Argon Ventures

Inspiration

A collection of ideas, papers and opinions in sectors and technologies that we follow. We hope these spark new ideas and perhaps lead to your next startup. Similarly, if you are already building in adjacent areas, please share your work with us.

01

Domain Data Science

Data science needs to become deeply integrated into every industry sector and almost every corporate function to drive productivity, revenue growth and market transformations. But a brilliant data scientist left alone in the realm of biology won't discover new therapeutics. Building a predictive model to identify errors in produced parts is useless without understanding quality control of a manufacturing process. And we can't expect data scientists to become domain experts in all these respective fields. We need data science to be fused with deep domain expertise. We need new collaborative software systems that enable industry domain experts, researchers and applied engineers to work hand in hand with data scientists.

What would "pair programming" look like between a biologist and data scientist?

03

The CUP Theory of AI defensibility for Services-As-Software

We think Rob May's perspective on the applied use of AI technologies within Services-as-Software businesses has a lot of potential. Defensibility will arise from 3 things: Consistency, Ubiquity, and Personalization (aka CUP). Learn more on his blog.

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05

Adversarial Attacks and Defenses

With the rapid developments of artificial intelligence (AI) and deep learning (DL) techniques, it is critical to ensure the security and robustness of the deployed algorithms. Recently, the security vulnerability of DL algorithms to adversarial samples has been widely recognized. The fabricated samples can lead to various misbehaviors of the DL models while being perceived as benign by humans. Successful implementations of adversarial attacks in real physical-world scenarios further demonstrate their practicality. Hence, adversarial attack and defense techniques have attracted increasing attention from both machine learning and security communities and have become a hot research topic in recent years. In this paper, we first introduce the theoretical foundations, algorithms, and applications of adversarial attack techniques. We then describe a few research efforts on the defense techniques, which cover the broad frontier in the field. Several open problems and challenges are subsequently discussed, which we hope will provoke further research efforts in this critical area.

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07

Dark Data

Gartner defines Dark Data "as the information assets organizations collect, process and store during regular business activities, but generally fail to use for other purposes. Similar to dark matter in physics, dark data often comprises most organizations’ universe of information assets. Thus, organizations often retain dark data for compliance purposes only. Storing and securing data typically incurs more expense (and sometimes greater risk) than value."

Some organizations believe that dark data could be useful to them in the future, once they have acquired better analytic and business intelligence technology to process the information. Because storage is inexpensive, storing data is easy.

Is now the time where the latent value of Dark Data can be realized? (See Inspiration block on GPT!)

02

Remoteness

We are all familiar with Zoom meetings and working from home, as well as the accelerated growth and now near-ubiquitous dependence on e-commerce. We can easily imagine the impacts these may have even following the pandemic on office space, business travel, and in-person retail. But the next-level implications of -- and opportunities created by -- “remoteness” are leading to exciting new enterprises in a wide variety of sectors.

In the “future of work” sector, most obviously, we are seeing entrepreneurs creating intelligent technology solutions beyond mere communications platforms to support distributed team collaboration and engagement and secure and effective customer, partner and vendor interaction and processes. In the “built economy” sector, we are seeing “remoteness” addressed through intelligent integration of computer vision and analysis for safety on construction sites, in manufacturing locations, and for expanded and intelligent monitoring of common spaces. We are also seeing a rapid rise in the creation of robotics applications for interior space management, waste management, and automated utilities monitoring and applications. And in digital health and health care we are seeing the introduction of novel component solutions enabling effective tele-medicine, digital and automated diagnostics, analysis, and processing. All of these are being unleashed by the requirements and possibilities of remoteness.

We expect “remoteness” to continue to drive innovation in these and other sectors in the coming years.

04

Toward Trustworthy AI - Bias Bounties

AI has enabled a diverse array of applications across commercial, scientific, and creative domains. With this has come a growing awareness of the large-scale impacts of AI systems, and recognition that existing regulations and norms in industry and academia are insufficient to ensure responsible AI development. Bias and safety bounties for AI systems could strengthen incentives and processes for broad-based scrutiny of AI systems resulting in improved societal accountability.

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06

Applied use of GPT (n+1)

OpenAI's GPT-3 system appears magical at times, though there often requires a heavy hand of human pre & post process editing. But the path toward embedded AI assistance and conversational interfaces is becoming more and more plausible. Our fund's investment thesis, Intelligent Industry Solutions, is based on an observation that collectively over the last decade+ we've built out these amazing horizontal technology platforms. We're now poised to have domain experts apply these innovations to sector-specific use cases. We see a natural progression of the n+1 version of GPT&variants to be a cornerstone of new enterprise software systems.

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08

Synthetic Worlds

Brought to our attention by Benedict Evans' Newsletter - "Startlingly good CGI renders for interiors design. How much commercial photography will be eaten by software in the next decade? Ikea's catalogues are already entirely computer generated." The images produced by the Niacki agency are incredible. At what point will the "unreal" be more cost effective than coordinating commercial photo shoots? This reminds me of the The Mandalorian's virtual production studio The Volume. Media production is going to undergo a radical transformation over the coming years.

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