GSoC 2026 prototype — CLEWS→OG-Core ETL pipeline, subprocess runner, and Flask API. Parameter names verified against ogcore/default_parameters.json.

Markowitz Mean-Variance Portfolio Optimization using CVXPY | GSoC 2026 Pre-Application Work

High-performance, zero-copy Rust inference backend for Vision-Language Models (VLMs). Designed for edge deployment utilizing ONNX Runtime and hardware-accelerated execution providers.

GSoC 2026 qualification task: Spack upstream readiness audit for key4hep packages

Interactive network traffic anomaly visualizer — parses PCAP/Zeek logs and renders connection graphs, time-series plots, and protocol breakdowns via a Flask dashboard

AI-powered Qt .ts translation tool for Vorta — built as GSoC 2026 exploration project

ML4Sci GSoC 2026 Evaluation (FASEROH): Training Seq2Seq architectures (LSTM & Transformer) to compute symbolic Taylor series expansions.

AutoEIT GSoC 2026 evaluation: Spanish EIT audio transcription and automated meaning-based scoring

Spanish EIT audio transcription pipeline — GSoC 2026 AutoEIT evaluation (Test I)

ML-based network intrusion detection system with real-time alerts, SHAP explainability, and a Flask dashboard

Real-time face detection using Intel OpenVINO toolkit — GSoC 2026 preparation project

Sparse Autoencoder + Pruning for CMS jet classification | GSoC 2026 @ CERN-HSF | Built with spconv + PyTorch

POC for GSoC 2026 — normalizes LLM API responses from Gemini, OpenAI, Anthropic and Ollama into one common structure

Three-stage pipeline for behavioral eval coverage inventory, gap analysis, and automated eval generation for Gemini CLI - GSoC 2026 proposal for Project #23331

GSoC 2026 — ML4SCI DeepLense Evaluation Test: Multi-Class Classification + Gravitational Lens Finding

Empirical analysis quantifying the 0.009 ROC-AUC gap between PyTorch GNNs (2D graphs) and OLMo-7B (1D SMILES) on Tox21. Exposes the Random Split illusion and provides the baseline justification for Topological State Machine (TSM) integration.

GSoC 2026 Proposal: AI-Powered Configuration Navigator for Drupal - Proof of Concept

​GSoC 2026 Screening — Team Communication Processing and Analysis in Human-Factors Simulated Environment | HumanAI / TRIP Lab

Evaluation pipeline for the ML4SCI DeepLense GSoC 2026 project, focusing on dark matter morphology and Equivariant Neural Networks.