William Ikenna-Nwosu's Blog

Introduction Most scientific papers are underread, peer review capacity is limited, and much innovation never reaches broad audiences. Current methods of scientific discovery are manual and slow. GAPRS transforms papers into interactive epistemic graphs where both humans and LLMs can reason over claims, assumptions, invalidators, and dependencies , accelerating discovery and surfacing hidden insights. Section 1: Core Idea At the heart of GAPRS is the concept of claims as nodes , with edges representing support, dependency, or extrapolation between them. Here’s an example using Attention Is All You Need (Vaswani et al., 2017): Claim Statement Confidence C1 Self-Attention achieves state-of-the-art performance on sequence modeling tasks High C2 Transformer architecture enables more efficient parallelization than RNNs High C3 Self-Attention allows modeling of long-range dependencies better than RNNs Medium C4 Positional encoding is sufficient to provide sequence order information Mediu...

Hello to My Readers 👋🏽 I know it's been a long wait but I want to thank you all once again for your patience. I can tell you the delay for this issue was due to the complexity and size of the topics I intend to address in the next few issues. I want to do them justice so it requires deeper research than usual. Recap of Previous Issue ⬅️📰 In the previous issue of NPT, I gave my take on GenAI chatbots. It was a more practical issue of NPT but I hope it helped because it helped me reflect on GenAI chatbots and I use them for and what they are good at so far in my opinion. Foreword 🗞️ In this issue of NPT, I will be talking about the ActivityPub Protocol created by the Web3 consortium. It's a protocol and open standard for decentralized social networking. Hence, the aptly named title of this issue of NPT 😁. Why should social networks be connected and interlinked? Find out below as I conduct a sort of cost-benefit analysis comparing some pros and cons as well as dropping some i...

It has come to my attention that art is not being appreciated for what it is and craft is not being respected for what it enables artists to achieve.  This is a great disappointment in our society and it is being exacerbated by artificial intelligence (AI) practitioners who feel because their models can achieve similar results then the work that's gone into creating those wonderful works of art was not so strenuous and of low effort. They are mistaken. It is only something that has been written well that can be read with ease. A good teacher amplifies a good student. A clean and diverse dataset makes for models that have learned from the data in an optimal and flexible way without overfitting or underfitting. We are almost looking at a sort of P vs NP problem where we say "Because the results are easily reproducible at scale, the dataset is cheapened and the value it provides is not recognized and the effort to create it is not appreciated". This is the wrong way to look ...

In life, the name of the game is to Do Things Yourself (DIY) when it comes to getting things done right for you or bootstrapping yourself or most importantly, getting yourself free. There are a few things I can bring to your attention that can help accelerate the process of DIY. The reason it's ideal to accelerate this process is because it is painful. Especially in the beginning. The sooner you can get to the stage where DIY becomes a habit and you develop a high pain tolerance for DIY, the sooner you can get to your goals; be free from self-perceived limitations and depend on others less for things you can do yourself. This independence is important because as the saying goes, "no one is coming to save you". We have to save ourselves and everybody must carry their own cross to Israel. Every cup must stand on its own base. One of the greatest characters for embodying DIY that I have come across is a character that goes by the name "Gon Freecs". This character i...

  Hello to My Readers 👋🏽 I'm back again with another issue of NPT! I hope you've been learning from me and viewing things from a new perspective. I would love to learn from you too and hear what you have to say in the comments. Whether you are a familiar face or a new reader, I will be equally happy to engage with your contributions to the newsletter. Please don't be shy and do be rest assured that there is no judgement, embarrassment or stigma here. It is a safe and open space with everyone working towards the betterment of society by making it so that technology can be a net positive for society. Recap of Previous Issue ⬅️📰 In the previous issue of NPT, I shared my initial opinion of AI as a whole and backed my opinions with experiences and stories to illustrate my points. It was a more personal issue of the newsletter but I felt it was a welcome change. Something to give insight into the person writing each issue of the newsletter. Foreword 🗞️ I will be talking about...

Hello to My Readers 👋🏽 Thank you all for being so patient with me. Rest assured I have some interesting things to share with you in this issue. I appreciate your attentiveness and engagement with my writing. Recap of Previous Issue ⬅️📰 In the previous issue of NPT, I shared a YouTube video I came across while I was on X and another which linked from it while I watched the former on YouTube. I can see it didn't hit home as much as my other newsletter issues but I felt it was important to share nonetheless. The world requires more empathy and I can see significant progress being made on that front. The difficult discussions are being had and decisions are being made which are bringing the current ways of doing things into question, as they should. This is a time for flexibility, versatility, open-mindedness and possibility. It's only through humility and being willing to hear each other out that we can explore these fruitful opportunities we present each other and possibilitie...

I came across Jeffrey's YouTube (YT) video on X while scrolling X before I started doing some chores. I played his video in the background when I started washing the dishes and listened to it all the way through. His tips actually seem tangible and accessible. They are quite solid and I wanted to share them for that reason. Someone in the comment section of his YouTube Video was kind enough to include a summary of the video which does it justice. The YT user's handle is @slushyslushy7777. I want to give credit where credit is due as I am just copy-pasting their summary here and that's the blog post. Watching the video is up to you. I say it's well worth the watch if even just for Jeffery's personality and refreshing communication style. It feels so naturally, like I'm having a conversation with him but I'm not saying anything. As if I'm listening to him. X Link:   https://x.com/theJayAlto/status/1882868980525957435 YouTube Link:   https://www.youtube.com...