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Atmrix

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JH

Jake Heller

10/04/24

@ Y Combinator

Using a test-driven development framework helps identify patterns in AI mistakes, allowing you to refine instructions and improve accuracy over time.

Video

YC

Why Vertical LLM Agents Are The New $1 Billion SaaS Opportunities

@ Y Combinator

Why Vertical LLM Agents Are The New $1 Billion SaaS Opportunities

10/04/24

Related Takeaways

JH

Jake Heller

10/04/24

@ Y Combinator

We adopted a test-driven development approach for our AI prompts, which allowed us to refine the system to achieve high accuracy in responses.

SC

Scott Clark

05/23/25

@ a16z

Testing frameworks are essential for understanding and adapting to the behaviors of AI systems as they evolve and change.

YC

Y Combinator Cast

09/22/23

@ Y Combinator

An iterative approach is essential in working with AI; continuously debugging and refining prompts can lead to more reliable outcomes.

SC

Scott Clark

05/23/25

@ a16z

Testing is essential for ensuring that AI systems behave as expected, not just in terms of performance but also in their underlying behaviors.

a

a16z Cast

05/23/25

@ a16z

Behavioral test coverage in AI applications allows teams to assess whether changes improve or degrade performance, similar to traditional software testing.

a

a16z Cast

05/29/25

@ a16z

The more testing AI models undergo, the more reliable they become, similar to software development practices.

a

a16z Cast

05/29/25

@ a16z

The more testing AI models undergo, the more reliable they become, similar to software development practices.

YC

Y Combinator Cast

11/15/24

@ Y Combinator

Using a large evaluation set and carefully testing each step of the reasoning pipeline can lead to significant improvements in AI accuracy.

SA

Sam Altman

04/12/25

@ TED

The iterative process of deploying AI systems, gathering feedback, and learning is crucial for building safe systems as we advance into more complex AI.