New 'Markovian Thinking' technique unlocks a path to million-token AI reasoning

VentureBeatTuesday, October 21, 2025 at 5:12:00 AM
PositiveTechnology
New 'Markovian Thinking' technique unlocks a path to million-token AI reasoning
Researchers at Mila have introduced an innovative technique called Markovian Thinking, which significantly enhances the efficiency of large language models in complex reasoning tasks. This breakthrough allows these models to perform lengthy reasoning without the high computational costs that have previously hindered such capabilities. The implementation, known as Delethink, organizes reasoning into manageable chunks, paving the way for more advanced AI applications and potentially transforming how machines understand and process information.
— Curated by the World Pulse Now AI Editorial System

Was this article worth reading? Share it

Recommended Readings
Antislop: A framework for eliminating repetitive patterns in language models
PositiveTechnology
Antislop is an innovative framework designed to eliminate repetitive patterns in language models, enhancing their efficiency and output quality. This development is significant as it addresses a common issue in AI-generated text, making interactions more natural and engaging for users. By improving the way language models function, Antislop could lead to more effective applications in various fields, from content creation to customer service.
This Open Source Robot Brain Thinks in 3D
PositiveTechnology
The development of open source robotics models is set to revolutionize the way physical machines operate, much like open source language models have transformed AI. This innovation is significant as it could lead to more advanced and adaptable robots that think in three dimensions, enhancing their functionality and applications across various industries.
Latest from Technology
7 new movies and TV shows to watch on Netflix, Prime Video, HBO Max and more this weekend (October 24)
PositiveTechnology
This weekend brings an exciting array of new movies and TV shows to streaming platforms like Netflix, Prime Video, and HBO Max. With a mix of returning favorites and fresh releases, there's something for everyone to enjoy. It's a great opportunity to catch up on what’s trending and discover new content that could become your next obsession.
I tested the AirPods Pro 3 and the ANC is even better than before – and that's before I get to the improved fit and heart-rate monitor
PositiveTechnology
The new AirPods Pro 3 from Apple are receiving rave reviews, particularly for their enhanced active noise cancellation and improved fit. This is significant as it shows Apple's commitment to innovation in audio technology, making these earbuds a must-have for music lovers and fitness enthusiasts alike.
Dodgers vs. Blue Jays, Game 1: How to watch the 2025 MLB World Series without cable
NeutralTechnology
The 2025 MLB World Series features the Dodgers facing off against the Blue Jays, and fans are eager to catch the action without cable. This matchup is significant as it showcases two of the league's top teams, and knowing how to watch it can enhance the viewing experience for baseball enthusiasts.
Google Photos is getting an AI meme generator, and I love and hate the idea at the same time
NeutralTechnology
Google Photos is reportedly set to launch an AI meme generator powered by its Gemini technology. While this innovation could enhance meme creation, it raises concerns about the authenticity of human creativity in meme-making. Many users appreciate the convenience of AI tools but also value the personal touch that comes from human-generated content. This development highlights the ongoing debate about the role of AI in creative processes and its impact on individual expression.
Not enough people are talking about this Windows laptop that checks all the boxes for me
PositiveTechnology
Acer's Swift 16 AI is gaining attention for its impressive OLED display and all-day battery life, making it a standout choice for those seeking a premium laptop without breaking the bank. This laptop perfectly balances high-end features with affordability, which is crucial for consumers looking for value in their tech purchases.
Amazon says automation bug caused massive AWS outage
NegativeTechnology
Amazon has reported that a bug related to automation was the cause of a significant outage affecting its AWS services. This incident is crucial as it highlights the vulnerabilities in cloud infrastructure that can disrupt businesses relying on these services. The outage not only impacted numerous companies but also raised concerns about the reliability of cloud providers, prompting discussions on the need for better safeguards and contingency plans.