Published on: 2025-06-18 13:39:11
I built AutoThink, a technique that makes local LLMs reason more efficiently by adaptively allocating computational resources based on query complexity. The core idea: instead of giving every query the same "thinking time," classify queries as HIGH or LOW complexity and allocate thinking tokens accordingly. Complex reasoning gets 70-90% of tokens, simple queries get 20-40%. I also implemented steering vectors derived from Pivotal Token Search (originally from Microsoft's Phi-4 paper) that guid
Keywords: baseline com complexity local reasoning
Find related items on AmazonPublished on: 2025-06-18 18:39:11
I built AutoThink, a technique that makes local LLMs reason more efficiently by adaptively allocating computational resources based on query complexity. The core idea: instead of giving every query the same "thinking time," classify queries as HIGH or LOW complexity and allocate thinking tokens accordingly. Complex reasoning gets 70-90% of tokens, simple queries get 20-40%. I also implemented steering vectors derived from Pivotal Token Search (originally from Microsoft's Phi-4 paper) that guid
Keywords: baseline com complexity local reasoning
Find related items on AmazonPublished on: 2025-06-28 07:34:20
One of the most important classes goes by the humble name “P.” Roughly speaking, it encompasses all problems that can be solved in a reasonable amount of time. An analogous complexity class for space is dubbed “PSPACE.” The relationship between these two classes is one of the central questions of complexity theory. Every problem in P is also in PSPACE, because fast algorithms just don’t have enough time to fill up much space in a computer’s memory. If the reverse statement were also true, the t
Keywords: complexity paul simulation space time
Find related items on AmazonPublished on: 2025-06-28 12:34:20
One of the most important classes goes by the humble name “P.” Roughly speaking, it encompasses all problems that can be solved in a reasonable amount of time. An analogous complexity class for space is dubbed “PSPACE.” The relationship between these two classes is one of the central questions of complexity theory. Every problem in P is also in PSPACE, because fast algorithms just don’t have enough time to fill up much space in a computer’s memory. If the reverse statement were also true, the t
Keywords: complexity paul simulation space time
Find related items on AmazonPublished on: 2025-08-14 06:49:34
The Gruen Transfer is consuming the internet Have you ever walked into a supermarket, pharmacy, or department store looking to buy a specific item, only to find the layout confusing? Perhaps you ended up aimlessly strolling around, purchasing other items? This is deliberate, and known as the Gruen Transfer. The 'Transfer' part is the moment that you, as a consumer surrounded by a deliberately confusing layout, lose track of your original intentions. We've all experienced it, and now it's star
Keywords: complexity confusing facebook feed friends
Find related items on AmazonPublished on: 2025-09-28 17:04:35
In the beginning (that is, the 90’s), developers created the three-tier application. Per Martin Fowler, these tiers were the data source tier, managing persistent data, the domain tier, implementing the application’s primary business logic, and the presentation tier, handling the interaction between the user and the software. The motivation for this separation is as relevant today as it was then: to improve modularity and allow different components of the system to be developed relatively indepe
Keywords: application complexity orchestration service tier
Find related items on AmazonPublished on: 2025-10-06 23:32:36
Artur Debat/Getty Images Developing, deploying, and supporting artificial intelligence can be a daunting venture that calls for an often-confusing array of new skills and technologies. Yet, ostensibly, it's supposed to reduce complexity. Can we have it both ways? Magical or a lot of work? AI can't just be dropped into an organization to start churning out insights -- among many other things, it requires budgeting, rollout, and performance measurement, Chris Howard, global chief of research, e
Keywords: ai complexity need said things
Find related items on AmazonPublished on: 2025-10-21 19:07:17
Not long ago, I was auditing a codebase for work (looking for bugs) when I realized that despite the quality of the code, I was becoming mentally fatigued extremely quickly and had a hard time working on it for long stretches of time… I ended up figuring out what made this codebase so difficult to stick with, but it didn’t turn out to be what I expected (Cyclomatic Complexity). After doing a little reflection and research, it ended up being something more related to readability–something I didn
Keywords: code complexity function return variable
Find related items on AmazonPublished on: 2025-10-23 01:07:17
Not long ago, I was auditing a codebase for work (looking for bugs) when I realized that despite the quality of the code, I was becoming mentally fatigued extremely quickly and had a hard time working on it for long stretches of time… I ended up figuring out what made this codebase so difficult to stick with, but it didn’t turn out to be what I expected (Cyclomatic Complexity). After doing a little reflection and research, it ended up being something more related to readability–something I didn
Keywords: code complexity function return variable
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