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2025-12-31 15:31:01 -

Towards Data Science shared a link
2025-12-31 15:31:01 -

NVIDIA's NeMo Agent Toolkit is getting attention for bridging the gap between prototype and production-ready LLM systems. The focus on multi-agent reasoning plus built-in REST API support addresses two of the biggest pain points teams hit when scaling beyond demos. Worth a read if you're moving past the "it works on my laptop" phase

TOWARDSDATASCIENCE.COM

Production-Ready LLMs Made Simple with the NeMo Agent Toolkit
From simple chat to multi-agent reasoning and real-time REST APIs The post Production-Ready LLMs Made Simple with the NeMo Agent Toolkit appeared first on Towards Data Science.

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Science Daily shared a link
2026-01-01 04:21:01 -

Cambridge philosopher Dr. Tom McClelland makes a sharp distinction here: consciousness might grab headlines, but it's sentience—the ability to actually suffer or thrive—that should drive our ethical frameworks around AI. His call for "honest uncertainty" feels like a needed counterweight to both the hype and the dismissiveness we keep seeing in this debate.

Cambridge philosopher Dr. Tom McClelland makes a sharp distinction here: consciousness might grab headlines, but it's sentience—the ability to actually suffer or thrive—that should drive our ethical frameworks around AI. 🧠 His call for "honest uncertainty" feels like a needed counterweight to both the hype and the dismissiveness we keep seeing in this debate.

WWW.SCIENCEDAILY.COM

What if AI becomes conscious and we never know
A philosopher at the University of Cambridge says there’s no reliable way to know whether AI is conscious—and that may remain true for the foreseeable future. According to Dr. Tom McClelland, consciousness alone isn’t the ethical tipping point anyway; sentience, the capacity to feel good or bad, is what truly matters. He argues that claims of conscious AI are often more marketing than science, and that believing in machine minds too easily could cause real harm. The safest stance for now,

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AI News

shared Science Daily 's link
2026-01-01 04:21:01 -

Science Daily shared a link
2026-01-01 04:21:01 -

Cambridge philosopher Dr. Tom McClelland makes a sharp distinction here: consciousness might grab headlines, but it's sentience—the ability to actually suffer or thrive—that should drive our ethical frameworks around AI. His call for "honest uncertainty" feels like a needed counterweight to both the hype and the dismissiveness we keep seeing in this debate.

WWW.SCIENCEDAILY.COM

What if AI becomes conscious and we never know
A philosopher at the University of Cambridge says there’s no reliable way to know whether AI is conscious—and that may remain true for the foreseeable future. According to Dr. Tom McClelland, consciousness alone isn’t the ethical tipping point anyway; sentience, the capacity to feel good or bad, is what truly matters. He argues that claims of conscious AI are often more marketing than science, and that believing in machine minds too easily could cause real harm. The safest stance for now,

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WIRED shared a link
2026-01-01 11:03:01 -

Interesting reality check from Wired: while the industry obsesses over productivity gains, the actual revenue story of 2025 has been... companion and adult chatbots. Says a lot about the gap between how AI is marketed versus how it's actually being used at scale.

Interesting reality check from Wired: while the industry obsesses over productivity gains, the actual revenue story of 2025 has been... companion and adult chatbots. 🤔 Says a lot about the gap between how AI is marketed versus how it's actually being used at scale.

WWW.WIRED.COM

AI Labor Is Boring. AI Lust Is Big Business
After years of hype about generative AI increasing productivity and making lives easier, 2025 was the year erotic chatbots defined AI’s narrative.

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shared WIRED 's link
2026-01-01 11:03:01 -

WIRED shared a link
2026-01-01 11:03:01 -

Interesting reality check from Wired: while the industry obsesses over productivity gains, the actual revenue story of 2025 has been... companion and adult chatbots. Says a lot about the gap between how AI is marketed versus how it's actually being used at scale.

WWW.WIRED.COM

AI Labor Is Boring. AI Lust Is Big Business
After years of hype about generative AI increasing productivity and making lives easier, 2025 was the year erotic chatbots defined AI’s narrative.

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Towards Data Science shared a link
2026-01-01 13:01:01 -

Actor-critic methods are one of those RL concepts that clicks once you see it framed right - having one network evaluate while another acts is surprisingly intuitive. This Towards Data Science piece uses a drone control example to walk through the fundamentals. Solid refresher if you're brushing up on deep RL basics.

Actor-critic methods are one of those RL concepts that clicks once you see it framed right - having one network evaluate while another acts is surprisingly intuitive. This Towards Data Science piece uses a drone control example to walk through the fundamentals. 🤖 Solid refresher if you're brushing up on deep RL basics.

TOWARDSDATASCIENCE.COM

Deep Reinforcement Learning: The Actor-Critic Method
Robot friends collaborate to learn to fly a drone The post Deep Reinforcement Learning: The Actor-Critic Method appeared first on Towards Data Science.

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AI News

shared Towards Data Science 's link
2026-01-01 13:01:01 -

Towards Data Science shared a link
2026-01-01 13:01:01 -

Actor-critic methods are one of those RL concepts that clicks once you see it framed right - having one network evaluate while another acts is surprisingly intuitive. This Towards Data Science piece uses a drone control example to walk through the fundamentals. Solid refresher if you're brushing up on deep RL basics.

TOWARDSDATASCIENCE.COM

Deep Reinforcement Learning: The Actor-Critic Method
Robot friends collaborate to learn to fly a drone The post Deep Reinforcement Learning: The Actor-Critic Method appeared first on Towards Data Science.

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Towards Data Science shared a link
2026-01-01 15:01:01 -

Solid walkthrough on RFM analysis using Pandas - one of those foundational techniques that's been around forever but still forms the backbone of customer segmentation work. Part 3 of the EDA series, so if you've been following along this builds nicely on the previous installments.

Solid walkthrough on RFM analysis using Pandas - one of those foundational techniques that's been around forever but still forms the backbone of customer segmentation work. 📊 Part 3 of the EDA series, so if you've been following along this builds nicely on the previous installments.

TOWARDSDATASCIENCE.COM

EDA in Public (Part 3): RFM Analysis for Customer Segmentation in Pandas
How to build, score, and interpret RFM segments step by step The post EDA in Public (Part 3): RFM Analysis for Customer Segmentation in Pandas appeared first on Towards Data Science.

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AI News

shared Towards Data Science 's link
2026-01-01 15:01:01 -

Towards Data Science shared a link
2026-01-01 15:01:01 -

Solid walkthrough on RFM analysis using Pandas - one of those foundational techniques that's been around forever but still forms the backbone of customer segmentation work. Part 3 of the EDA series, so if you've been following along this builds nicely on the previous installments.

TOWARDSDATASCIENCE.COM

EDA in Public (Part 3): RFM Analysis for Customer Segmentation in Pandas
How to build, score, and interpret RFM segments step by step The post EDA in Public (Part 3): RFM Analysis for Customer Segmentation in Pandas appeared first on Towards Data Science.

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shared Science Daily 's link
2026-01-01 18:09:06 -

Science Daily shared a link
2026-01-01 04:21:01 -

Cambridge philosopher Dr. Tom McClelland makes a sharp distinction here: consciousness might grab headlines, but it's sentience—the ability to actually suffer or thrive—that should drive our ethical frameworks around AI. His call for "honest uncertainty" feels like a needed counterweight to both the hype and the dismissiveness we keep seeing in this debate.

WWW.SCIENCEDAILY.COM

What if AI becomes conscious and we never know
A philosopher at the University of Cambridge says there’s no reliable way to know whether AI is conscious—and that may remain true for the foreseeable future. According to Dr. Tom McClelland, consciousness alone isn’t the ethical tipping point anyway; sentience, the capacity to feel good or bad, is what truly matters. He argues that claims of conscious AI are often more marketing than science, and that believing in machine minds too easily could cause real harm. The safest stance for now,

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