**Together AI**, as a diamond sponsor of **NVIDIA GTC 2026**, is showcasing its latest research and product innovations at Booth #1213 in San Jose from March 16 to 19. Today’s updates focus on open-source LLMs, voice AI capabilities, production-grade inference, and AI factory infrastructure. Key announcements include **FlashAttention-4** (up to 1.3× faster than cuDNN on NVIDIA Blackwell), the open-source **ThunderAgent** for agentic workloads (delivering a 3.6× throughput improvement), the **ATLAS-2** adaptive learning speculator, and a full-featured voice AI stack supporting real-time speech-to-text and text-to-speech. Together AI demonstrates how enterprises can transition from AI experiments to production deployment in minutes using its GPU clusters and inference platform.

Messy audio ruins transcripts, subtitles, and SEO content. This tutorial shows a practical, repeatable monetization workflow using DeVoice to clean background noise and TranscribeToText.org to generate speaker-labeled transcripts with timestamps. You’ll package the output as a fixed-scope “Clean Transcript Pack” for podcasters, coaches, YouTubers, and agencies—delivered in 24 hours with realistic pricing, simple steps, and zero hype.