Hackernoon

Hackernoon

Hackernoon's Articles

Optimizing Video Matting: Curriculum Learning and Motion Blur Augmentation

Optimizing Video Matting: Curriculum Learning and Motion Blur Augmentation

MaGGIe achieves feature temporal consistency in videos using bidirectional Conv-GRU. It utilizes A100 GPUs and AdamW optimization for robust results.

The Biggest AI Bottleneck Is in Your Head

The Biggest AI Bottleneck Is in Your Head

AI doesn’t eliminate tech roles—it eliminates complacency. As automation floods low-value work, real expertise, judgment, and collaboration become the defining

Building a Decentralized Event Ticketing System Web3 with Symfony 7.4

Building a Decentralized Event Ticketing System Web3 with Symfony 7.4

This guide shows how to build a scalable NFT-based event ticketing backend in PHP using Symfony Messenger to handle blockchain latency safely and reliably.

Educational Byte: How Transparency Protects Crypto Users

Educational Byte: How Transparency Protects Crypto Users

The anonymity associated with cryptocurrencies can make them appear secretive, but in reality, the industry is entirely transparent. Most cryptocurrencies are open

How Constant Function Markets Price Trades Under Concentrated Liquidity

How Constant Function Markets Price Trades Under Concentrated Liquidity

This article explains how constant function markets operate under concentrated liquidity, detailing pricing mechanics, liquidity depth, fee distribution, and the

In DeFi’s Most Popular Market Design, Liquidity Providers Are Still Losing

In DeFi’s Most Popular Market Design, Liquidity Providers Are Still Losing

This paper models optimal liquidity provision in concentrated AMMs, showing how LPs can dynamically adjust range width and skew to balance fees, predictable loss

Video Data Synthesis: Categorizing Matting Difficulty by Instance Overlap

Video Data Synthesis: Categorizing Matting Difficulty by Instance Overlap

MaGGIe utilizes the V-HIM2K5 and V-HIM60 datasets, categorizing video instance matting into three difficulty levels based on occlusion and overlap.

Patterns That Work and Pitfalls to Avoid in AI Agent Deployment

Patterns That Work and Pitfalls to Avoid in AI Agent Deployment

Highlights deployment patterns that consistently deliver value: start assistive then automate, use specialised multi-agent teams, and go event-driven Details common

The Markup's Blacklight Tool Now Has New Tracking Info and Caching Options

The Markup's Blacklight Tool Now Has New Tracking Info and Caching Options

We’ve added the option to ‘force’ a request, overriding Blacklight’s cache and triggering a brand-new scan of the page. This option is off by default, and can be

Global Debt Crisis: Why Blockchain May Be the Path to a Clean Financial Reset

Global Debt Crisis: Why Blockchain May Be the Path to a Clean Financial Reset

Global debt has reached unprecedented levels and continues growing at alarming speed. When economists discuss solutions, they often point to currency devaluation