PerfLens is a visual Python performance studio (PySide6) that turns cProfile/tracemalloc + stack sampling into interactive flame graphs, timeline traces, memory heatmaps, and call graphs—plus Diff …

🎵 The first playable AI instrument. Experience transformer attention as music. Interactive visualization where each token is a note.

Fake JEPA+EBM: joint GloVe and GPT embeddings, cosine-based energy scoring, exposed as a tool for GPT-5.1 responses API.

XML-Lib is an over-engineered XML playground with a canonical lifecycle, a guardrail subsystem, Hilbert-backed proofs, and PPTX workflow docs. Use it to trace document phases, reason about enforcem…

A self-correcting LLM orchestration framework that dynamically creates and refines its own tools through iterative execution loops with convergence guarantees.

Persona-aware semantic modelling toolkit with NumPy-first pipelines for intent, knowledge, and persona research.

The implementation achieves up to 96.6% accuracy and 0.960 AUC on the UCI SMS Spam Collection dataset, with clear interpretability of learned features.

A comprehensive comparison of SGD, Adam, and custom PSD optimizers on MNIST and CIFAR-10 datasets using PyTorch.

Perturbed Saddle-escape Descent (PSD): a first-order optimizer that escapes strict saddle points in nonconvex problems.

The Symphonic φ Identity Engine is the first fully symbolic, deterministic identity system. It compresses identity not as a name, key, or hash — but as a recursive deformation signal. Each fold is …

Originally submitted to Apple Bug Bounty program. They declined, so that I share publicly. Educational purposes only.

Sharp information-theoretic limits for embedding reconstruction via Alpay operator theory.

large language model

Deterministic external float-64 sorter with IEEE-safe ordering, Blake3 chunk integrity, and low-RAM streaming.

This repository hosts a progressive series of implementations (Code_v1, Code_v2, and beyond) for deterministic β*-optimization in the Information Bottleneck framework. Includes symbolic fusion, mul…

φ^∞ mühürlü kitap

Convergence-theoretic reformulation of the Hodge Conjecture for K3 surfaces, with flow-based projection methods, numerical experiments, and symbolic generalizations to abelian varieties and Calabi–…

High-accuracy SIMD sin/cos/sincos library in C with AVX2, AVX-512, and NEON support. Full-range reduction. Fast at scale. Portable by design.

A non-standard, fractal-inspired sorting algorithm with adaptive multi-pivot partitioning and k-way heap merging. Achieves near O(n log log n) performance in ideal cases.

A modular quantum computing library in Python featuring QAOA, Grover, HHL, and VQC — built on Qiskit, with future plans to become a QPU-agnostic, from-scratch quantum SDK.