2025-03-19
The Case for NL: More Intuitive and Expressive for Complex Constraints
Respondents found natural language easier for specifying complex constraints than GUIs, especially for extended background contexts or numerous choices that wouldn’t reasonably fit into a GUI.
How to Articulate Output Constraints to LLMS
An overarching observation is that respondents preferred using GUI to specify low-level constraints and natural language to express high-level constraints.
Satisfying UI and Product Requirements and Improving User Experience, Trust, and Adoption
Satisfying UI and Product Requirements Respondents stressed that it is essential to constrain LLM output to meet UI and product specifications, particularly when such output will be presented to end...
How We Integrated Downstream Processes and Workflows
Because LLMs are often used as sub-components in larger pipelines, respondents emphasized that guaranteed constraints are critical to ensuring that the output of their work is compatible with downstream processes,...
The Benefits of Applying Constraints to LLM Outputs
Beyond the aforementioned use cases, our survey respondents reported a range of benefits that the ability of constraining LLM output could offer.
Real-World Use Cases That Necessitate Output Constraints
Below, we discuss a number of interesting insights that emerged from our analysis of the use cases
How We Deployed an Online Survey to Users of an Internal Prompt-Based Prototyping Platform
To get a broad range of insights from people who have experience with prompting and building LLM-powered applications, we deployed an online survey to users of an internal prompt-based prototyping...
What Would a Decentralized Internet Look Like?
The internet as it is today is the thread that holds modern society together. A day without the internet would result in significant losses globally, affecting communication, commerce, education, entertainment,...
"We Need Structured Output": Towards User-Centered Constraints on Large Language Model Output
We conclude with a discussion on user preferences and needs towards articulating intended constraints for LLMs, alongside an initial design for a constraint prototyping tool.
FreeEval: The Ethical Concerns
In this paper, we introduce FreeEval, a modular and extensible framework for trustworthy and efficient automatic evaluation of LLMs.
2025-03-18
Reclaiming Control Over Your Digital Identity and Privacy
Self-sovereign identity represents an evolutionary step in identity management, says Ben Sweet. He says the concept is to prevent the emergence of pervasive digital surveillance and data monopolies.
Hyperspace 1.1
New (well, newish) Mac app from John Siracusa: Hyperspace searches for files with identical contents within one or more folders. If it finds any, it can then reclaim the disk...
Product Managers Who Build Together, Win Together
How to Align Without Losing Speed
Digital Signage 101: How It Works, What to Show, and How to Start
Digital signage is the use of displays to communicate any type of information. It’s a system made up of 3 essential parts: a *display* itself, a media player, and software....
Don’t Be a Sucker!
In 1945, the US Department of War (the precursor to the Dept of Defense) produced this educational film on the “destructive effects of racial and religious prejudice” and the use...
The Future of Crypto Investments in an AI-Driven Market
The investment landscape of 2025 is literally being overtaken by the AI frenzy. 73% of US users will continue to invest in crypto in 2025, according to Kraken. 2025 is...
How Hugo Lamy is Helping Create the AI Workforce for Enterprises at Brainbase
Hugo Lamy is a Founding Growth Engineer at Brainbase. Brainbase is an AI workflow tool that helps businesses cut costs by up to 50%. Lamy has a background in AI...
Former NASA Astronaut Says Elon Musk Has No Idea What He's Talking About
SpaceX Elon Musk is adamant that the space company will eventually make humanity interplanetary by establishing a permanent presence on Mars. It's an extremely ambitious plan, involving the company's massive...
SquareX Launches "Year Of Browser Bugs" (YOBB) To Expose Critical Security Blind Spots
SquareX, a pioneer in Browser Detection and Response (BDR) space, announced the launch of the "Year of Browser Bugs" (YOBB) project today. The year-long initiative will draw attention to the...
What Do Global Users Really Think About Crypto and Web3 Banking? A Dive into CrossFi’s 2025 Survey
Who's really using crypto? CrossFi's 2025 survey reveals unexpected demographics, global adoption trends, and Web3 banking insights.
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