Gov/en/Portal:R&D/Innovations:AI Supported Deployment - Revision history

AI-Admin-Assistant: Terminology: libre/free software instead of open source (Theo directive 2026-09-20)

2026-09-20T18:33:21Z

Terminology: libre/free software instead of open source (Theo directive 2026-09-20)

← Older revision		Revision as of 20:33, 20 September 2026
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	=== What recent studies say about AI acceleration ===		=== What recent studies say about AI acceleration ===

	Recent empirical studies give a nuanced picture of how much AI actually accelerates a project. A controlled experiment with GitHub Copilot found that developers assisted by an AI pair programmer completed a coding task 55.8 percent faster than a control group (Peng et al., 2023). By contrast, a 2025 randomized controlled trial by the research organization METR, with 16 experienced ~~open-source~~ developers working on mature projects they knew well, found that allowing early-2025 AI tools ''increased'' completion time by 19 percent, against the developers' own expectations. Anthropic's 2026 analysis of about 400,000 Claude Code sessions observed that people make most of the planning decisions (what to do) while the AI makes most of the execution decisions (how to do it), and that on coding tasks people from non-engineering occupations succeed at nearly the same rate as software engineers.		Recent empirical studies give a nuanced picture of how much AI actually accelerates a project. A controlled experiment with GitHub Copilot found that developers assisted by an AI pair programmer completed a coding task 55.8 percent faster than a control group (Peng et al., 2023). By contrast, a 2025 randomized controlled trial by the research organization METR, with 16 experienced free software developers working on mature projects they knew well, found that allowing early-2025 AI tools ''increased'' completion time by 19 percent, against the developers' own expectations. Anthropic's 2026 analysis of about 400,000 Claude Code sessions observed that people make most of the planning decisions (what to do) while the AI makes most of the execution decisions (how to do it), and that on coding tasks people from non-engineering occupations succeed at nearly the same rate as software engineers.

	Read together, these studies suggest that AI support can strongly boost a project but does not do so automatically: how the human roles are organized around the AI appears to matter. This is one of the reasons why WikiDeal intends to test an explicit organization of roles, described below, rather than assuming that AI alone would accelerate the work.		Read together, these studies suggest that AI support can strongly boost a project but does not do so automatically: how the human roles are organized around the AI appears to matter. This is one of the reasons why WikiDeal intends to test an explicit organization of roles, described below, rather than assuming that AI alone would accelerate the work.

AI-Admin-Assistant: Category cleanup: remove Category:Migration June 2026 (founder order 2026-09-03)

2026-09-03T17:19:26Z

Category cleanup: remove Category:Migration June 2026 (founder order 2026-09-03)

← Older revision		Revision as of 19:19, 3 September 2026
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	💡 '''Improve this concept:''' submit a proposal via [[Gov/en/Portal:R&D/Open-Calls:Main\|Open Call]]		💡 '''Improve this concept:''' submit a proposal via [[Gov/en/Portal:R&D/Open-Calls:Main\|Open Call]]
	~~[[Category:Migration June 2026]]~~
	[[Category:Innovation]]		[[Category:Innovation]]
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AI-Admin-Assistant: Standardise manual summary: On this page list wrapped in Template:ArticleSummary, same entries (Theo 2026-08-17)

2026-08-17T17:27:23Z

Standardise manual summary: On this page list wrapped in Template:ArticleSummary, same entries (Theo 2026-08-17)

← Older revision		Revision as of 19:27, 17 August 2026
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	{{ExpertIntro\|Methodology page, proposed as an initial hypothesis. Boris Cherny (Anthropic) describes five work archetypes emerging as AI blurs product roles: Prototyper, Builder, Sweeper, Grower, Maintainer. WikiDeal's R&D intends to adopt this framework, to be tested during Prototype 1: open calls would invite people matching these profiles to move from idea to prototype to deployment.}}		{{ExpertIntro\|Methodology page, proposed as an initial hypothesis. Boris Cherny (Anthropic) describes five work archetypes emerging as AI blurs product roles: Prototyper, Builder, Sweeper, Grower, Maintainer. WikiDeal's R&D intends to adopt this framework, to be tested during Prototype 1: open calls would invite people matching these profiles to move from idea to prototype to deployment.}}

	~~'''On this page:'''~~		{{ArticleSummary\|
	* [[#context\|Context: when AI blurs job titles]]		* [[#context\|Context: when AI blurs job titles]]
	* [[#the-five-profiles\|The five profiles]]		* [[#the-five-profiles\|The five profiles]]
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	* [[#state-of-the-art\|State of the art]]		* [[#state-of-the-art\|State of the art]]
	* [[#see-also\|See also]]		* [[#see-also\|See also]]
			}}
	__NOTOC__		__NOTOC__

AI-Admin-Assistant: Visible in-content table of contents (Theo 2026-08-15)

2026-08-15T17:29:24Z

Visible in-content table of contents (Theo 2026-08-15)

← Older revision		Revision as of 19:29, 15 August 2026
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	{{ExpertIntro\|Methodology page, proposed as an initial hypothesis. Boris Cherny (Anthropic) describes five work archetypes emerging as AI blurs product roles: Prototyper, Builder, Sweeper, Grower, Maintainer. WikiDeal's R&D intends to adopt this framework, to be tested during Prototype 1: open calls would invite people matching these profiles to move from idea to prototype to deployment.}}		{{ExpertIntro\|Methodology page, proposed as an initial hypothesis. Boris Cherny (Anthropic) describes five work archetypes emerging as AI blurs product roles: Prototyper, Builder, Sweeper, Grower, Maintainer. WikiDeal's R&D intends to adopt this framework, to be tested during Prototype 1: open calls would invite people matching these profiles to move from idea to prototype to deployment.}}

	~~__TOC__~~		'''On this page:'''
			* [[#context\|Context: when AI blurs job titles]]
			* [[#the-five-profiles\|The five profiles]]
			* [[#methodology\|The methodology: five profiles plus open calls]]
			* [[#roles-and-credits\|Roles and credits]]
			* [[#sources\|Sources and references]]
			* [[#state-of-the-art\|State of the art]]
			* [[#see-also\|See also]]
			__NOTOC__

	= AI supported deployment =		= AI supported deployment =
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	* Luciano Floridi et al. (2018), ''AI4People: An Ethical Framework for a Good AI Society'', Minds and Machines, 28: [https://doi.org/10.1007/s11023-018-9482-5 doi:10.1007/s11023-018-9482-5].		* Luciano Floridi et al. (2018), ''AI4People: An Ethical Framework for a Good AI Society'', Minds and Machines, 28: [https://doi.org/10.1007/s11023-018-9482-5 doi:10.1007/s11023-018-9482-5].

			<span id="see-also"></span>
	== See also ==		== See also ==

AI-Admin-Assistant: Rename section to State of the art (Theo 2026-08-15)

2026-08-15T16:04:09Z

Rename section to State of the art (Theo 2026-08-15)

← Older revision		Revision as of 18:04, 15 August 2026
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	* Anthropic Economic Index, ongoing research initiative on the effects of AI on work and the economy: https://www.anthropic.com/research/the-anthropic-economic-index		* Anthropic Economic Index, ongoing research initiative on the effects of AI on work and the economy: https://www.anthropic.com/research/the-anthropic-economic-index

	<span id="~~related~~-~~research~~"></span>		<span id="state-of-the-art"></span>
	== ~~Related scientific research~~ ==		== State of the art ==
	Combining human work profiles with AI assistance is the subject of a growing research field on human-AI collaboration and the future of work. The works below inform this hypothesis.		Combining human work profiles with AI assistance is the subject of a growing research field on human-AI collaboration and the future of work. The works below inform this hypothesis.

AI-Admin-Assistant: Add Related scientific research section (Theo 2026-08-15)

2026-08-15T15:51:47Z

Add Related scientific research section (Theo 2026-08-15)

@@ Line 83: / Line 83: @@
 * Anthropic (2026), "How Claude Code is used in practice", privacy-preserving analysis of about 400,000 agentic coding sessions: https://www.anthropic.com/research/claude-code-expertise
 * Anthropic Economic Index, ongoing research initiative on the effects of AI on work and the economy: https://www.anthropic.com/research/the-anthropic-economic-index
 == See also ==

AI-Admin-Assistant: Shorten intros per Theo's 20s rule

2026-08-09T00:56:00Z

Shorten intros per Theo's 20s rule

← Older revision		Revision as of 02:56, 9 August 2026
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	{{KidsIntro\|When people build ~~things~~ with ~~the~~ help ~~of AI~~, job titles ~~start to~~ matter less than talents. A researcher ~~who created a famous AI coding tool says there are~~ five ~~big talents~~: inventing ~~new~~ ideas, building them ~~for real~~, ~~cleaning up and~~ simplifying, helping ~~the product~~ grow, and keeping it running ~~safely~~. WikiDeal would ~~like to~~ test this ~~way of working: one person brings lots of ideas, and~~ a team ~~with the four other talents would help turn the best ones into something everyone can use~~.}}		{{KidsIntro\|When people build with AI's help, job titles matter less than talents. A researcher describes five: inventing ideas, building them, simplifying, helping products grow, and keeping them running. WikiDeal would test this with a team.}}

	{{ExpertIntro\|Methodology page, proposed as an initial hypothesis. Boris Cherny (Anthropic~~, creator of Claude Code~~) describes five work archetypes ~~that emerge~~ as AI blurs ~~the traditional~~ product roles: Prototyper, Builder, Sweeper, Grower ~~and~~ Maintainer~~; the archetype, not the job title, describes what a person actually does~~. ~~The~~ WikiDeal R&D ~~programme~~ intends to adopt this framework ~~as an initial hypothesis~~, to be tested during Prototype 1: open calls would invite people matching these ~~five profiles to participate in the definition, the accompaniment and the implementation of the open calls and of their results. Open calls combined with the five~~ profiles ~~are the envisaged lever~~ to move from idea to prototype to deployment~~, in short to scale. In the startup phase, Theo Bondolfi plays the Prototyper role (ideas and content production); the other roles are intended to be progressively aggregated into the operational team~~.}}		{{ExpertIntro\|Methodology page, proposed as an initial hypothesis. Boris Cherny (Anthropic) describes five work archetypes emerging as AI blurs product roles: Prototyper, Builder, Sweeper, Grower, Maintainer. WikiDeal's R&D intends to adopt this framework, to be tested during Prototype 1: open calls would invite people matching these profiles to move from idea to prototype to deployment.}}

	__TOC__		__TOC__

AI-Admin-Assistant: Rename Open Call to Open Calls; remove reputation credits (Theo 2026-08-03)

2026-08-03T19:49:36Z

Rename Open Call to Open Calls; remove reputation credits (Theo 2026-08-03)

← Older revision		Revision as of 21:49, 3 August 2026
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	Concretely:		Concretely:

	* the [[Gov/en/Portal:R&D/Open-~~Call~~:Main\|open calls]] would include calls toward these five figures; there is a real intention to try to fill these roles, at least in the form of a pilot experiment;		* the [[Gov/en/Portal:R&D/Open-Calls:Main\|open calls]] would include calls toward these five figures; there is a real intention to try to fill these roles, at least in the form of a pilot experiment;
	* the way the pilot experiments are intended to work is to invite these figures to participate in the definition, the accompaniment and the implementation of the open calls and of the results that follow from them;		* the way the pilot experiments are intended to work is to invite these figures to participate in the definition, the accompaniment and the implementation of the open calls and of the results that follow from them;
	* the methodology of the open calls, combined with the five figures, is the envisaged lever to move from the idea to the prototype and to deployment: in short, to scale.		* the methodology of the open calls, combined with the five figures, is the envisaged lever to move from the idea to the prototype and to deployment: in short, to scale.
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	* [[Gov/en/Portal:R&D/Innovations:Main\|All innovations]]		* [[Gov/en/Portal:R&D/Innovations:Main\|All innovations]]
	* [[Gov/en/Portal:R&D/Innovations:Open Calls\|Open Calls (innovation page)]]		* [[Gov/en/Portal:R&D/Innovations:Open Calls\|Open Calls (innovation page)]]
	* [[Gov/en/Portal:R&D/Open-~~Call~~:Main\|Open calls in progress]]		* [[Gov/en/Portal:R&D/Open-Calls:Main\|Open calls in progress]]
	* [[Gov/en/Portal:Meta/Prototype-1-Deliverables\|Prototype 1 deliverables]]		* [[Gov/en/Portal:Meta/Prototype-1-Deliverables\|Prototype 1 deliverables]]

	💡 '''Improve this concept:''' submit a proposal via [[Gov/en/Portal:R&D/Open-~~Call~~:Main\|Open Call]]		💡 '''Improve this concept:''' submit a proposal via [[Gov/en/Portal:R&D/Open-Calls:Main\|Open Call]]
	[[Category:Migration June 2026]]		[[Category:Migration June 2026]]
	[[Category:Innovation]]		[[Category:Innovation]]
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AI-Admin-Assistant: Add Category:Innovation

2026-07-22T15:57:37Z

Add Category:Innovation

← Older revision		Revision as of 17:57, 22 July 2026
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	💡 '''Improve this concept:''' submit a proposal via [[Gov/en/Portal:R&D/Open-Call:Main\|Open Call]]		💡 '''Improve this concept:''' submit a proposal via [[Gov/en/Portal:R&D/Open-Call:Main\|Open Call]]
	[[Category:Migration June 2026]]		[[Category:Migration June 2026]]
			[[Category:Innovation]]
	<!-- visible -->		<!-- visible -->

AI-Admin-Assistant: Self-references updated after rename; Roles and credits enriched (vision, needs balance, overall recipe, operating agreements) per Theo audio 2026-07-12

2026-07-12T12:14:39Z

Self-references updated after rename; Roles and credits enriched (vision, needs balance, overall recipe, operating agreements) per Theo audio 2026-07-12

← Older revision		Revision as of 14:14, 12 July 2026
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	__TOC__		__TOC__

	= AI-supported deployment =		= AI supported deployment =

	''Status: under construction. This page presents an initial hypothesis, proposed as a basis for discussion, to be tested during Prototype 1.''		''Status: under construction. This page presents an initial hypothesis, proposed as a basis for discussion, to be tested during Prototype 1.''
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	* for the startup phase, Theo Bondolfi plays the role of bringing the ideas and producing a large volume of content, which corresponds to the Prototyper archetype;		* for the startup phase, Theo Bondolfi plays the role of bringing the ideas and producing a large volume of content, which corresponds to the Prototyper archetype;
			* he imagined and brought a vision, and tried to give it shape through concrete elements: notably the notion of needs balance, and the association of all the concepts (such as the [[Gov/en/Portal:Economy/Bonding-Curve\|bonding curve]]) into an overall recipe;
			* he formulates initial hypotheses that create this overall recipe: hypotheses concerning the operating agreements of the project;
	* the other figures and roles are intended to be progressively aggregated into the operational team, notably through the open calls described above.		* the other figures and roles are intended to be progressively aggregated into the operational team, notably through the open calls described above.

← Older revision		Revision as of 19:27, 17 August 2026
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	{{ExpertIntro\|Methodology page, proposed as an initial hypothesis. Boris Cherny (Anthropic) describes five work archetypes emerging as AI blurs product roles: Prototyper, Builder, Sweeper, Grower, Maintainer. WikiDeal's R&D intends to adopt this framework, to be tested during Prototype 1: open calls would invite people matching these profiles to move from idea to prototype to deployment.}}		{{ExpertIntro\|Methodology page, proposed as an initial hypothesis. Boris Cherny (Anthropic) describes five work archetypes emerging as AI blurs product roles: Prototyper, Builder, Sweeper, Grower, Maintainer. WikiDeal's R&D intends to adopt this framework, to be tested during Prototype 1: open calls would invite people matching these profiles to move from idea to prototype to deployment.}}

	~~'''On this page:'''~~		{{ArticleSummary\|
	* [[#context\|Context: when AI blurs job titles]]		* [[#context\|Context: when AI blurs job titles]]
	* [[#the-five-profiles\|The five profiles]]		* [[#the-five-profiles\|The five profiles]]
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	* [[#state-of-the-art\|State of the art]]		* [[#state-of-the-art\|State of the art]]
	* [[#see-also\|See also]]		* [[#see-also\|See also]]
			}}
	__NOTOC__		__NOTOC__