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Building Production-Ready GPU-Accelerated Transformer Summarization Services: Python vs Rust
Engineering

Building Production-Ready GPU-Accelerated Transformer Summarization Services: Python vs Rust

A comprehensive comparison of Python (FastAPI + Hugging Face) versus Rust (Axum + rust-bert) for production transformer inference. Load testing reveals Rust delivers 30-50% lower latency and 35-81% higher throughput.

25 min read
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Self-Knowledge Distillation for TTS: Teaching Orpheus to Be Its Own Best Student
Engineering

Self-Knowledge Distillation for TTS: Teaching Orpheus to Be Its Own Best Student

A step-by-step, accessible guide to compressing Orpheus-3B TTS via self-knowledge distillation using Unsloth, SNAC and LoRA.

25 min read
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Python 3.14 No-GIL vs Rust: Breaking the Performance Barrier
Engineering

Python 3.14 No-GIL vs Rust: Breaking the Performance Barrier

Benchmarking Python 3.14 no-GIL vs Rust: Free-threaded Python achieves ~4× speedup with 4 threads, closing the multi-core performance gap from ~13× to ~3.4× vs Rust. Complete benchmarks, code examples, and performance analysis.

30 min read
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