Decart's neural network optimizer draws $7B Amazon bid after Anthropic walked away

Amazon.com Inc. is reportedly engaged in talks to acquire artificial intelligence developer Decart.ai Inc. in a transaction that could reach $7 billion, according to a report by SiliconANGLE. The Wall Street Journal cites sources familiar with the negotiations as indicating a deal might conclude within days, provided discussions remain productive and no competing bidder emerges. Decart specialises in software that simplifies running AI models on varied processors, a capability becoming increasingly valuable as organisations secure computing infrastructure for artificial intelligence applications.

Root cause

Decart was founded in 2023 by three Israeli software engineers: brothers Dean and Orian Leitersdorf and Moshe Shalev. The company has raised over $400 million in total funding, including a $300 million round in May that valued the firm at $4 billion. Major investors include Radical Ventures, Nvidia Ventures, Adobe Ventures, Sequoia Capital and Benchmark. The startup’s core technology addresses the complexity of adapting neural networks to specific hardware, a process that traditionally requires significant engineering effort and time.

Attack path

Decart’s primary product, DOS, accelerates AI training and inference by optimising neural networks for specific processors. According to the source material, this optimisation workflow, which previously took months, can be compressed into a few weeks using DOS. This efficiency allows companies to shift AI workloads between processors if requirements change or if chip availability becomes constrained. Additionally, Decart develops world models, including Lucy and Oasis, designed to generate realistic three-dimensional environments for video games and robotic training.

Affected versions

The potential acquisition targets Decart’s entire software portfolio, including its DOS platform and its world model products. Amazon Web Services offers its own custom AI processors, such as Trainium3, for training AI models. Decart’s technology could complement AWS infrastructure by enabling easier deployment of workloads across different processing units. There are no specific software versions or CVE identifiers associated with this corporate development, as it involves a business acquisition rather than a security vulnerability disclosure.

Mitigation

• Monitor official announcements from Amazon and Decart for confirmation of the deal.
• Review current AI infrastructure dependencies on third-party optimisation tools.
• Assess potential impacts on existing contracts with AI service providers.
• Evaluate alternative solutions for neural network optimisation in case of market shifts.

Background: Neural networks

Neural networks are computational models inspired by biological neurons. They learn by adjusting internal weights to minimise prediction errors. They excel at pattern recognition but lack logical reasoning. This structure makes them powerful for automation yet vulnerable to data poisoning and model inversion attacks.

Read the full guide: Neural Networks: Frequently Asked Questions Answered

What to do and how to stay safe: Amazon

• Audit your organisation’s reliance on specific AI hardware or software vendors.
• Ensure your AI deployment strategy allows for flexibility across different processor types.
• Monitor industry news for updates on major acquisitions that could affect service availability.
• Once the vendor provides an update on the deal status, re-evaluate long-term infrastructure planning.

Step-by-step guide: Password Policies Examples That Reduce Password Fatigue

General security guidance from the Vector Bulletin newsroom. It is not confirmed advice from the organisations named in this story.

Frequently asked questions

What is Decart.ai known for?

Decart.ai develops software called DOS that optimises neural networks to run on specific processors, reducing optimisation time from months to weeks.

Why did Anthropic withdraw from buying Decart?

Anthropic reportedly pulled out of a $6 billion deal after conducting due diligence, though the specific reasons for withdrawal are not clear.

Who are Decart’s main investors?

Main investors include Radical Ventures, Nvidia Ventures, Adobe Ventures, Sequoia Capital and Benchmark.