Dear Colleagues! This is Asrar Qureshi’s Blog Post #1233 for Pharma Veterans. Pharma Veterans Blogs are published by Asrar Qureshi on its dedicated site https://pharmaveterans.com. Please email to pharmaveterans2017@gmail.com for publishing your contributions here.
Preamble
In February 2026, technology entrepreneur Matt Shumer published an essay titled “Something Big Is Happening,” arguing that artificial intelligence has reached a turning point that could transform society as profoundly as the COVID-19 pandemic reshaped global life. His central message is simple but urgent: AI capability has recently crossed a threshold, and most people are underestimating how fast it will disrupt jobs, industries, and knowledge work. [Link at the end]
The article is written as a warning to friends, family, and professionals outside the AI industry, urging them to understand the pace of change and begin preparing for the economic and social consequences.
A Historical Analogy: The “February 2020 Moment”
Shumer begins by drawing a parallel with February 2020, when early warnings about a virus spreading internationally were largely ignored. At that time, everyday life seemed normal: economies were stable, people were traveling, and few imagined that within weeks the entire world would change.
According to Shumer, AI development today resembles that moment before the pandemic. Most people are still living and working as if nothing fundamental is changing, while insiders who closely follow AI capabilities can see a dramatic shift already underway.
His point is not that the transition will happen overnight, but that the technological inflection point may already have occurred, meaning the effects will soon cascade through the economy.
AI Capabilities Have Accelerated Dramatically
One of the essay’s central arguments is that recent AI models represent a massive leap forward compared with systems from even six months earlier. Shumer claims that the current generation of models is “unrecognizable” relative to those from 2024 or early 2025.
He argues that debates about whether AI progress is slowing or “hitting a wall” are now outdated. In his view:
Modern AI models can reason, plan, and execute complex tasks.
They increasingly display behavior resembling human judgment or taste when solving problems.
Their improvement cycle is becoming faster with each generation.
This capability jump has surprised even experienced AI users who test the latest models daily.
A Critical Breakthrough: AI Is Now Helping Build the Next AI
Perhaps the most important development described in the article is that AI systems are beginning to assist in their own development.
Shumer points to documentation showing that a new model was used during its own training and evaluation process. The AI helped debug systems, analyze results, and assist engineers building the next generation of the model.
This creates a powerful feedback loop:
- AI systems help develop new AI models.
- Those new models are smarter.
- The smarter models then accelerate the creation of even more advanced systems.
Researchers often refer to this phenomenon as an “intelligence explosion.”
According to industry leaders, AI already writes a significant portion of software code in major AI companies. As this trend continues, each generation of models could be developed faster than the previous one.
AI Could Surpass Human Intelligence in Many Tasks
Shumer highlights predictions from AI researchers suggesting that within a few years AI systems could become smarter than most humans at many cognitive tasks.
If such systems reach or exceed the intellectual capabilities of highly educated professionals, the implications for employment and productivity could be enormous.
The reasoning is straightforward. If AI can analyze information faster and more accurately than humans, and if it can execute complex digital tasks autonomously, then large portions of knowledge work could be automated.
Shumer suggests that the technology is already approaching this point in some fields.
The Threat to White-Collar Jobs
One of the most controversial parts of the essay concerns the future of employment.
Shumer cites industry predictions that up to half of entry-level white-collar jobs could disappear within one to five years due to AI automation.
Jobs most at risk include roles involving tasks that are primarily performed on computers, such as:
- Data analysis
- Writing and documentation
- Legal research
- Financial analysis
- Customer service
- Software development
- Marketing and content production
His argument is that anything that can be done through a keyboard and screen is potentially automatable by advanced AI systems.
The disruption might not happen instantly, but the underlying capability may already exist.
AI Is Already Transforming Professional Work
Shumer illustrates the current impact of AI by describing how he personally uses AI tools to complete technical tasks that previously required human engineers.
Modern AI models can:
- Write and debug large amounts of software code
- Analyze complex datasets
- Generate research summaries
- Design technical systems
- Handle multi-step problem-solving workflows
In many cases, these systems can perform tasks independently once given a clear objective.
The shift from “AI as a tool” to “AI as an autonomous worker” is one of the key developments highlighted in the essay.
The Gap Between Public Perception and Reality
Another major theme in the article is the growing gap between what AI insiders know and what the general public believes.
Most people interact with free versions of AI systems, which may lag significantly behind the most advanced models used by developers and companies. Because of this gap, the public often underestimates AI capability, the businesses may delay adopting AI technologies, and workers may fail to prepare for future disruption.
Shumer argues that professionals who regularly use cutting-edge AI tools already understand how transformative they are becoming.
The Social and Economic Consequences
If AI continues advancing at the current pace, Shumer believes the consequences could be profound.
Potential outcomes include:
- Massive productivity gains
- Major restructuring of labor markets
- Decline of many traditional professions
- New economic models for work and income
He emphasizes that society has little historical precedent for such rapid technological change, making it difficult to predict the exact outcome.
Sum Up
Matt Shumer’s essay “Something Big Is Happening” presents a stark warning about the rapid progress of artificial intelligence. He argues that recent breakthroughs in AI capabilities, especially systems that can autonomously perform complex cognitive tasks and help build future AI models, signal the beginning of a major technological transformation.
Despite its dramatic tone, the essay ultimately delivers a practical message.
Shumer urges readers to start learning and using AI tools immediately so they can adapt to the coming changes. According to him, individuals who understand how to collaborate with AI will be far more competitive than those who ignore the technology.
Concluded.
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For most blogs, I research from several sources which are open to public. Their links are mentioned under references. There is no intent to infringe upon anyone’s copyrights. If, any claim is lodged, it will be acknowledged and duly recognized immediately.
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