computation

作者感慨在 Opus 5.5 时代，带实习生远不如多要 GPU token 有价值，因为几台 B200/B300 的成本就相当于整个团队的工资总和，并指出真正有影响力的创新需要能消耗成千上万张 GPU 的规模来证明。

Kevin Ryan and Tim Ferriss discuss deep tech trends, emphasizing that hot topics are too late and focusing on second-order effects like nuclear energy, robotics, and computation.

This article discusses the remarkable speed of Jev, which has reduced a task duration from 7.5 million years to just 1 second.

A tweet from @AiBreakfast claims that a fruit fly brain has solved the Navier-Stokes equations and subsequently collapsed.

Princeton University announces its Spring 2025 course on Economics and Computation, taught by Matt Weinberg and Mark Braverman, covering topics like game theory, auctions, mechanism design, and cryptocurrencies.

The article highlights that LLMs excel at ambiguous judgment tasks but are mediocre for consistent computation, advocating for task specialization in multi-agent systems.

This paper derives the Major Scale, Standard Chord Dictionary, and the difference between Major and Minor Triads from first principles of physics and computation, presenting a scientific theory of harmony that addresses limitations in earlier theories by Helmholtz and Terhardt.

Larry Page's 2007 prediction that AI would rely on massive computation rather than clever algorithms, comparing DNA to 600MB of compressed data.

Stephen Wolfram visits the archive of Gottfried Leibniz, exploring his notes and connecting Leibniz's 17th-century ideas about systematization of knowledge to modern computational concepts like Mathematica and Wolfram|Alpha.

This paper introduces state commitment learning, a training objective that teaches language models to distinguish temporary computation tokens from persistent state tokens. The authors propose Counterfactual Erasure RL (CERL) and the Erasure Dependence Protocol, showing improvements across math, logic, science QA, and tool-use tasks without sacrificing accuracy.

This article provides a proof that Jira's automation features are Turing-complete by implementing a Minsky register machine using Jira issues and automation rules.