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Second Opinion

Autonomous Research Agents: The Future of AI Analysis

The recent launch of Perplexity’s Deep Research tool marks a pivotal moment in the evolution of AI-driven research platforms, positioning itself as a direct competitor to established offerings from OpenAI and Google Gemini. By combining rapid processing speeds, cost-effective pricing, and advanced autonomous research capabilities, Perplexity’s solution addresses critical gaps in enterprise and casual research […]

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Second Opinion

The Transformative Impact of Multimodal LLMs

The integration of multimodal capabilities into large language models (LLMs) represents a paradigm shift in artificial intelligence, fundamentally altering the trajectory of natural language processing (NLP). By combining textual understanding with visual, auditory, and sensory data processing, multimodal LLMs such as GPT-4, Google Gemini, and specialized architectures like Lava have transcended the limitations of traditional […]

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AI and Society

GenAI in 2025: Existential Threats and Career-Defining Opportunities

Generative AI (GenAI) is set to fundamentally alter the landscape of data science, software development, and startups in 2025. There are 3 overarching themes that drive all these changes. As we step into 2025, businesses must rethink strategies, adapt to new tools, and seize opportunities to innovate. In this article, we explore how GenAI in […]

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Project Skydrop Projects

Project Skydrop: Hunting Treasure with Monte Carlo Simulations

A treasure hunt named Project Skydrop was recently run by creators Jason Rohrer and Tom Bailey. Unfortunately, the treasure has already been found, but I’ve been searching for the treasure with Monte Carlo simulations for the last 5 days. The true location of the treasure hasn’t been announced yet, but I believe I now know […]

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AI and Society Second Opinion

Can LLMs Synthesize New Knowledge?

My old friend Ryan Casey posed this question recently, and wrote up a nice theory with a proposed solution to the question which he calls Probabilistic Knowledge Synthesis (PKS). The purpose of my post here is to respond to Ryan’s theory and offer my own perspective on the question of whether LLMs can synthesize new […]

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AI and Society

How AI Can Disrupt Social Media and End Addiction

Social media is the new nicotine. The Surgeon General already declared as much for youth in May, and as of yesterday is being urged by 42 state attorneys general to do so for adults as well. I see it’s toxic effect every day on my family, including myself, my kids, and my wife. We are […]

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AI and Society

Climate Tech Is About To Get Desperate

The new reality is that the next wave of climate tech investments will be bold, outlandish, desperate, and probably dangerous. In 2022 the world had a viable path towards solving climate change. The recipe was simple enough: just rapidly scale out climate technologies like renewables, EVs, heat pumps, alternative proteins, and low carbon concrete and […]

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AI Search

AI Search Will Break the Internet

The contract between creators and distributors of digital content is broken. The Contract Since the dawn of the Internet, the basic contract between search engines and content creators has been this: Content creation makes economic sense when search engines send large amounts of free traffic that can be converted to ad revenue by the creator. […]

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Blogging Trends Data Nerd Data Science Projects

Will Employers Even Care About My Sentiment Analysis Project?

Creating a portfolio of your data science projects is generally a great idea. But as an NLP hiring manager, there is one common portfolio project that I’ve always kind of shrugged at: sentiment analysis. So when I recently analyzed a large data set of job postings and blog articles, and found evidence to confirm my […]

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Blogging Trends Data Nerd Data Science Projects

Where are all the generative AI job postings?

The data science blogging community has been fascinated with generative AI over the last few months, proven by the fact that a peak of almost 14% of all data science articles mentioned ChatGPT in mid-April 2023. That’s why I was completely shocked to discover that data science job postings in June 2023 almost never mentioned […]