Notes from the build.
Project updates, engineering notes and photos from the work behind VoicEra, Dhara and the systems we build.
VoicEra launches on BHASHINI at the India AI Impact Summit
An open-source, end-to-end voice AI stack for real-time telephony agents in Indian languages — built to run on infrastructure its operators control.
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Beyond Speech Transcription: Finding Language in Audio
Reusing a pre-trained speech encoder, 1024-dimensional embeddings, and a lightweight classifier to identify Indian languages directly from audio.
AI Startups To Watch: Framewise featured by Inc42
Inc42 named Framewise among five Indian AI startups to watch — instant, personalised demos and an always-on engagement layer for sales and onboarding.
Data DHARA: one workflow to make government data AI-ready
From inventory to catalogue to API and MCP access, in seven stages.
Practice that builds confidence before the real interview
Eight AI mock interviews helped a candidate from Warangal walk into the real thing prepared — part of a platform running 8K+ interviews every week at ~₹1.5 per 30-minute session.
From the field.