AI ToolsJul 14, 2026, 10:23 PM

I Put a Hailo 8 in a Handheld and Stopped Paying for Inference

30-second summary

A developer built a handheld device using the Hailo 8 chip to run AI inference locally, reducing cloud costs.

TickrWire
I Put a Hailo 8 in a Handheld and Stopped Paying for Inference
Key takeaways
  • A developer has built a handheld device using the Hailo 8 chip to run AI inference locally.
  • The device reduces reliance on cloud services and associated subscription costs.
  • The Hailo 8 chip is a high-performance AI processing unit (APU) designed for edge AI applications.
Full story

A developer has created a handheld device using the Hailo 8 chip to run AI inference locally. This move aims to reduce reliance on cloud services and the associated subscription costs. The device can run at 3 TOPS and fits in a jacket pocket, making it a portable and efficient solution for AI inference tasks.

The Hailo 8 chip is a high-performance AI processing unit (APU) designed for edge AI applications. By using this chip in a handheld device, the developer has created a self-contained AI inference solution that can be used on the go.

This DIY approach to AI inference has several benefits, including reduced cloud costs, increased portability, and improved security. It also highlights the growing trend of edge AI and the need for more efficient and cost-effective AI processing solutions.

The handheld device is a proof-of-concept and demonstrates the feasibility of using the Hailo 8 chip in a portable device. It has the potential to revolutionize the way we approach AI inference and could have significant implications for industries that rely heavily on cloud services.

Why this matters
Developers

This DIY approach to AI inference highlights the growing trend of edge AI and the need for more efficient and cost-effective AI processing solutions.

Businesses

The reduced reliance on cloud services and associated costs could have significant implications for industries that rely heavily on cloud services.

Investors

This development could lead to new investment opportunities in edge AI and AI processing solutions.

Students

This DIY project demonstrates the feasibility of using the Hailo 8 chip in a portable device and highlights the potential of edge AI.

Everyone

This development showcases the growing trend of edge AI and the need for more efficient and cost-effective AI processing solutions.

Sources · 1
Read next
More stories
TickrWire
Business

Artificial intelligence news: Illinois education officials release guidance on use of AI in public schools - ABC7 Chicago

Illinois education officials have released guidance on the use of artificial intelligence in public schools, aiming to ensure responsible AI adoption.

just now
TickrWire

This CEO Spent the Equivalent of $4 Million on an AI Agent to Run His Life - Vanity Fair

This CEO Spent the Equivalent of $4 Million on an AI Agent to Run His Life  Vanity Fair

just now
TickrWire

Anthropic launches free Claude for Teachers - The Hill

Anthropic launches free Claude for Teachers  The Hill

2m ago
TickrWire

Quoting GitHub Changeling

<blockquote cite="https://github.blog/changelog/2026-07-14-dependabot-version-updates-introduce-default-package-cooldown/"><p>Dependabot now waits until a new release has been available on its registry for at least three days before opening a version update pull request. This cooldown is now the default and requires no configuration.</p></blockquote> <p class="cite">&mdash; <a href="https://github.blog/changelog/2026-07-14-dependabot-version-updates-introduce-default-package-cooldown/">GitHub Changeling</a>, embracing <a href="https://simonwillison.net/tags/dependency-cooldowns/">dependen

16m ago
TickrWire

NY's data center freeze adds a new risk for AI investors: State regulation - Yahoo! Finance Canada

New York has paused approvals for new data centers to study grid impact, creating regulatory uncertainty for AI investors relying on local infrastructure.

25m ago
Microsoft’s Secure Boot has been broken for a decade and no one noticed until now

Microsoft’s Secure Boot has been broken for a decade and no one noticed until now

Old and forgotten "shims" Microsoft failed to revoke have made Secure Boot bypasses simple.

39m ago
TickrWireAI News Intelligence

We aggregate, verify, summarise and explain the latest artificial intelligence news from open, legal sources.

Daily AI digest

Top AI stories, summarised, in your inbox each morning.

© 2026 TickrWire. Summaries and analysis are AI-generated and may contain errors.