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DSPi is an open-source firmware that turns a Raspberry Pi Pico into a fully featured digital audio processor, offering room correction, parametric EQ, matrix mixing, and more.
This paper introduces the first public multimodal dataset of 100 Turkish scam and benign phone calls, evaluating seven LLMs under raw audio, ASR transcripts, and human-corrected transcripts. Results show transcript-based inputs outperform direct audio, highlighting the need for inclusive AI safety research in low-resource languages.
This article shares hard-won lessons from building real-time voice AI agents, highlighting the importance of proper turn-taking, VAD handling, billing awareness, and avoiding echo loops.
A local CLI tool that uses OpenAI's Whisper to detect and remove filler words (um, uh, erm) from audio recordings, employing techniques to avoid audio artifacts like clicks and background hiss.
Hush is an open-source tool for noise suppression designed for voice AI agents, improving audio clarity in real-time interactions.
Microsoft released VibeVoice, an open-source model that processes a full hour of audio in one pass and returns a structured transcript with speaker identification and timestamps, disrupting paid transcription services.
Resonate is a low-latency, low-memory algorithm for perceptually relevant spectral analysis of audio signals, using resonator models with exponentially weighted moving averages.
Santiago highlights the limitation of traditional STT pipelines that lose tone and emotion, then introduces Velma, a voice-native AI model from Modulate that analyzes raw audio to capture intent, emotion, and other acoustic signals, available via API at 10x cheaper than LLM-based approaches.
An open-source project that uses a phone microphone for live breath detection and biofeedback, processing audio on-device to enhance self-awareness without wearables or cloud uploads.
Perplexity shared engineering best practices for adding voice functionality to their AI browser Comet using the OpenAI Realtime API, including key techniques like chunked context feeding, role management, and unified audio pipeline.
This article explains the technical architecture of a real-time chord recognizer, detailing a four-stage pipeline using pitch-class bitmasks, candidate generation, score normalization, and musical heuristics.
Derpy Turtle is a Windows GUI tool designed to enhance Kokoro voice outputs by integrating voice search, RVC model training, and post-generation voice conversion into a unified workflow.
The article discusses how multimodal AI models like GPT-4o and Claude 3.5 Sonnet are overcoming text-only bottlenecks by enabling visual debugging, audio-to-data conversion, and enhanced RAG systems.
GPT-Realtime-2 is introduced as a tool for instant real-time audio translation.
mlx-audio v0.4.3 releases with 6 new TTS models including Higgs Audio v2 and OmniVoice (646+ languages), plus server improvements like concurrent requests and continuous batching, ~3x faster Voxtral Realtime on 4-bit, and slimmer dependencies for Apple Silicon.
A web-based guitar tuner that utilizes the phone's accelerometer to detect string vibrations and calculate pitch.
pyannote 发布 speaker-diarization-community-1 流水线,相比 speaker-diarization-3.1 在说话人分配与计数方面有显著提升,支持离线使用、独家说话人分离以及可选的 pyannoteAI 云端托管。
本文提出一个轻量级、乐器无关的神经网络,用于多音符转录和复音估计,联合预测帧级起音、复音和音符激活,在保持接近最先进系统精度的同时大幅降低资源占用(对应 Spotify 的 Basic Pitch 模型)。
A customizable speech diarization pipeline on Replicate that uses Whisper and Pyannote for fast, multi-speaker transcription with advanced audio preprocessing, noise reduction, and channel separation.