Why LLMs Cannot Discover New Scientific Theories
There’s a paper out of DeepMind that’s worth sitting with,

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I’m Richmond Addo Afari, a creative professional working at the intersection of design, engineering, and innovation. Over the past 5 years, I’ve delivered 100+ solutions across software, design, and AI for businesses spanning 3+ countries.
I’m also the founder of two growing ventures: Design Balcony, a web and design agency focused on building modern digital experiences and strong brand identities, and Provah, an innovative platform designed to help students, especially final-year students, showcase and pitch their capstone projects to individuals, organizations, and industries that can benefit from their solutions.
I specialize in building modern websites, crafting strong visual identities, and developing user-friendly systems, while staying grounded in research across software engineering, cloud computing, and artificial intelligence. Every project I take on is shaped by creativity, precision, and a genuine commitment to solving real problems.
My approach is simple: understand what you need, bring the right combination of design and technology to the table, and deliver work that’s professional, effective, and built to last.
I build scalable, user-focused software that solves real-world problems, delivering clean, efficient code across frontend and backend systems.
I create websites that help you attract more customers, communicate your brand clearly, and turn visitors into paying clients.
I create mobile apps that turn ideas into simple, useful digital experiences that people can use anytime, anywhere.
I build and manage reliable systems that make software delivery faster, smoother, and more efficient through automation and best practices.
I build smart AI automations that help businesses save time, reduce manual work, and improve efficiency by streamlining everyday operations.
I create visually appealing designs that communicate ideas clearly, build strong brand identity, and leave a lasting impression.
I explore computer science concepts and technologies to understand how systems work and find better ways to solve real-world problems.
An AI-powered app that predicts the pathogenicity of genetic mutations using the Evo2 LLM from Stanford University.
A cloud-based AI system that analyzes OCT retinal scans using deep learning to detect and classify eye diseases.
A mobile app connecting final-year students to industry professionals through capstone project showcasing.
An Event-Driven Paystack Payment Microservices System using Golang , gRPC and Docker. RabbitMQ Handles asynchronous messaging between services.
There’s a paper out of DeepMind that’s worth sitting with,
Not long ago, writing a deployment script meant sitting down,
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The Odds of Getting Into Lakeside In 1968, the UN
Design and engineering come together in how I solve problems. Every project is about finding clear, practical solutions that not only look good but also work efficiently and make sense in real use.
Book a free call with me, let’s talk!