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Illustration: Lazaro Gamio/Axios

A San Francisco-based startup called Credo AI is emerging from stealth and helping companies manage the regulatory and ethical risks of their artificial intelligence products.

Why it matters: The more widespread artificial intelligence becomes, the more important it is to build compliance and ethical standards into AI from the start.

  • To do that, companies will need to bridge the gap between operating machine learning products and understanding how they'll actually act in the real world.

What they're saying: Credo — which has taken in $5.5 million in funding so far — was founded in 2020 with the goal of "asking how we ensure the unintended consequences of AI, which has now become the fabric of our lives, can be managed," says Navrina Singh, a Qualcomm and Microsoft veteran and Credo's founder and CEO.

  • "And we want to promote that accountability among the company, among the stakeholders, among the [larger] ecosystem, and we want to do it at scale."

How it works: Credo tries to do that in part by providing what it calls an "auditable record" of the data and decisions that go into creation, testing, deployment and monitoring of AI products.

  • "Whether it's your policy team or whether it's your data science team, it allows you to really align on what good looks like," says Singh.

The catch: Part of the challenge lays in defining what good actually looks like when, as Singh says, "it means so many different things to everybody."

  • And if answering that question can be difficult for conventional business, it's even tougher in the fast-changing world of AI, where ever larger and more complex models seem to come out by the week.

What to watch: Whether AI governance as a service can match the turbo-charged growth of the overall AI economy.

  • The State of AI 2021 report, released last week, found "research into AI safety and the impact of AI still lags behind its rapid commercial, civil, and military deployment."

Go deeper

Bryan Walsh, author of Future
Nov 17, 2021 - Technology

An insider's view of "algorithmic warfare"

Illustration: Eniola Odetunde/Axios

Artificial intelligence will "change the nature of war," according to Robert Work, a former deputy secretary of defense.

Why it matters: Success on the battlefield will increasingly come down to the ability to make algorithmically aided decisions faster, and while the U.S. has long maintained a decisive technological advantage in warfare, its lead in AI is much narrower.

Bryan Walsh, author of Future
Nov 17, 2021 - Technology

Taming the wild west of AI-based hiring

Illustration: Aïda Amer/Axios

New laws and regulations are aiming to draw some boundaries for the fast-growing but often black-box approach of using AI to hire employees.

Why it matters: Companies large and small have embraced AI-based tools to screen, assess and select job candidates, but algorithmic approaches have been largely unregulated and risk perpetuating biases on race, gender, disability and more.

Bryan Walsh, author of Future
Nov 18, 2021 - Technology

OpenAI's GPT-3 gets a little bit more open

Illustration: Sarah Grillo/Axios

The artificial intelligence research company OpenAI will eliminate the waiting list for access to the API of its natural language processing program (NLP) GPT-3.

Why it matters: The move will accelerate access to the world's best-known reading and writing AI model, and is a sign that OpenAI believes the program is safe enough — and can be monitored sufficiently — to be disseminated more widely.