---
title: "Etched.ai Raises $5.36M Seed Led by Primary Venture Partners"
author: "Unique Research"
sourcePublication: "Unique Research (FFCAP English library)"
originalPublishedAt: "2023-06-29T14:11:00+08:00"
canonical: "https://ffcap.cn/en/research/20230629a04n9h00"
source: "https://ffcap.cn/en/research/20230629a04n9h00"
language: "en"
cnSourceUrl: "https://view.inews.qq.com/a/20230629A04N9H00"
---

# Etched.ai Raises $5.36M Seed Led by Primary Venture Partners

_Unique Research · Company / financing · June 29, 2023_

On **June 5, 2023**, California chip startup **Etched.ai** raised a **$5.36M seed** led by **Primary Venture Partners**, with **MAX Ventures** and former eBay CEO **Devin Wenig** participating — valuation ~**$34M**. Use of funds: LLM AI accelerator silicon, RTL front-end, and scaling the founding team.

Founded by Harvard dropouts **Gavin Uberti** (CEO; math olympiad / AI compile) and **Chris Zhu** (CTO; math/AI HW). Chief Architect **Mark Ross** (ex-Cypress Semiconductor CTO). Mission: super-intelligence hardware — chips purpose-built for language-model inference.

Design thesis: single chip type for LLMs only (simpler SW stack); keep what matters, drop cache/high-precision paths LLMs don’t need; mature specialized R&D; cost-effective. Context: as Transformers scale, dedicated accelerators rise (DC DLRM ASICs; edge CNNs; Meta’s own DLRM inference chip).

Inspiration: Uberti’s Arm Cortex-M4/M7 work — missing 8-bit MAC SIMD made ops slow; bitcoin mining ASICs as proof specialized silicon can win. On over-specialization risk: GPT-2 vs Llama differ mainly in size and activation for inference purposes.

Product code-name **Sohu** — large-memory chip; claimed **140×** tokens/$ vs NVIDIA H100 PCIe on GPT-3-class workloads. Team hiring; Series A and Sohu launch targeted early **2024**.

_0 CN images. Author Jiacheng · Review Ski._

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Editorial English edition published on UniqueCapital: https://ffcap.cn/en/research/20230629a04n9h00
On-site reading page: https://ffcap.cn/en/research/20230629a04n9h00