A developer's analysis of text-to-speech APIs reveals that ranked 'best of' lists fail to capture the real decision process, which involves three independent filters: price, transport, and compliance.…
A developer at a company building an AI receptionist service discovered that a single 'finally' clause in Python caused the agent to stop responding after the first turn. The bug was triggered by a 'b…
Sarvam AI's Saaras V3 speech recognition model achieved a word error rate of approximately 19.3% on the IndicVoices top-10 language benchmarks, outperforming OpenAI's GPT-4o Transcribe, ElevenLabs' Sc…
Anthropic has built an unreleased, Mac-first meeting recorder inside Claude Desktop, codenamed Parka, that can turn meeting transcripts into Cowork, Claude Code, or manual follow-up actions, according…
Automatic subtitling powered by AI has become viable for production companies in 2026, with OpenAI Whisper v4 achieving over 97% accuracy in clean audio conditions for major languages and AssemblyAI o…
Autor, the company behind the voice AI receptionist Loquent, ran a production A/B test of four text-to-speech engines across 12,247 live healthcare calls and found that the most 'natural-sounding' eng…
An engineer detailed how to integrate an AI voicebot with a CRM using FreeSWITCH's Event Socket Layer (ESL) without adding latency. The approach leverages ESL's outbound mode for isolated, async conne…
A developer built Ava, an AI-powered voice English learning assistant, using Murf Falcon, LiveKit, Deepgram, and Gemini. The system supports real-time conversations, persistent memory, live tools, out…
An engineer built Ashraya AI, a voice-based disaster-response assistant, during the 10 Days of Voice Agents challenge by Murf AI. The system uses a multi-agent architecture with specialist handoffs, m…
An engineer built Samar, an AI agricultural advisor voice agent for Indian farmers, in 10 days as part of Murf AI's VoiceForBharat challenge. The agent speaks Hindi and English, provides weather forec…
A developer built RupeeGPT, a multilingual voice AI financial assistant for Indian users, in ten days. The system uses Deepgram for speech-to-text, Gemini for language understanding, and Murf Falcon's…
A developer built Saathi, a Hinglish-speaking voice agent for Indian Kirana stores, in ten days using Murf Falcon, Deepgram, Gemini, and LiveKit. The agent handles orders, checks stock, and escalates …
A developer built a Hinglish voice mentor using Google Gemini 1.5 Flash-Lite, Deepgram nova-3, Murf Falcon, and LiveKit Agents, enabling real-time spoken tutoring on topics like backpropagation and RA…
A developer built AapdaMitra, an AI-powered disaster response voice assistant for India, using Murf Falcon, LiveKit Agents, Google Gemini, and Deepgram. The assistant provides safety guidance, weather…
A developer built MoneyBuddy, a multilingual AI voice agent for India's financial services, in 10 days as part of the VoiceForBharat Edition hackathon. The agent helps users navigate government financ…
A developer built NEONPLUS, a production-ready voice agent for Indian users, during the 10 Days of AI Voice Agents (VoiceForBharat Edition) challenge. The agent uses Deepgram for speech-to-text, Googl…
A developer team built KisanVani (किसान वाणी), an ultra-low-latency multilingual voice agent for Indian agriculture, in 10 days during the #VoiceForBharat challenge. The system integrates Murf Falcon …
A developer built Vidya, a real-time bilingual (English/Hindi) AI voice tutor, as part of the #VoiceForBharat 10 Days of Voice Agents Challenge. The system uses Murf Falcon TTS, LiveKit Agents, Deepgr…
A developer built Vidya Vani, a voice-first AI tutor for India, in 10 days as part of Murf AI's 10 Days of Voice Agents challenge. The multi-agent system uses LiveKit WebRTC, Deepgram, OpenAI/Anthropi…
A Class 12 student built Raksha, a multi-agent voice assistant for the #VoiceForBharat Challenge, designed to protect Indian citizens from cyber scams and verify government schemes. The system, develo…