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§ — Blog

Notes from the team.

Technical deep dives, open-source releases, and developer guides for on-device AI.

Jun 22, 2026 · jetson

How to build an offline voice assistant on NVIDIA Jetson Orin

A builder's guide to running a fully offline voice agent on Jetson Orin — local STT, an SLM, and TTS, with real latency numbers and where the DIY Whisper + llama.cpp + Piper stack breaks down.

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Jun 20, 2026 · on-device-ai

Why we ripped cloud voice out of our robots: from Deepgram + OpenAI + ElevenLabs to on-device

We started building robot voice the easy way — Deepgram, OpenAI, and ElevenLabs glued together in Python. It demoed great and fell apart in the real world. Here's everything that went wrong, and why we're rebuilding the whole stack on-device.

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Jun 10, 2026 · open-source

turboquant.cpp: near-optimal vector quantization in 400 lines of C++, no training required

We open-sourced turboquant.cpp, a C++23 implementation of TurboQuant: compress embeddings to 1-4 bits per coordinate with provable distortion bounds — no training, no codebooks.

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FIG. — Engineering notes, benchmarks, and field reports.
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