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Qelm is a quantum‑inspired LLM: multi‑block quantum attention, sub‑bit encoding, and entropy‑mixed gates for richer signal per qubit. Parameter‑shift training, modern Chat UI, MB‑scale models. Runs on CPU/GPU—IBM optional.

Qelm More Meaning per Qubit, Run Quantum‑Inspired NLP on CPU/GPU.
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Key Features Realistic Quantum Circuit Simulation Leverages Qiskit and AerSimulator to construct and execute realistic quantum circuits across multiple simulation methods (statevector, density_matrix, matrix_product_state, etc.). Quantum Neurons Create and manage virtual "neurons" built from configurable layers of quantum operations (RY, RX, H gates). Each neuron simulates complex entanglement...

QubitQubit - Qubit Tester
Qubit Python-based quantum computing simulation tool, developed as an advanced module for testing quantum neurons in simulated environments. Initially designed as a key component of the QELM system, but works as a standalone project.

QubitQubit - Qubit Tester
Quanta is a Python-based Quantum Calculator. It enables users to perform various quantum computations, including observing qubits, calculating error rates, applying quantum gates, calculating spin, and running Grover's algorithm.

QuantaQuanta - Quantum Calculator
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Welcome to Sonic – Advanced Frequency Generator Sonic is a powerful audio tool designed to generate custom sound frequencies across a broad range. Originally developed for testing ultrasonic and subsonic deterrents for bugs and animals, it also has extended uses in other fields including: Pest and animal control Relaxation and focus (binaural tones, calming frequencies) Psychoacoustic...

SonicSonic - Ultrasonic Emitter
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Built this because I didnt want to use paid or outdated programs.

TwitAuto X(Twitter) Poster
Sonic is a simple python program (now also available as an .exe) that allows the user to adjust the sound emitted to the connected speaker or device between the levels of 0 - 100,000 Hz.

SonicSonic - Ultrasonic Emitter
Twit is a Python GUI application that allows you to schedule tweets, generate tweets using AI and manage scheduled tweets. It integrates via Tweepy and supports multi-line tweets from a file, AI-generated tweets, and scheduling with an intuitive interface.

TwitAuto X(Twitter) Poster
Leveraging qubits and TensorFlow, this project merges quantum computing with sophisticated language models to revolutionize NLP. It offers powerful AI solutions by harnessing quantum-enhanced machine learning for superior performance and innovation.

QelmQuantum-driven language models for next-gen AI
Brenton Carterleft a comment
Qelm, Quantum Enhanced Language Model - designed to integrate quantum computing principles with classical neural network architectures. This model leverages qubits and quantum algorithms, such as Grover’s, to enhance natural language processing (NLP) tasks by efficiently encoding information within qubits. Key Features: 1. Quantum-State-Based Encoding: Embeds more data per qubit compared to...

QelmQuantum-driven language models for next-gen AI
