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Embedding + Rerank Gateways: Small Services, Big Performance Wins
Every RAG system hides an Embedding + Rerank gateway behind its API. We built the gateway in Python, Rust (ONNX), and a Split architecture, benchmarked on a single GCP node, and compared footprint, throughput, and latency. Rust beats Python by ~28% RPS and 67% less memory — same model, same API.
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.
Why Threads Beat Multiprocessing for RAG Pipelines — GIL or No GIL
Most Python developers think threads can't parallelize CPU work. Wrong. We benchmarked RAG ingestion across Python 3.13, 3.14, and 3.14t: threads are 70% faster than multiprocessing with 75% less memory — because NumPy and PyTorch release the GIL. Your infra bill doesn't need more pods. It needs better package choices.
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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.
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.