Kibrom Kidane

Flutter-based audio streaming and podcast app used by thousands of users. I was a Flutter developer primarily focused on the project's back end and bloc-related parts. I collaborated with other developers to implement and improve the code's data model, data flow, and efficiency.

Neuron is an airdrop web application designed with React and is intended to function as a Telegram mini-app. This tap-to-earn project allows users to tap a coin to receive an airdrop once the Neuron coin is listed.

This project focuses on enhancing an open-source LLM like Llama 2's ability to detect and understand logical fallacies, a crucial aspect of critical thinking and argument analysis. The work involved creating an extensive dataset of logical fallacies and fine-tuning large language models for improved fallacy recognition.

KEY ACHIEVEMENTS
1. Dataset development:
• Curated organic datasets from reputable sources, covering 14 fallacy categories.
• Created a synthetic data generation pipeline, expanding the dataset to over 10,000 examples per category.
• Ensured diversity across multiple domains while maintaining consistency in fallacy representation.

2. Model fine-tuning:
• Utilized the Anyscale platform to fine-tune Llama 2 and 3 models on the custom dataset.
• Implemented systematic approaches for model training and evaluation.

3. Tool development:
• Developed Python scripts for data generation, validation, and model testing.

RESULTS AND IMPACT
The project yielded significantly improved accuracy in fallacy detection and generation. Potential applications include educational tools, content moderation, and argument analysis systems.

End-to-end derivation of the standard model and Newton's constant through the conformal embedding E₈(1) ⊃ G₂(1) × F₄(1).

Zero dimensionless free parameters. Every mass ratio, every mixing-matrix element, α_em(0), sin²θ_W, G_ind/G_N, and η_B is fixed by pure group theory. The Planck mass only sets the unit system (equivalent to working in Planck units with M_Pl = 1), and any other dimensional observable could play the same role.