Collaborative Intelligence - Revision history

Admino739mjm7 at 12:46, 20 November 2023

2023-11-20T12:46:08Z

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	Research work on the notion of Human - AI Collaborative Intelligence. [[File:~~Alexandre~~-~~debieve~~-~~FO7JIlwjOtU~~-unsplash.jpg\|thumb\|right\|Collaborative Intelligence. ''Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]''		Research work on the notion of Human - AI Collaborative Intelligence. [[File:Cash-macanaya-X9Cemmq4YjM-unsplash.jpg\|thumb\|right\|Collaborative Intelligence. ''Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]''
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Admino739mjm7 at 12:40, 20 November 2023

2023-11-20T12:40:09Z

← Older revision		Revision as of 12:40, 20 November 2023
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	Research work on the notion of Human - AI Collaborative Intelligence. [[File:~~Cash~~-~~macanaya~~-~~X9Cemmq4YjM~~-unsplash.jpg\|thumb\|right\|Collaborative Intelligence. ''Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]''		Research work on the notion of Human - AI Collaborative Intelligence. [[File:Alexandre-debieve-FO7JIlwjOtU-unsplash.jpg\|thumb\|right\|Collaborative Intelligence. ''Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]''
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Admino739mjm7 at 12:02, 20 November 2023

2023-11-20T12:02:01Z

← Older revision		Revision as of 12:02, 20 November 2023
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	Research work on the notion of Human - AI Collaborative Intelligence. [[File:~~Placehoder image~~.jpg\|thumb\|right\|Collaborative Intelligence. ''Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]''		Research work on the notion of Human - AI Collaborative Intelligence. [[File:Cash-macanaya-X9Cemmq4YjM-unsplash.jpg\|thumb\|right\|Collaborative Intelligence. ''Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]''
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Admino739mjm7 at 11:57, 20 November 2023

2023-11-20T11:57:31Z

← Older revision		Revision as of 11:57, 20 November 2023
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	Research work on the notion of Human - AI Collaborative Intelligence. [[File:Placehoder image.jpg\|thumb\|right\|Collaborative Intelligence.Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]		Research work on the notion of Human - AI Collaborative Intelligence. [[File:Placehoder image.jpg\|thumb\|right\|Collaborative Intelligence. ''Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]''
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Admino739mjm7 at 11:57, 20 November 2023

2023-11-20T11:57:16Z

← Older revision		Revision as of 11:57, 20 November 2023
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	Research work on the notion of Human - AI Collaborative Intelligence. [[File:Placehoder image.jpg\|thumb\|right\|Collaborative Intelligence]]		Research work on the notion of Human - AI Collaborative Intelligence. [[File:Placehoder image.jpg\|thumb\|right\|Collaborative Intelligence.Photo by [https://unsplash.com/@cashmacanaya?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Cash Macanaya] on [https://unsplash.com/photos/two-hands-reaching-for-a-flying-object-in-the-sky-X9Cemmq4YjM?utm_content=creditCopyText&utm_medium=referral&utm_source=unsplash Unsplash]
			]]

	== Human - AI Collaborative Intelligence Basics ==		== Human - AI Collaborative Intelligence Basics ==

Admino739mjm7: /* Human - AI Interaction Paradigms */

2023-11-17T00:12:48Z

Human - AI Interaction Paradigms

← Older revision		Revision as of 00:12, 17 November 2023
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	</p>		</p>

	*''Machine learning with human feedback'': This is a type of CI where humans provide feedback to AI systems to help them learn and improve. For example, humans might be asked to label data or correct errors in the AI system's output. The clearest example of this category is the HITL solution.		*'''Machine learning with human feedback''': This is a type of CI where humans provide feedback to AI systems to help them learn and improve. For example, humans might be asked to label data or correct errors in the AI system's output. The clearest example of this category is the HITL solution.
	*''Co-creation'': This type of collaborative intelligence is where humans and AI systems work together to create new products or services. For example, humans might provide AI systems with their ideas and feedback, while AI systems provide humans with access to new data and insights. The clearest example of this category would be the emerging Large Language Models (LLMs)		*'''Co-creation''': This type of collaborative intelligence is where humans and AI systems work together to create new products or services. For example, humans might provide AI systems with their ideas and feedback, while AI systems provide humans with access to new data and insights. The clearest example of this category would be the emerging Large Language Models (LLMs)
	*''Augmented intelligence'': This type of CI uses AI systems to augment human capabilities. For example, AI systems might provide real-time assistance to doctors, help pilots fly planes or any other related activity.		*'''Augmented intelligence''': This type of CI uses AI systems to augment human capabilities. For example, AI systems might provide real-time assistance to doctors, help pilots fly planes or any other related activity.

	=== Advantages of the Human-in-the-Loop and CI Approaches ===		=== Advantages of the Human-in-the-Loop and CI Approaches ===

Admino739mjm7: /* Challenges of Collaborative Intelligence */

2023-11-17T00:12:14Z

Challenges of Collaborative Intelligence

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	There are still some important challenges to overcome in the context of a CI system and in hybrid human-AI teaming environments:		There are still some important challenges to overcome in the context of a CI system and in hybrid human-AI teaming environments:
	</p>		</p>
	~~<ul>~~		*'''Cost and Scalability''': Integrating humans can increase operational expenses, and scalability may become challenging.
	~~<li>~~''Cost and Scalability'': Integrating humans can increase operational expenses, and scalability may become challenging.		*'''Training and Expertise''': Ensuring human contributors have the necessary training and expertise to provide accurate input to AI systems.
	~~<li>~~''Training and Expertise'': Ensuring human contributors have the necessary training and expertise to provide accurate input to AI systems.		*'''Workflow Integration''': Establishing seamless workflows between humans and AI systems, minimising delays and bottlenecks.
	~~<li>~~''Workflow Integration'': Establishing seamless workflows between humans and AI systems, minimising delays and bottlenecks.		*'''Balancing Human-AI Interaction''': Striking the right balance between human involvement and AI automation, optimising system performance.
	~~<li>~~''Balancing Human-AI Interaction'': Striking the right balance between human involvement and AI automation, optimising system performance.
	~~</ul>~~

	== Tools and Solutions==		== Tools and Solutions==

Admino739mjm7: /* Tools and Solutions */

2023-11-17T00:11:32Z

Tools and Solutions

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	! Tool Name!! Purpose!! Description!! Link		! Tool Name!! Purpose!! Description!! Link
	\|-		\|-
	\| ''Orchestra''\|\| Real-time data exchange and integration between different systems\|\| Orchestra is intended to serve as a bridge between siloed systems, enabling a collaborative environment where data flows without restrictions. This orchestration is intended to enhance productivity and reduces manual intervention, minimising errors and simplifying processes.		\| '''Orchestra'''\|\| Real-time data exchange and integration between different systems\|\| Orchestra is intended to serve as a bridge between siloed systems, enabling a collaborative environment where data flows without restrictions. This orchestration is intended to enhance productivity and reduces manual intervention, minimising errors and simplifying processes.
	Using a HITL system like Orchestra will improve project the management processes, resulting in increased accuracy and consistency, less time coordinating projects, and more expert time in the areas they are uniquely positioned to work on.		Using a HITL system like Orchestra will improve project the management processes, resulting in increased accuracy and consistency, less time coordinating projects, and more expert time in the areas they are uniquely positioned to work on.
	In addition, Orchestra's flexibility extends beyond data integration. It also offers various customisable automation capabilities, allowing human operators to streamline complex workflows and decision-making processes. In this context, this solution can intelligently route tasks, prioritise workloads, and adapt to changing conditions in real time. This adaptability enhances efficiency and empowers organisations to stay agile and responsive in fast-paced landscapes. In summary, whether orchestrating data or tasks, this solution offers a new level of efficiency and collaboration		In addition, Orchestra's flexibility extends beyond data integration. It also offers various customisable automation capabilities, allowing human operators to streamline complex workflows and decision-making processes. In this context, this solution can intelligently route tasks, prioritise workloads, and adapt to changing conditions in real time. This adaptability enhances efficiency and empowers organisations to stay agile and responsive in fast-paced landscapes. In summary, whether orchestrating data or tasks, this solution offers a new level of efficiency and collaboration
	\|\| https://www.b12.io/orchestra/		\|\| https://www.b12.io/orchestra/
	\|-		\|-
	\| ''Teaming AI''\|\| Platform for human-AI collaboration in Industry 4.0 \|\| Teaming.AI is a cutting-edge platform designed to foster collaborative interactions between human stakeholders and artificial intelligence systems within the context of Industry 4.0 [7]. The primary objective of Teaming.AI is to address the limitations of current Industry 4.0 practices, particularly the lack of flexibility, by establishing a human-centred AI collaboration model. This approach seeks to ensure that humans remain in control and autonomous while leveraging the capabilities of AI to achieve more efficient and effective industrial processes.		\| '''Teaming AI'''\|\| Platform for human-AI collaboration in Industry 4.0 \|\| Teaming.AI is a cutting-edge platform designed to foster collaborative interactions between human stakeholders and artificial intelligence systems within the context of Industry 4.0 [7]. The primary objective of Teaming.AI is to address the limitations of current Industry 4.0 practices, particularly the lack of flexibility, by establishing a human-centred AI collaboration model. This approach seeks to ensure that humans remain in control and autonomous while leveraging the capabilities of AI to achieve more efficient and effective industrial processes.
	The platform encompasses a comprehensive suite of software components that facilitate seamless interactions between the Teaming.AI system and all human-AI team members. At its core, the platform is tailored to cater to specific industrial facilities, referred to as the target system, which hosts various production processes, such as manufacturing and quality control of products		The platform encompasses a comprehensive suite of software components that facilitate seamless interactions between the Teaming.AI system and all human-AI team members. At its core, the platform is tailored to cater to specific industrial facilities, referred to as the target system, which hosts various production processes, such as manufacturing and quality control of products
	\|\| https://www.teamingai-project.eu/		\|\| https://www.teamingai-project.eu/

Admino739mjm7: /* Tools and Solutions */

2023-11-17T00:09:30Z

Tools and Solutions

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	== Tools and Solutions==		== Tools and Solutions==
	In the following Table, we ~~will~~ look at concrete examples of software solutions that facilitate collaboration between operators and machines in the manufacturing context.		In the following Table, we look at concrete examples of software solutions that facilitate collaboration between operators and machines in the manufacturing context.

	{\| class="wikitable" style="margin:auto; width:100%; line-height: 1.5em"		{\| class="wikitable" style="margin:auto; width:100%; line-height: 1.5em"

Admino739mjm7: /* Tools and Solutions */

2023-11-17T00:08:40Z

Tools and Solutions

← Older revision		Revision as of 00:08, 17 November 2023
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	! Tool Name!! Purpose!! Description!! Link		! Tool Name!! Purpose!! Description!! Link
	\|-		\|-
	\| Orchestra\|\| Real-time data exchange and integration between different systems\|\| Orchestra is intended to serve as a bridge between siloed systems, enabling a collaborative environment where data flows without restrictions. This orchestration is intended to enhance productivity and reduces manual intervention, minimising errors and simplifying processes.		\| ''Orchestra''\|\| Real-time data exchange and integration between different systems\|\| Orchestra is intended to serve as a bridge between siloed systems, enabling a collaborative environment where data flows without restrictions. This orchestration is intended to enhance productivity and reduces manual intervention, minimising errors and simplifying processes.
	Using a HITL system like Orchestra will improve project the management processes, resulting in increased accuracy and consistency, less time coordinating projects, and more expert time in the areas they are uniquely positioned to work on.		Using a HITL system like Orchestra will improve project the management processes, resulting in increased accuracy and consistency, less time coordinating projects, and more expert time in the areas they are uniquely positioned to work on.
	In addition, Orchestra's flexibility extends beyond data integration. It also offers various customisable automation capabilities, allowing human operators to streamline complex workflows and decision-making processes. In this context, this solution can intelligently route tasks, prioritise workloads, and adapt to changing conditions in real time. This adaptability enhances efficiency and empowers organisations to stay agile and responsive in fast-paced landscapes. In summary, whether orchestrating data or tasks, this solution offers a new level of efficiency and collaboration		In addition, Orchestra's flexibility extends beyond data integration. It also offers various customisable automation capabilities, allowing human operators to streamline complex workflows and decision-making processes. In this context, this solution can intelligently route tasks, prioritise workloads, and adapt to changing conditions in real time. This adaptability enhances efficiency and empowers organisations to stay agile and responsive in fast-paced landscapes. In summary, whether orchestrating data or tasks, this solution offers a new level of efficiency and collaboration
	\|\| https://www.b12.io/orchestra/		\|\| https://www.b12.io/orchestra/
	\|-		\|-
	\| Teaming AI\|\| ~~Example~~\|\| ~~Example~~\|\| ~~Example~~		\| ''Teaming AI''\|\| Platform for human-AI collaboration in Industry 4.0 \|\| Teaming.AI is a cutting-edge platform designed to foster collaborative interactions between human stakeholders and artificial intelligence systems within the context of Industry 4.0 [7]. The primary objective of Teaming.AI is to address the limitations of current Industry 4.0 practices, particularly the lack of flexibility, by establishing a human-centred AI collaboration model. This approach seeks to ensure that humans remain in control and autonomous while leveraging the capabilities of AI to achieve more efficient and effective industrial processes.
			The platform encompasses a comprehensive suite of software components that facilitate seamless interactions between the Teaming.AI system and all human-AI team members. At its core, the platform is tailored to cater to specific industrial facilities, referred to as the target system, which hosts various production processes, such as manufacturing and quality control of products
			\|\| https://www.teamingai-project.eu/
	\|-		\|-