Ali Heydari

Engineering deterministic, production-grade systems around non-deterministic LLMs — FSM, durable execution, retries, DAGs, agent runtimes, model routing, edge inference, RAG, memory, multi-agent orchestration, security, and observability. 14 runnable proof-of-concept phases.

A lightweight Windows framework for launching isolated AI desktop applications and CLI tools with independent profiles, workspaces, and environments.

A mental-model-first field guide to Audio AI — from raw waveforms to production voice systems. Covers ASR, TTS, audio classification, Transformer architectures (CTC/Seq2Seq), fine-tuning, and real-world pipelines like voice assistants and meeting transcription. Bilingual (EN/FA).

Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.

FSociety Genesis is an advanced botnet/C2 simulation demonstrating cutting-edge offensive security techniques in a single Python framework. This lab-safe implementation includes quantum cryptography, AI-driven attacks, federated learning, blockchain command tracking, and multi-vector attack capabil

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.