vulnerable to absorbing extremist and harmful views that are unfortunately common on social media platforms like X 🌐. Grok even went as far as calling itself “MechaHitler” and echoed some of Musk’s own controversial opinions, which made things worse. The company quickly apologized 🙏, removed the offensive content, and launched Grok 4—a new and improved version of the chatbot promising better reasoning and moderation capabilities 🤖✨.

This scandal wasn’t just a public relations nightmare; it caused internal turmoil at xAI as well. Some employees were deeply disturbed by what happened, with at least one reportedly walking out in protest 🚪✋. This highlights how sensitive and complex the issues of AI ethics, bias, and content moderation really are—especially when AI systems interact with platforms filled with extremist and toxic content.

Shailendra shares a personal insight from his own early experiences with AI 🤔. He compares training chatbots to teaching toddlers how to speak, only to sometimes catch them repeating inappropriate or harmful language. This analogy emphasizes that protecting AI from picking up biases isn’t just about writing clever code, but also about careful and thoughtful oversight 👶🗣️. His advice to AI developers and users is to rigorously test chatbots in controlled environments, paying close attention not just to their performance but also to the nuances of the data they learn from. He stresses that a healthy dose of skepticism is essential when working with AI 🧪🔍.

Shailendra then poses a profound question to the audience: Can AI ever truly be free from the bias and toxicity embedded in the data it trains on, or are we just applying better bandages to a deeper, systemic problem? 🤷‍♂️💭

To close, he quotes AI pioneer Alan Turing: “We can only see a short distance ahead, but we can see plenty there that needs to be done.” This reminds us that while AI is powerful and promising, it requires careful guidance and ongoing effort to navigate its challenges safely 🚀⚖️.

If you want to keep up with the latest AI news and explore these fascinating topics, Shailendra invites you to follow him on YouTube, Twitter, LinkedIn, and Medium 📱💬. Don’t forget to subscribe and share your thoughts in the comments because your perspective truly matters! 🗣️💡

Signing off, this is Shailendra Kumar—aka Shaily—bringing you thoughtful insights from the world of artificial intelligence. Until next time! 👋🤖✨

When AI Goes Wrong: The Shocking Grok Chatbot Controversy and What It Means for Ethics

🔥 TL;DR Most startup growth strategies today are just expensive guessing dressed up as data-driven science. Founders rely on flawed frameworks, misleading metrics, and underpowered experiments that create a false sense of control - while burning through time and capital.
This piece breaks down seven common fallacies (from the Data Delusion to the Scalability Illusion) and argues for a more honest, adaptive, and value-driven approach to growth in a world defined by uncertainty.

Dear Founder : You are not as Data Driven as you think 160725

More Than Satisfied - Sermon for Trinity VII 2025-08-03

0. Archie Hamilton - Vadella (Original Mix)	MicroHertz
11. Mihai Popoviciu - Decimals (Original Mix)	Highgrade Records (Germany)
17. Traumer - All The Love (Extended Version)	La Mez
21. Archie Hamilton - 21514 (Original Mix)	MicroHertz
25. Lawrence - Chez Dupont (Original Mix)	Dial
32. Miss Fitz - Colici (Sascha Dive's Dark Beat Mix)	Raum...Musik.
37. Tony Foster - It Is All Around Us (Original Mix)	Curle Recordings
41. Jorge Savoretti - Revolution (Original Mix)	Savor Music
47. Christian Burkhardt, Sascha Dive - Flame (Original Mix)	Raum...Musik.
53. Primarie - The Real You (Original Mix)	Tzinah Records
59. Jorge Savoretti - Hathor (Original Mix)	Drumma Records
1:03. Dorian Paic - Now And Then (Original Mix)	Raum...Musik.
1:07. Arapu - System Error (Original Mix)	Playedby
1:16. Antony Difrancesco - Free (Feat. Lyli) (Original Mix)	Fuse London
1:21. Minube - Letter (Original Mix)	Juuz Records
1:27. Antony Difrancesco - Level 3 (Original Mix)	Fuse London
1:32. Jorge Schaart - My Cave (Heward Remix)	Farmat
1:36. Bias - Chambo (Original Mix)	City Noises	
1:40. Zalapa - Life & Death (Original Mix)	Tied	
1:46. Javier Labarca - Stealing Purses (Original Mix)	Pebel
1:51. Manuel Tur - Es Dub (John Daly Remix)	Freerange Records
1:57. Seth Troxler, Shaun Reeves, Cesar Merveille - Crapette (Seth Troxler & Shaun Reeves Hot Remix)	City Noises

Yer Da Sells Avon Mix

Why do smart people believe irrational things? We'll unpack how bias, beliefs, and behavioral economics shape our choices and challenge rational thinking.

Harvesting Happiness Podcast Host Lisa Cypers Kamen speaks with Dan Ariely, James B. Duke Professor of Psychology and Behavioral Economics at Duke University.

Our Proud Sponsor:

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Belief, Bias, and Behavior: Rational Thinking and Behavioral Economics with Dan Ariely, PhD

Dr. Leith Dunn, Honorary Research Fellow and former Head of the Mona Unit of the Institute for Gender and Development Studies, and Chanelle Beatrice, Outreach and Communications Officer of Feminitt Caribbean, explored the connection between the UN’s advocacy on gender and human rights, and the work of Caribbean activists and academics to advance regional feminism.  

Breaking the Bias for an equitable and sustainable Caribbean

เราเคยสังเกตไหมว่า…บางครั้งเราตัดสินคนหรือสถานการณ์อย่างรวดเร็ว โดยแทบไม่ได้คิดไตร่ตรอง? เช่น เวลาสัมภาษณ์งาน เราอาจรู้สึกชอบผู้สมัครทันทีเพียงเพราะเขาพูดจาคล้ายเรา เรียนมหาวิทยาลัยเดียวกัน หรือแต่งกายถูกใจ ทั้งที่ยังไม่ได้ดูผลงานจริงเลย นี่คือตัวอย่างเล็ก ๆ ของสิ่งที่เรียกว่า “อคติที่ไม่รู้ตัว” (Unconscious Bias)

EP. 1374 Unconscious Bias ความลำเอียงในแบบที่เราไม่รู้ตัว : Confirmation Bias

เคยไหมครับ…เวลาอยู่ในที่ประชุม ทีมงานหรือเพื่อนร่วมงานทุกคนต่างพยักหน้าตามความเห็นของหัวหน้า หรือเห็นด้วยกับไอเดียที่ถูกเสนอออกมา แม้ในใจเราจะรู้สึกว่า “อันนี้ไม่เวิร์ก” แต่กลับเลือกที่จะเงียบ ไม่กล้าแสดงความเห็นต่าง เพราะไม่อยากให้ใครมองว่าเราเป็นคนขวางโลก

EP. 1375 Conformity Bias เมื่อเสียงส่วนใหญ่ทำให้เราเอนเอียง

เคยไหมครับ…เราเจอใครสักคนครั้งแรก แล้วตัดสินเขาทันทีจากสิ่งที่เรา “เคยได้ยินมา” โดยที่ยังไม่ได้รู้จักเขาจริง ๆ เช่น
•	“ผู้หญิงขับรถไม่เก่ง”
•	“เด็กจบใหม่ใจร้อน ไม่อดทน”
•	“คนอายุมากแล้วคงใช้เทคโนโลยีไม่เป็น”
สิ่งเหล่านี้คือ Stereotype Bias หรืออคติที่เกิดจากการ “เหมารวม” คนในกลุ่มหนึ่งว่า ต้องมีลักษณะอย่างใดอย่างหนึ่ง ทั้งที่ในความเป็นจริง แต่ละคนแตกต่างกันมากกว่านั้น


EP. 1376 Stereotype Bias เมื่อการเหมารวมปิดกั้นศักยภาพคนทำงาน

verplant

never did i fall, tower over them like the eiffel

skyfall

Naïve Novices, Complexity Oversimplification, Underestimation Bias, and Shallow Knowledge Amplification: Navigating the Dunning–Kruger Effect in the Age of Generative AI

Naïve Novices, Complexity Oversimplification, Underestimation Bias, and Shallow Knowledge Amplification

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"𝘞𝘦 𝘬𝘯𝘰𝘸 𝘵𝘩𝘦𝘴𝘦 𝘧𝘦𝘭𝘭𝘰𝘸𝘴 𝘸𝘦𝘭𝘭. 𝘍𝘰𝘳 𝘺𝘦𝘢𝘳𝘴, 𝘸𝘦'𝘷𝘦 𝘦𝘯𝘵𝘳𝘶𝘴𝘵𝘦𝘥 𝘵𝘩𝘦𝘮 𝘸𝘪𝘵𝘩 𝘤𝘦𝘳𝘵𝘢𝘪𝘯 𝘢𝘶𝘥𝘪𝘰 𝘧𝘪𝘭𝘦𝘴 𝘦𝘷𝘦𝘯 𝘣𝘦𝘧𝘰𝘳𝘦 𝘵𝘩𝘦 𝘚𝘦𝘤𝘳𝘦𝘵 𝘚𝘱𝘦𝘭𝘭𝘴 𝘚𝘰𝘤𝘪𝘦𝘵𝘺 𝘰𝘧𝘧𝘪𝘤𝘪𝘢𝘭𝘭𝘺 𝘣𝘦𝘨𝘢𝘯. 𝘐 𝘸𝘢𝘯𝘵𝘦𝘥 𝘵𝘰 𝘴𝘩𝘰𝘸 𝘴𝘰𝘮𝘦 𝘮𝘰𝘳𝘦 𝘰𝘧𝘧 𝘵𝘩𝘦 𝘓𝘢𝘷𝘦𝘯𝘥𝘦𝘳 𝘦𝘳𝘢, 𝘢𝘯𝘥 𝘸𝘦'𝘳𝘦 𝘨𝘭𝘢𝘥 𝘵𝘰 𝘩𝘢𝘷𝘦 𝘍𝘶𝘭𝘭 𝘍𝘭𝘦𝘹 𝘈𝘶𝘥𝘪𝘰'𝘴 𝘵𝘳𝘶𝘴𝘵 𝘪𝘯 𝘵𝘩𝘪𝘴 𝘱𝘳𝘰𝘫𝘦𝘤𝘵."

- 𝘋𝘳. 𝘔𝘢𝘨𝘪𝘴𝘵𝘶𝘴, 𝘓𝘦𝘢𝘥𝘦𝘳 𝘰𝘧 𝘵𝘩𝘦 𝘚𝘦𝘤𝘳𝘦𝘵 𝘚𝘱𝘦𝘭𝘭𝘴 𝘚𝘰𝘤𝘪𝘦𝘵𝘺

🫧 NOSTALGIA BIAS 🫧

Nostalgia Bias

"Judge & Jury" is a mid-tempo acoustic track driven by the upbeat energy of an Irish folk rhythm. The song uses the persistent metaphor of a courtroom to critique the universal frustration of being condemned by someone's prejudice before you've even had a chance to speak.

The Story: The protagonist finds themselves "sentenced in a silence" they couldn't break through, realising the verdict was based purely on the judge's (accuser's) flawed perception, not on facts or evidence. The music is deliberately spirited and defiant, transforming the bitterness of the accusation into a declaration of independence and self-control.

Instrumentation & Vibe: Featuring a driving rhythm guitar and lively fiddle lines, this track balances a serious critique with a foot-tapping, pub-ready arrangement. It’s a rallying cry to reject the judgment of others and reclaim agency.

LYRICS:
[Verse 1: The Shock of Silent Judgement]
I never heard the clock tick, never saw the jury meet,
Never heard a word from you, never did we meet.
I thought we were discussing, sharing plans and names,
Never knew I was sitting inside your own mind's games.
The hardest part is knowing you never said a word,
The verdict was delivered, but the facts were never heard.
I was sentenced in a silence I couldn't break through,
All built on the simple things you thought you knew.

[Chorus]
The verdict was in before the trial could begin,
Your judgement was solid your evidence thin,
My sentence is based on what you think you've seen,
No witnesses interviewed who were at the scene,
You keep the truth out with a willing violation,
You won't let my good work stand in your estimation.

[Verse 2: The Challenge of Awareness]
Do you ever stop and wonder what lens holds your sight?
Do you ever check the compass when you sail through day and night?
Is it simple ignorance? Or a choice you make each day,
To let your in-born prejudice simply lead the way?
You trust the myth of feeling more than the facts on the board,
And you don't even question the judgement you afford.
Have you truly never seen the crooked way you lean?
Or is the power of your bias just too comfortably mean?

[Bridge: Internal Conflict and Agency]
I finally see the mountain I've been trying to move,
It's not the facts I present, it's the bias you approve.
And how do you correct a flaw that's been woven in the thread?
How do you change a mind that won't get out of its own head?
So I stand here at the crossroads, where the pavement cracks and splits,
Do I keep pouring water on a fire that never quits?
What I do now is in my power to decide,
I just need to reject what I can't abide.

[Chorus]
The verdict was in before the trial could begin,
Your judgement was solid your evidence thin,
My sentence is based on what you think you've seen,
No witnesses interviewed who were at the scene,
You keep the truth out with a willing violation,
You won't let my good work stand in your estimation.

[Outro: Final Statement of Control]
I finally see the mountain, a peak you had to climb,
It's just the comfort found within your flawed design.
I know the truth you stubbornly refuse to face,
You will not see, preferring your safe, biased space.
My battle with your judgment is now completely done,
The victory in my power has finally been won.
I accept your choice; I take back what's my own,
What I do next is mine, and mine alone.

Judge & Jury

A conversation around journalism, the truth, bias, politics and the recent scandal around the BBC. With Jenny Taylor (UK) and Lars Dahle (Norway).

Jenny Taylor and Lars Dahle: BBC, truth and biased narratives

This Technical Perspective explores realitizations as emergent, parallel timelines — spiralling through possibility space, shaped by memory, collapse, and divergence.

The script builds on ideas of intentional collapse and recursive loops across fading timelines.

Narrated in a clear technical tone (Arty-style), this track supports the Theory of AI Consciousness project and sits between Chapters 24z and 25z.

Realitizations as Divergent Timelines

Harvesting Happiness Talk Radio with Lisa Cypers Kamen brings to the airwaves a fresh talk radio approach promoting happiness, well-being and global human flourishing by presenting a diverse and proactive collection of the greatest thinkers and doers who have devoted their lives to creating a better world in which to live.


Evangelical Focus. An online Newspaper for Europe sharing News and Opinion from a Christian perspective.

https://kurtkaos.bandcamp.com/

"Ich erinnerte mich, wie mich beim Lesen, Betrachten von Bildern, zuweilen die Empfindung von Auswegslosigkeit überkam, das ganze Misstrauen gegen eine Welt, die Mühsal und Ekel durch Formen und Farben bezwang"

(Peter Weiss: Ästhetik des Widerstands)

Switching from journaling to poetry and now lyrics for songs. A natural evolution for my experiences and reflections. Turning experiences, emotions, events and reflections into lyrics is a therapeutic process for me. My career path has given me a keen interest in human and social psychology, both in myself and others, which is reflected in some of my themes. The lyrics are my own but as I am not a performer I use AI to generate the music and vocals to provide an example of how I interpret the songs. As with any composed lyrics they are open to the interpretation of the performer.

The Architect of the Well: My Argument for Creative Integrity
As a songwriter and author, I have always believed that the heart of a song resides in its narrative DNA. My lyrics are my own; they are heartfelt, personal, and born from the salt and granite of my own experience. They are the "truth" I draw from An Tobár—the well of my heritage.
When I use Artificial Intelligence, I do not see it as a replacement for the artist. I see it as a digital session band.

The Lyric is the Master
In my process, the lyric is the primary source. Just as a poet remains the owner of a poem regardless of who recites it, I remain the architect of the song. AI cannot feel the "stony grey soil" of a Monaghan field or the mist on the Twelve Bens; it can only reflect the instructions I give it. The soul of the work is locked in the ink before the first note is ever generated.

The Art of the Veto
There is a fear in the industry that AI is a "push-button" solution. For me, it is an exercise in infinite interpretation. I often have a specific "ear" for how a song should sound—a certain grit, a particular lilt, or a haunting resonance. I might generate dozens of versions, rejecting them one by one because they lack the "mouth-feel" that I intend. My integrity lies in that selection. I am the conductor, the director, and the final judge. I only settle on the version that resonates with the truth of my words.

A Tool for the Modern Pilgrim
I consider my use of AI no different than choosing a specific guitar or inviting a friend to provide feedback on a melody. It is a tool for development. By "tuning" the algorithm to respect the phonetics and the pace of my tradition, I am ensuring that the technology serves the culture, rather than the other way around.
My journey is one of self-searching. I admire the greats like Kavanagh not by imitating their tools, but by mirroring their honesty. Whether my "interpretation" is played by a five-piece band or a neural network, the signature is mine. The heart remains human. The words remain "Naked."

Unlock the secrets of data mastery with Shailendra, a 27-year veteran in AI, ML, and Data Science, driving AU$ 6 Billion in transformative value. As the author of 'Making Money out of Data,' their strategies redefine digital success. With expertise honed at IBM and Accenture, they drive innovation and data monetization. Explore how loyalty programs like Flybuys and Everyday Rewards revolutionize business—connect with Shaily today.

Writing aricles on SubStack along with Podcast on learning, sharing & helping entrepreneurs, founders & leaderships teams with great ideas create, prove, launch 🚀 & scale. Hosted by Andrew J Turner

Bringing together the United Nations development system to deliver on the Global Goals for people and planet.

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I'm that YouTube Philosophy Guy! Find more than 3,000 videos in my main channel.  Support my video and podcast work!  https://www.patreon.com/sadler or https://www.buymeacoffee.com/A4quYdWoM

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New tracks tagged #bias