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Hey everyone. I’m a 5 YoE full-stack engineer who has been crossing over into AI research. Like many of you, I got incredibly frustrated with Vector RAG hallucinating import paths and losing context when navigating deep codebases. RAG treats strict software architecture like a probabilistic novel. I wanted to see what happened if we treated it like a mathematical graph instead. I wrote a white paper and built a framework around this concept called Graph-Oriented Generation (GOG). The […]

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Table of Links Abstract and 1. Introduction Methods Quantitative Results and Creativity Support Index Qualitative Results from Focus Group Discussions Discussion Mitigations and Conclusion and Acknowledgments Ethical Guidance References A. Related Work on Computational Humour, AI and Comedy B. Participant Questionaire C. Focus 2 METHODS Our study was designed to address a challenging problem, with on one hand, limitations of LLMs (stereotypes, inability to distinguish comedic offensiveness from harmful speech, cultural erasure and homogeneisation of content), and on […]

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Table of Links Abstract and 1. Introduction Methods Quantitative Results and Creativity Support Index Qualitative Results from Focus Group Discussions Discussion Mitigations and Conclusion and Acknowledgments Ethical Guidance References A. Related Work on Computational Humour, AI and Comedy B. Participant Questionaire C. Focus ABSTRACT We interviewed twenty professional comedians who perform live shows in front of audiences and who use artificial intelligence in their artistic process as part of 3-hour workshops on “AI x Comedy” conducted at the […]

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Why Smart Machines are Still Idiots The current AI race is obsessed with a singular, I would argue, flawed metric: Scale. AI top dogs assume that if we feed the machine more tokens, more parameters, and more compute, it will eventually “wake up” or at least become more capable than humane units. But that’s just a trap if not an illusion, as we are building the world’s most sophisticated library, yet we expect it to act like a […]

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Short answer: Crypto ETFs are like a crypto representation on traditional stock exchanges. For the long answer, we can start with ETFs themselves. Short for Exchange-Traded Funds (ETFs), they’re centralized financial tools created around 1989, and they had nothing to do with crypto until more recently. As a type of investment fund, it pools money from many investors and uses it to track the price of something. It could be stock market indexes such as S&P500, commodities, such […]

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Multi-agent reinforcement learning (MARL) is increasingly used to design learning-enabled agents that interact in shared environments. However, training MARL algorithms in general-sum games remains challenging: learning dynamics can become unstable, and convergence guarantees typically hold only in restricted settings such as two-player zero-sum or fully cooperative games. Moreover, when agents have heterogeneous and potentially conflicting preferences, it is unclear what system-level objective should guide learning. In this paper, we propose a new MARL pipeline called Near-Potential Policy Optimization […]

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I wrote an article talking about (in my opinion!) the 5 best batsuits from Batman: Arkham Knight. After I finished writing it, it got me thinking of another superhero videogame centered on someone who has decades of stories, tv shows, and movies to take suit inspiration from. I’m, of course, referring to Marvel’s Spider-Man. That game had a ton of alternate costumes, a lot of them amazing, and a lot of them not so much. But today, let’s […]

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