GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Whisper Timestamp Errors: Fix Guide
Fix Whisper word-level and segment-level timestamp alignment errors including drifting timestamps, overlapping segments, missing alignment, and incorrect word boundaries on GPU servers.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Faster-Whisper Install Issues: Fix Guide
Fix faster-whisper installation errors including CTranslate2 build failures, CUDA library mismatches, cuBLAS missing errors, and model download problems on GPU…
CUDA Error: Device-Side Assert Triggered (Fix)
Fix the cryptic CUDA device-side assert triggered error. Learn what causes it, how to get the real error message, and…
Whisper Language Detection Wrong: Fix
Fix Whisper misidentifying audio language, causing garbled transcriptions. Covers explicit language setting, multilingual handling, code-switching detection, and language probability thresholds.
TTS Audio Artifacts: Fix Crackling/Distortion
Fix crackling, popping, distortion, and other audio artifacts in GPU-accelerated TTS output. Covers sample rate mismatches, buffer underruns, vocoder issues,…
Coqui TTS Voice Quality: Optimization
Improve Coqui TTS voice quality by selecting the right model, tuning vocoder settings, adjusting speaking rate, fixing robotic output, and…
Whisper+TTS Pipeline Latency Optimization
Reduce end-to-end latency in Whisper speech-to-text to TTS voice pipelines. Covers streaming transcription, parallel processing, model co-location, and sub-second response…
Audio Format Conversion for AI: FFmpeg Guide
Convert audio files to the correct format for Whisper, Coqui TTS, and other AI models using FFmpeg. Covers sample rate,…
System Prompts for Production LLMs
Design effective system prompts for production LLM deployments. Covers persona definition, output formatting, constraint enforcement, prompt injection defense, and testing…
LLM Temperature & Sampling Config Guide
Configure LLM temperature, top-p, top-k, and repetition penalty for optimal output quality. Covers parameter interactions, use-case presets, and common misconfiguration…
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