Tagged articles

Turing completeness

4 articles · Page 1 of 1

Jun 12, 2026 · Artificial Intelligence

Can Transformers Solve Any Computable Problem? RUC Study Shows Context Management Sets the Upper Bound

A recent ICML 2026 position paper clarifies that the computational power of a fixed Transformer model is limited by its context‑management strategy, distinguishing fixed‑system and scaling‑family settings and showing how five concrete management approaches span from constant‑space to full Turing‑completeness.

Computational theoryContext ManagementLarge Language Models

0 likes · 16 min read

Can Transformers Solve Any Computable Problem? RUC Study Shows Context Management Sets the Upper Bound

Liangxu Linux

Jun 4, 2026 · Fundamentals

Why HTML & CSS Don’t Count as Real Programming

The article argues that HTML and CSS lack logical constructs, loops, and variables, making them markup and styling tools rather than true programming languages, which require Turing‑complete capabilities such as conditionals and algorithmic reasoning.

HTMLJavaScriptTuring completeness

0 likes · 6 min read

Why HTML & CSS Don’t Count as Real Programming

Java Tech Enthusiast

Nov 19, 2024 · Fundamentals

Computational Equivalence and Turing Completeness

Given unlimited time and memory, any computing device—from supercomputers to smartphones—can execute the same set of tasks, differing only in speed and resources, because a system that can simulate a Turing machine is Turing‑equivalent, making all Turing‑complete languages capable of solving any computable problem, with only efficiency or code length varying.

Computational theoryComputer ScienceTuring completeness

0 likes · 4 min read

Computational Equivalence and Turing Completeness

ELab Team

Feb 7, 2021 · Fundamentals

How to Prove JavaScript and TypeScript Are Turing‑Complete Using Partial Recursive Functions

This article explains why implementing partial recursive functions is equivalent to Turing‑completeness, defines the basic functions and operations of partial recursion, demonstrates how common arithmetic can be built from them, and provides JavaScript and TypeScript code that formally proves both languages are Turing‑complete.

Computability theoryJavaScriptPartial recursive functions

0 likes · 14 min read

How to Prove JavaScript and TypeScript Are Turing‑Complete Using Partial Recursive Functions