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title: Engage Users With AI Agents | Long-Term Memory & Awareness | AurumNova
description: AurumNova enhances AI capabilities through collaborative knowledge sharing, leveraging top models, and developing proprietary features for increased productivity and innovation.
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# Engage Users Using AI Agents With Long-Term Memory and Situational Awareness

###### A case study by AurumNova

## Background

 The client is developing a AAA game with a team of AI engineers, some of whom have PhDs, who are creating next-generation AI game characters featuring emotional intelligence and awareness of self and surroundings.

![AdobeStock_594961989](https://aurumnova.com/hs-fs/hubfs/AdobeStock_594961989.jpg?width=2000&height=1046&name=AdobeStock_594961989.jpg "AdobeStock_594961989")

## The Challenge

### Silos

 Siloed AI engineers working on different AI features. The team tested many AI models with inconsistent outcomes.

### Irrelevance

New AI features launched by tech giants threatened to make own-developed code obsolete.

### Copyleft

The product used a modified open-source library whose license required us to share our own developed code as open-source.

![TODAY-__-Characters](https://aurumnova.com/hubfs/TODAY-__-Characters.webp "TODAY-__-Characters")

Image credit: Today The Game

## Our Results

- Tangible business transformation in 3 months.
- The AI product quickly implemented innovative new features and got featured on VentureBeat.
- The development team became more effective and productive.

 These positive results are central to AurumNova's mission. Contact us to discover how AI can greatly enhance your team's capabilities.

[Contact Us](https://aurumnova.com/contact-us?hsLang=en)

## How We Did It

### Utilize Shared Knowledge

Host weekly workshops for knowledge sharing among AI engineers to create a shared vision where everyone on the team can contribute.

### Rally Behind Best-in-class AI

Harness AI state-of-the-art models by utilizing their latest features. Understand the direction of major technological advancements and develop features that align with these trends.

### Maximize IP

Develop proprietary intellectual property by auditing existing code and gradually integrating new features into the business's IP. One such enhancement involved streaming LLM output to a top-tier text-to-speech service.eam LLM output to a best-in-class text-to-speech service.

## More Case Studies

![AdobeStock_930711716](https://aurumnova.com/hubfs/AdobeStock_930711716.jpeg)

### Construction

Revolutionized proposal writing for a global consultancy by creating a collective, searchable knowledge base that enhanced team efficiency and elevated the quality of technical submissions.

[Learn More](https://aurumnova.com/case-study-construction?hsLang=en)

![AdobeStock_494270031@0.25x](https://aurumnova.com/hubfs/AdobeStock_494270031@0.25x.png)

### Aerospace

Empowered an engineering team with immediate access to a vast digital library—turning 70,000+ pages of research into a navigable, actionable knowledge base.

[Learn More](https://aurumnova.com/case-study-aerospace?hsLang=en)

![AdobeStock_443393675](https://aurumnova.com/hubfs/AdobeStock_443393675.jpeg)

### Research

Enabled universities to streamline grant categorization, allowing leadership to make informed investment decisions and enhancing overall productivity.

[Learn More](https://aurumnova.com/case-study-research?hsLang=en)

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