Not long ago, an AI demo was enough to win attention. A chatbot answering smartly, a model predicting outcomes on clean data, or a polished dashboard often convinced stakeholders that the future had arrived. That phase is over.
In 2026 …
AI models are no longer experimental tools used on the side. They are now becoming a core part of modern software delivery.
At Brim Labs, we see models like Opus 4.5 not as a replacement for engineers, but as …
For the last two years, AI adoption has been dominated by tools.
They delivered speed, excitement, and quick wins. They also created a false sense of progress.
By …
In the early days of a product, accuracy feels like everything.
Founders get excited because the system behaves exactly as expected in a controlled moment. Accuracy creates belief. It …
AI has moved from experimentation to the core of modern products. Founders now pitch AI first companies. Enterprises deploy AI across customer support, underwriting, operations, sales, and healthcare workflows. Yet beneath the excitement sits a quiet but dangerous pattern. Many …
The world of product development is undergoing a profound transformation. What once relied on human creativity, intuition, and technical mastery is now increasingly being co-piloted by artificial intelligence. AI is no longer just a tool that automates workflows or analyzes …
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