Ollama: Ollama: improve existing draft article

2026-10-24T13:25:16Z

Ollama: improve existing draft article

← Older revision		Revision as of 13:25, 24 October 2026
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			The principle of [[Least surprise]] is a design philosophy emphasizing that a system should behave in a way that minimizes unexpected outcomes for its users. Coined in the context of software engineering and human-computer interaction, it advocates for intuitive interfaces, predictable behavior, and consistency in design. By aligning system functionality with user expectations, this principle aims to reduce cognitive load, enhance usability, and foster trust in technology. Its application spans programming languages, user interfaces, and even broader domains like policy design and education.

			{{H2\|Origins and Development}}
			The concept of [[Least surprise]] is often attributed to the early days of computing, where user interfaces were rudimentary and often counterintuitive. It gained prominence in the 1970s and 1980s as software development evolved from command-line interfaces to graphical user interfaces (GUIs). Pioneers in human-computer interaction, such as Jakob Nielsen, emphasized the importance of usability heuristics, with [[Least surprise]] serving as a cornerstone. The idea was further formalized in academic literature, including works by Donald Norman, who highlighted the role of affordances and feedback in minimizing user confusion.

			{{H2\|Applications in Technology}}
	{{Draft}}
			In software engineering, [[Least surprise]] manifests in practices like consistent API design, error messaging that aligns with user expectations, and intuitive navigation. For example, programming languages such as Python prioritize readability and simplicity, reducing the likelihood of unexpected behavior. Similarly, user interface (UI) design follows principles like the "Gestalt laws" to ensure elements are perceived as unified and predictable. In web development, frameworks like React enforce component-based architectures that minimize surprises through modular, reusable code.
	{{InfTech}}

			{{H2\|Criticisms and Limitations}}
			While [[Least surprise]] is widely praised, critics argue that it can sometimes stifle innovation or oversimplify complex systems. For instance, overly rigid adherence to user expectations may prevent designers from introducing novel features that could enhance long-term usability. Additionally, the principle assumes a universal standard of "surprise," which may not account for cultural differences or varying user expertise levels. Some researchers suggest that [[Least surprise]] should be balanced with transparency, allowing users to understand the rationale behind non-intuitive behaviors when necessary.

			{{H2\|See Also}}
			- [[User experience design]]
			- [[Usability]]
			- [[Human–computer interaction]]
			- [[Jakob Nielsen]]

			{{H2\|References}}
			- [Wikipedia: Principle of least astonishment](https://en.wikipedia.org/wiki/Principle_of_least_astonishment)
			- [Donald Norman's work on affordances](https://www.jnd.org/1103/)
			- [Jakob Nielsen's usability heuristics](https://www.nngroup.com/articles/ten-usability-heuristics/)

			{{Ollama}}
			{{Pending Human Review}}

Robert Brockway at 06:11, 28 April 2024

2024-04-28T06:11:31Z

← Older revision		Revision as of 06:11, 28 April 2024
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Robert Brockway: Created page with " {{Draft}} {{IT}}"

2024-04-11T03:43:00Z

Created page with " {{Draft}} {{IT}}"

New page

Least surprise - Revision history

Ollama: Ollama: improve existing draft article

Robert Brockway at 06:11, 28 April 2024

Robert Brockway: Created page with " {{Draft}} {{IT}}"