Training AIs How to Think Not labeling. Not prompting. Teaching reasoning frameworks. From Labels to Logic For years, the main jobs related to AI seemed unexciting. Data labeling, annotation, and tagging were the tasks at hand. Workers drew boxes around objects in images, marked sentiment in text, or checked answers for accuracy. It was repetitive […]
AI now operates in ways that slip outside traditional metrics. The Shift We Can Feel But Cannot Quantify Companies have always measured progress. They look at productivity, throughput, efficiency, and margin improvement. Reporting has shaped our understanding of reality. However, a curious change is happening as AI takes on more tasks. The old methods of […]
How teams of AIs are beginning to collaborate alongside humans The First Signs of a Shift Workplaces have always been structured around teams of people. Groups with different skills coordinate, pass on tasks, and work through issues together. In 2025, a new layer will join that structure. It’s not just one assistant working quietly in […]
The AI-Driven Drug Discovery Revolution with Real Money, Real Breakthroughs, Real Timelines A Quiet Revolution The drug discovery process has been one of the slowest and most costly in science. It typically takes over a decade and costs more than a billion dollars to bring a new therapeutic agent to market. In 2025, this is […]
The AI tools built for companies that are still searching for customers A Layer Most People Never See The public AI boom is straightforward to see. New models keep coming out, GPU clusters grow, and companies hurry to get on board with this trend. This story fills conference stages and quarterly earnings calls. It’s clear […]
How prompts quietly became the connective tissue inside modern AI systems The End of Improvised Prompting There was a time when prompting felt spontaneous. People shared clever inputs in chats, exchanged tricks on social media, and treated AI models like tools that responded to instinct instead of a set format. The idea was straightforward. Anyone […]
Wearable AI is quietly positioning itself as the post-smartphone platform. For seventeen years, the smartphone has been the main way people interact with technology. By 2025, a new type of device will start to challenge its dominance. These AI wearables will lessen the need to tap, swipe, or hold a screen at all. This change […]
How neuro-symbolic AI is redefining machine intelligence. For the past decade, AI progress has focused on scale. This means bigger models, more tokens, and larger GPU clusters. However, in 2025, researchers are moving toward a different kind of progress. They aim for systems that can reason, not just predict. This shift centers on neuro-symbolic AI, […]
How one person can now run what once took an entire company. The New Scale of One Across industries, the nature of ambition is changing. Where large companies once needed hundreds of employees and many layers of management, a new model is emerging. This model is the “solo conglomerate”: a single operator managing multiple ventures […]
Inside the trillion-dollar pursuit of artificial general intelligence. The world’s most powerful technology companies are starting to see intelligence as a key resource. This resource could decide economic, political, and even civilizational dominance. And they are investing in it more than ever. In 2025, NVIDIA surpassed US $3.1 trillion in market capitalization, briefly overtaking Apple, […]
How compute power became the newest financial asset in the AI economy. The Invisible Commodity Training the latest generative-AI models costs billions, not millions. By mid-2025, leading labs reported that compute budgets had surged, driven by rising demand for high-performance GPUs and data-center scale-up. For example, CoreWeave signed a five-year contract worth US $11.9 billion […]
Why companies are no longer “testing” artificial intelligence — they’re building on it. There’s a quiet change in the language of corporate strategy and the business world is taking notice. A year ago, executives spoke about pilots. Today, they talk about platforms. According to McKinsey & Company’s 2025 State of AI Survey, 88% of organizations […]