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Agentic AI, also called autonomous AI, is a type of artificial intelligence that's designed to be more independent than traditional AI
With advancements in machine learning, NLP, and planning algorithms, AI systems are becoming increasingly capable of reasoning, adapting, and acting autonomously.
The current focus lies on developing AI that can act independently within a framework, set goals, and make decisions in the real world.
Self-Driving Cars: The dream of autonomous vehicles is being driven (pun intended) by agentic AI. Self-driving cars require real-time perception, planning, and decision-making to Navigate complex road conditions
Manufacturing: Optimizing production lines, predicting equipment failures, and even managing inventory—agentic AI is streamlining manufacturing processes.
Healthcare: Assisting doctors in diagnosing diseases by analyzing medical images and patient data and Providing remote patient monitoring
Decision points | Open-Source LLM | Close-Source LLM |
---|---|---|
Accessibility | The code behind the LLM is freely available for anyone to inspect, modify, and use. This fosters collaboration and innovation. | The underlying code is proprietary and not accessible to the public. Users rely on the terms and conditions set by the developer. |
Customization | LLMs can be customized and adapted for specific tasks or applications. Developers can fine-tune the models and experiment with new techniques. | Customization options are typically limited. Users might have some options to adjust parameters, but are restricted to the functionalities provided by the developer. |
Community & Development | Benefit from a thriving community of developers and researchers who contribute to improvements, bug fixes, and feature enhancements. | Development is controlled by the owning company, with limited external contributions. |
Support | Support may come from the community, but users may need to rely on in-house expertise for troubleshooting and maintenance. | Typically comes with dedicated support from the developer, offering professional assistance and guidance. |
Cost | Generally free to use, with minimal costs for running the model on your own infrastructure, & may require investment in technical expertise for customization and maintenance. | May involve licensing fees, pay-per-use models or require cloud-based access with associated costs. |
Transparency & Bias | Greater transparency as the training data and methods are open to scrutiny, potentially reducing bias. | Limited transparency makes it harder to identify and address potential biases within the model. |
IP | Code and potentially training data are publicly accessible, can be used as a foundation for building new models. | Code and training data are considered trade secrets, no external contributions |
Security | Training data might be accessible, raising privacy concerns if it contains sensitive information & Security relies on the community | The codebase is not publicly accessible, control over the training data and stricter privacy measures & Security depends on the vendor's commitment |
Scalability | Users might need to invest in their own infrastructure to train and run very large models & require leveraging community experts resources | Companies often have access to significant resources for training and scaling their models and can be offered as cloud-based services |
Deployment & Integration Complexity | Offers greater flexibility for customization and integration into specific workflows but often requires more technical knowledge | Typically designed for ease of deployment and integration with minimal technical setup. Customization options might be limited to functionalities offered by the vendor. |
In conclusion, while Gen AI is a valuable tool for automating tasks and generating content, Agentic AI holds the potential to revolutionize industries by enabling machines to act independently and achieve goals in the real world. As both technologies continue to advance, we can expect to see increasingly sophisticated and powerful AI applications emerge.
Talk to our Gen AI Expert !
Unlock your business potential with our AI-driven solutions. Book your free strategy call today.
Book your free 1-1 strategic call