Build log

Projects

AI/LLM research tooling and backend systems first, plus the open-source Unreal tooling that grew out of a long-running hobby.

Code lives on github.com/NikitaEdin (academic & AI work) and github.com/Dmgvol (personal & tooling).

Research · Python & LLMs

AI-DesignPattern

Three-stage benchmarking framework - LLM-driven code generation, dataset curation and multi-model pattern recognition - evaluating four state-of-the-art LLMs across 1,560 Python snippets and 13 GoF design patterns. Basis for my SSRN publication.

6,240 records · 98.7% accuracy

PythonLLM evaluationStatic analysis
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AI tooling · Python

AICodingResearcher

Research and analysis tooling for AI-powered developer tools - automated evaluation runs, structured result capture and comparison across models.

AI developer-tool research

PythonAgentic AIEvaluation
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Open source · Documentation

UE_Modding Guides

The most widely used collection of UE4/UE5 modding guides on GitHub, covering packaging, asset patching, mod loaders and reverse-engineering workflows.

574★ on GitHub

Unreal EngineReverse engineeringCommunity
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C# · Reverse engineering

GhostrunnerRNG

Randomiser mod for Ghostrunner that reads and rewrites live process memory - pointer chains, pattern scanning and safe runtime patching, with a per-level randomisation engine.

Flagship personal project

C#Memory manipulationLive-process tooling
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PHP · Laravel

Green Actions

Object-oriented sustainability tracking web application built with Laravel, applying SOLID principles and test-driven development.

HND key project

LaravelSOLIDTDD
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