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Colby Bean
Fullstack Developer | Next.js | Wordpress & Shopify | Replit
New to Contra
Colby is ready for their next project!
AI Is Entering the Agent Era
The current shift in AI is no longer about larger models or better prompts. The real momentum is around AI agents—systems that can plan, act, observe results, and adapt over time. This is redefining how intelligent products are designed and...
Where AI Is Headed Right Now: From Breakthroughs to Real Products
The current wave of AI is defined less by breakthroughs and more by execution. Access to powerful models is now widespread. What’s scarce is the ability to turn that intelligence into products people trust and rely...
Deep Learning Is Moving From Research Advantage to Product Baseline
Deep learning is no longer a differentiator by itself. Foundation models, open weights, and pretrained architectures have compressed the gap between research labs and product teams. What used to be cutting-edge...
Machine Learning Is Shifting From Models to Systems
The machine learning conversation has moved on. Better models are no longer the differentiator. Most teams now have access to strong architectures, pretrained weights, and APIs. What separates winning products is how those...
Generative AI Is Becoming Product Infrastructure
Generative AI is no longer a feature layered onto products. It is rapidly becoming infrastructure. Text, image, code, and agent-based generation now sit at the core of how modern software creates value, not at the edge.
What’s...
