Bitcoin’s megaphone pattern, explained: How to trade it

Key takeaways The Bitcoin megaphone pattern features at least two higher highs and two lower lows, forming an expanding structure. Connecting these highs and lows with trendlines creates a megaphone-like appearance, reflecting market instability. The formation signals heightened volatility, with price swings becoming more pronounced over time. Depending on the trend direction, the pattern can … Read more

Like Kermit Once Said: “It’s Not Easy Being Green” – AI Environmental Equity

Hello World is a weekly newsletter—delivered every Saturday morning—that goes deep into our original reporting and the questions we put to big thinkers in the field. Browse the archive here. From our work at The Markup, we know that adoption of technology so often means that some bear the costs while others enjoy conveniences. We challenge … Read more

Linear Attention and Long Context Models

:::info Authors: (1) Albert Gu, Machine Learning Department, Carnegie Mellon University; (2)Tri Dao, Department of Computer Science, Princeton University agu@cs.cmu.edu, tri@tridao.me. ::: Table of Links Abstract and 1. Introduction 2 State Space Models 3 Selective State Space Models and 3.1 Motivation: Selection as a Means of Compression 3.2 Improving SSMs with Selection 3.3 Efficient Implementation … Read more

State Space Models vs RNNs: The Evolution of Sequence Modeling

:::info Authors: (1) Albert Gu, Machine Learning Department, Carnegie Mellon University with Equal contribution (agu@cs.cmu.edu); (2) Tri Dao, Department of Computer Science, Princeton University with Equal contribution (tri@tridao.me). ::: Table of Links Abstract and 1. Introduction 2 State Space Models 3 Selective State Space Models and 3.1 Motivation: Selection as a Means of Compression 3.2 … Read more

How AI Chooses What Information Matters Most

:::info Authors: (1) Albert Gu, Machine Learning Department, Carnegie Mellon University with Equal contribution (agu@cs.cmu.edu); (2) Tri Dao, Department of Computer Science, Princeton University with Equal contribution (tri@tridao.me). ::: Table of Links Abstract and 1. Introduction 2 State Space Models 3 Selective State Space Models and 3.1 Motivation: Selection as a Means of Compression 3.2 … Read more

'Very possible' Bitcoin consolidates for 8 months again: 10x Research

10x Research’s head crypto researcher isn’t ruling out Bitcoin repeating its 2024 price action, where it spent much of the year consolidating after hitting all-time highs early on. “Very possible,” Markus Thielen told Cointelegraph when asked what the chances of Bitcoin (BTC) repeating a similar market movement to 2024, where it reached an all-time high … Read more

Crypto faces ‘starkest' gap between sentiment and fundamentals: BlockTower

The major disconnect between crypto traders’ growing short-term market uncertainty and crypto builders becoming more bullish than ever creates a prime setup for long-term investors, according to a crypto hedge fund founder. “This is one of the starkest divergences I’ve seen in sentiment and fundamentals,” BlockTower Capital founder Ari Paul said in a March 14 … Read more

Samsung soundbar owners report major problems after latest firmware update

Samsung’s flagship soundbar, the HW-Q990D, is being rendered useless for some owners after a faulty firmware update that the company rolled out this week. The sheer number of reports on Samsung’s community forums, Reddit, and AVSForum confirm that something has gone very wrong with the premium Dolby Atmos system in recent days. The issue isn’t … Read more

The Future of Automated Security Testing

Table of Links Abstract and 1 Introduction 2. Current Security Testing Platforms 2.1. Recent progress 3. A New Testing Platform and 3.1. Testing platform roles 3.2. Web-based remote access 3.3. Testbed setup 4. Enabled Testing Methodologies 4.1. Secure Development Lifecycle (SDL) testing and 4.2. Penetration testing 4.3. Research testing 5. Conclusion & Outlook, and References … Read more

Our Testing Platform Can Enable a Researcher to Rapidly Establish and Experiment With ECU Networks

Table of Links Abstract and 1 Introduction 2. Current Security Testing Platforms 2.1. Recent progress 3. A New Testing Platform and 3.1. Testing platform roles 3.2. Web-based remote access 3.3. Testbed setup 4. Enabled Testing Methodologies 4.1. Secure Development Lifecycle (SDL) testing and 4.2. Penetration testing 4.3. Research testing 5. Conclusion & Outlook, and References … Read more