Who Owns AI Art? A Deep Dive into Copyright, Intellectual Property, and Liability

In 2019, a robot capable of creating art was developed by Engineered Arts under the guidance of Aidan Meller. This innovation raised fascinating questions: what is art? And can something produced by a machine even be considered art? The robot, named Ai-Da, quickly gained attention for her eerie ability to create abstract and surreal images—some … Read more

Abhaya Uprety is Reshaping Parking One Line of Code at a Time

Abhaya Uprety never imagined he would find himself living in a small studio apartment in New Mexico, carefully rationing groceries while building software for a company struggling to find its footing. An international student who graduated in May 2020, Uprety co-founded ParkStash—a startup initially focused on making parking reservations work in a way similar to … Read more

How Transaction Order Finality Drives Blockchain State in Layer 2 Systems

Table of Links Abstract and 1. Introduction Key Concepts 2.1 Append-Only Log and 2.2 Virtual Machine State 2.3 Transactions As Curried Functions 2.4 Natural Names of State 2.5 Ground Truth 2.6 Efficient Representations of State 2.7 Checkpoints 2.8 Execution Parameters: callData 2.9 Execution Ordering 2.10 Deciding on the Correct State Ideal Layer 2 Design 3.1 … Read more

AI That Trains Itself? Here’s How it Works

:::info Authors: (1) Corby Rosset, Microsoft Research and Correspondence to corbyrosset@microsoft.com; (2) Ching-An Cheng, Microsoft Research; (3) Arindam Mitra, Microsoft Research; (4) Michael Santacroce, Microsoft Research; (5) Ahmed Awadallah, Microsoft Research and Correspondence to hassanam@microsoft.com; (6) Tengyang Xie, Microsoft Research and Correspondence to tengyangxie@microsoft.com. ::: Table of Links Abstract and 1 Introduction 2 Preliminaries 2.1 … Read more

How Layer 2 Rollups Handle Data Availability and Garbage Collection Efficiently

Table of Links Abstract and 1. Introduction Key Concepts 2.1 Append-Only Log and 2.2 Virtual Machine State 2.3 Transactions As Curried Functions 2.4 Natural Names of State 2.5 Ground Truth 2.6 Efficient Representations of State 2.7 Checkpoints 2.8 Execution Parameters: callData 2.9 Execution Ordering 2.10 Deciding on the Correct State Ideal Layer 2 Design 3.1 … Read more

Clean Code, Dirty Planet: Unpacking CBDC’s Footprint

This research provides an in-depth examination of the environmental impact associated with digital currencies, with a particular focus on Central Bank Digital Currencies (CBDCs). As the global financial landscape evolves towards digitization, concerns regarding the sustainability of emerging technologies are gaining prominence. The paper explores the environmental challenges posed by traditional cryptocurrencies and delves into … Read more

How Contrastive Learning Helps AI Self-Improve

:::info Authors: (1) Corby Rosset, Microsoft Research and Correspondence to corbyrosset@microsoft.com; (2) Ching-An Cheng, Microsoft Research; (3) Arindam Mitra, Microsoft Research; (4) Michael Santacroce, Microsoft Research; (5) Ahmed Awadallah, Microsoft Research and Correspondence to hassanam@microsoft.com; (6) Tengyang Xie, Microsoft Research and Correspondence to tengyangxie@microsoft.com. ::: Table of Links Abstract and 1 Introduction 2 Preliminaries 2.1 … Read more

Not Every Metric Needs a Goal—The Truth About Setting Smart SLOs

The Internet is a complicated distributed system consisting of millions of services continuously talking to each other processing billions of requests every second. A majority of these requests succeed, but all of them don’t and still the internet work pretty well. For systems that work with other systems, it’s important to adhere to some agreements … Read more

Search Smarter, Not Harder: Identable Reinvents SEO With Intelligent Automation

Photo Courtesy of Dharmapada Behera Search Engine Optimization (SEO) used to be a messy, manual game, one part guesswork, two parts time sink, a jungle of disconnected tools, cryptic data, and constantly changing algorithms. The process felt like building a rocket ship with duct tape for small and mid-sized businesses trying to stand out online. … Read more

Crypto Conferences Have a Vibe—and It’s Getting Realer, Smarter, and Way More Technical

I’ve been hopping between blockchain conferences all year—Consensus in Austin, Token2049 in Singapore, sketchy Dubai meetups, Paris Blockchain Week and even a Lisbon side event that ran out of coffee by noon. Let me tell you, this space moves fast. Whether you’re coding dApps, stacking sats, or just crypto-curious, here’s the pulse from the ground, … Read more

The $0 Scheduler That Almost Cost a Compny Everything

A company encountered severe CPU load spikes and even system crashes during scheduled task triggers while migrating from Alibaba Cloud DataWorks to a self-built big data platform using DolphinScheduler. After investigation, it turned out the issue wasn’t caused by too many tasks but by improper scheduler configuration. By adjusting the number of threads and CPU … Read more

AI Agents Aren’t Production Ready – and Access Control Might Be the Reason

-Daniel Bass Enhancing application performance through the use of AI agents is becoming a very common practice – whether due to industry-wide hype or actual helpful use cases. Regardless, it helps automate workflows and enhance user experiences across various industries. These AI agents, however, often require access to highly sensitive data, introducing significant security risks. … Read more

Fraud Detection Using Artificial Intelligence and Machine Learning

Introduction One of the pressing challenges for the industries such as e-commerce, finance, insurance is fraud detection. For these industries transactional security is paramount. Until a decade ago organizations were relying on predefined rules and thresholds which are often not sufficient to detect fraudulent activities.  With the advent of Artificial Intelligence (AI) and Machine Learning … Read more

Align, Co-Create, Elevate: A Blueprint for Sustainable Innovation

Every organization focuses on innovation but very few are able to achieve it. The core reason for that is a lack of understanding of how innovation works. Many of us believe innovation happens when we visualize and understand revolutionary technologies and implement them immediately will produce the change. In reality, the process extends beyond technology … Read more