The Future of AI Compression: Smarter Quantization Strategies

:::info Authors: (1) Wanyun Cui, Shanghai University of Finance and Economics, with equal contribution; (2) Qianle Wang, Shanghai University of Finance and Economics, with equal contribution. ::: Table of Links Abstract and 1 Introduction 2 Related Work 3 Quantifying the Impact of Parameters on Model Performance & 4. Unified Mixed-Precision Training 5 Prevalence of Parameter … Read more

The Impact of Parameters on LLM Performance

:::info Authors: (1) Wanyun Cui, Shanghai University of Finance and Economics, with equal contribution; (2) Qianle Wang, Shanghai University of Finance and Economics, with equal contribution. ::: Table of Links Abstract and 1 Introduction 2 Related Work 3 Quantifying the Impact of Parameters on Model Performance & 4. Unified Mixed-Precision Training 5 Prevalence of Parameter … Read more

Can ChatGPT-Style Models Survive Quantization?

:::info Authors: (1) Wanyun Cui, Shanghai University of Finance and Economics, with equal contribution; (2) Qianle Wang, Shanghai University of Finance and Economics, with equal contribution. ::: Table of Links Abstract and 1 Introduction 2 Related Work 3 Quantifying the Impact of Parameters on Model Performance & 4. Unified Mixed-Precision Training 5 Prevalence of Parameter … Read more

The Perplexity Puzzle: How Low-Bit Quantization Affects AI Accuracy

:::info Authors: (1) Wanyun Cui, Shanghai University of Finance and Economics, with equal contribution; (2) Qianle Wang, Shanghai University of Finance and Economics, with equal contribution. ::: Table of Links Abstract and 1 Introduction 2 Related Work 3 Quantifying the Impact of Parameters on Model Performance & 4. Unified Mixed-Precision Training 5 Prevalence of Parameter … Read more

The Science of “Cherry” Parameters: Why Some LLM Weights Matter More

:::info Authors: (1) Wanyun Cui, Shanghai University of Finance and Economics, with equal contribution; (2) Qianle Wang, Shanghai University of Finance and Economics, with equal contribution. ::: Table of Links Abstract and 1 Introduction 2 Related Work 3 Quantifying the Impact of Parameters on Model Performance & 4. Unified Mixed-Precision Training 5 Prevalence of Parameter … Read more

Quantizing Large Language Models: Can We Maintain Accuracy?

:::info Authors: (1) Wanyun Cui, Shanghai University of Finance and Economics, with equal contribution; (2) Qianle Wang, Shanghai University of Finance and Economics, with equal contribution. ::: Table of Links Abstract and 1 Introduction 2 Related Work 3 Quantifying the Impact of Parameters on Model Performance & 4. Unified Mixed-Precision Training 5 Prevalence of Parameter … Read more

Cables Perpetual Futures DEX: Moving Past USD-Dominated Trading

Most onchain trading platforms are stuck in a cycle of USD dependence. Whether it’s centralized exchanges or other perpetuals DEXs, their market structures are built around USD-backed stablecoins like USDT and USDC, forcing traders into unnecessary conversions and liquidity fragmentation. Cables Finance is breaking this mold by introducing non-USD perpetuals and yield-bearing RWAs, creating a … Read more

The HackerNoon Newsletter: The Hidden Cost of Over-Engineering (and How to Stop Yourself) (3/6/2025)

How are you, hacker? đŸȘ What’s happening in tech today, March 6, 2025? The HackerNoon Newsletter brings the HackerNoon homepage straight to your inbox. On this day, Michelangelo Strikes in 1992, and we present you with these top quality stories. From The Hidden Cost of Over-Engineering (and How to Stop Yourself) to Algorithms are All … Read more

Meet Moira, Bidmex, and GGEZ1 Foundation DAO: HackerNoon Startups of the Week

Heyo Hackers, We are back with another Startups of the Week feature! n Each week, the HackerNoon team highlights standout Startups from our Startups of the Year database. Every featured startup has been nominated as the best in their respective technology category or region. This week, we present: Moira, Bidmex, and GGEZ1 Foundation DAO. :::tip Want to be … Read more

How Large Language Models Impact Data Security in RAG Applications

Data security has become a key concern as enterprises deploy RAG applications utilizing Large Language Models. In a recent survey, more than 80% of participating privacy teams said they deal with AI and data governance fields. Data protection is a vital issue when developing AI application tools. Trust can only be built where data privacy and commercial-grade security … Read more

C++ Metaprogramming: Variadic Templates & Fold Expressions—Now with 100% Less Headaches

Variadic Templates were introduced in the C++11 standard and significantly simplified generic code development. They allow you to create functions and classes that take a variable number of template arguments and function parameters. It’s especially useful when writing universal utilities, frameworks, and libraries that need to work with an arbitrary number of types and parameters. … Read more

Cardano, XRP and Coldware Set to Rock March 7th

The cryptocurrency market is experiencing an intense wave of change as Trump’s proposal for a U.S. Crypto Reserve has sent shockwaves through the industry. With Cardano (ADA), XRP, and Solana (SOL) all gaining momentum, the focus now shifts to the groundbreaking developments expected to unfold at the White House Crypto Summit on March 7th. Coldware … Read more

How P2P.org Manages $10B+ in Staked Assets: An Interview with CRO Alex Loktev

Welcome to our Behind the Startup series, where we explore groundbreaking innovations in the Web3 space. Today, we have Alex Loktev, CRO at P2P.org, a leading blockchain infrastructure provider that has managed over $10 billion in staked and restaked assets across more than 40 blockchain networks. In this interview, Alex shares insights into the strategic … Read more

Unraveling Io’s Atmospheric Mysteries: Gaps, Contradictions, and Open Questions

Table of Links Abstract Introduction 1.1. Io as the main source of mass for the magnetosphere 1.2. Stability and variability of the Io torus system 1.3. Hypothesized volcanic mass supply events 1.4. Objective of this review Review of the relevant components of the Io-Jupiter system 2.1. Volcanic activity: hot spots and plumes 2.2 Io’s bound … Read more

Upland’s Growth Story: How Upland Built a $6M/Month Blockchain Empire – Inside the Tech Revolution

In an industry where many Web3 projects struggle to reach beyond crypto enthusiasts, Upland has emerged as a remarkable success story, boasting over 3 million registered accounts and 300,000 unique landowners. Leading this technical revolution is Pavlo Kyrylovskyi, a product development leader with deep expertise in blockchain gaming and Web3 ecosystems. As Head of Product … Read more

Inside Transformers: The Hidden Tech Behind LLM’s and Chatbots like ChatGPT

This post tries to explain inner blocks of Transformer architecture which is the secret sauce behind all the Large language models and Chatbots with an example. Table of Contents Background What is Transformer? Overview of Architecture Encoder 4.1. Positional encoding 4.2. Self-Attention 4.3. Self-Attention calculation 4.4. Multi-head Attention 4.5. Feed forward Neural network layer 4.6. … Read more

Io’s Mass Supply to Jupiter’s Magnetosphere: What We Know and What We Don’t

Table of Links Abstract Introduction 1.1. Io as the main source of mass for the magnetosphere 1.2. Stability and variability of the Io torus system 1.3. Hypothesized volcanic mass supply events 1.4. Objective of this review Review of the relevant components of the Io-Jupiter system 2.1. Volcanic activity: hot spots and plumes 2.2 Io’s bound … Read more

This Browser-Based Tool Helps You Spot Dead Pixels on Your Monitor

External damages like screen issues including dead pixels, color deviation, flickering, etc., can restrict usability and visual experience. And this is the ideal place for a white screen testing tool that can help users easily troubleshoot and troubleshoot screen issues. An online white screen tool is a quick and effective way to test monitors, laptop screens or even … Read more

The Uncomfortable Truths I Discovered When AI Tools Crossed Ethical Lines

Recently, I was exploring Google Gemini’s image generation for my personal project – designing custom artwork for my blog. Within minutes, I had a stunning sci-fi landscape – but I noticed something unsettling. The image contained architectural elements that were nearly identical to an iconic building’s unique features. I hadn’t prompted for anything related to … Read more

How I Automate Data Syncing into Notion—No Code

I love using Notion to organize everything—work, personal projects, even investment tracking. But there was always one big problem: keeping data up to date. Every week, I found myself copying and pasting numbers from different apps, manually updating reports, and fixing formatting issues. It was tedious, frustrating, and a total waste of time. So, I … Read more

You Don’t Need Deep Pockets to Achieve Impressive Load Times

Website performance affects everything from user experience to search rankings, but not every developer has enterprise-level resources. The good news is you don’t need deep pockets to achieve impressive load times. This guide explores practical, cost-effective strategies to optimize your website performance without breaking the bank. Understanding Performance Metrics Before diving into optimization techniques, let’s … Read more

This Code Change Sped Up MySQL Queries from 25 Minutes to 23 Seconds

In JDBC source batch processing tasks, if table_path and partition_column are configured, the engine will dynamically partition the data. We can optimize partition intervals by analyzing sample data to avoid data skew issues. However, it has been observed that even when where_condition is configured, the dynamic partitioning algorithm still partitions the entire table. This leads … Read more

SQL Server to AWS RDS Migration: The Good, the Bad, and Everything in Between

I still remember the morning our CTO walked into our weekly team meeting and dropped the bomb: “We’re finally moving our databases to the cloud.” After 8 years of babysitting our on-premise SQL Server infrastructure—the 2 AM alerts, the sweaty backup restoration drills, and those nerve-wracking version upgrades—I had mixed feelings. Part excitement, part dread, … Read more

Social Discovery Group Launches SDG Lab – $20M Venture Fund to Invest in Social Discovery Startups

SDG Lab, the corporate venture studio powered by Social Discovery Group, today announces its official launch, with a mission to transform virtual intimacy into the new normal. Led by Alex Kudos, former CMO of Social Discovery Group, SDG Lab is more than just an investor—it is a hands-on partner for entrepreneurs building innovative social discovery and connection … Read more

Elon Musk’s Starlink May Be The Better Option for Internet in the Pacific Islands

I hope this will be my final piece on Tonga’s connectivity saga. In the wake of my previous analysis critiquing Tonga’s submarine cable infrastructure, I present a tangible, forward thinking solution that challenges the status quo of our national connectivity strategy. The Game hanging Alternative: Starlink Community Gateway While governments debate infrastructure and contractors count … Read more

Big Data Scheduling Is Getting Smarter, But Will It Ever Be Smart Enough?

In the digital era, data is like the blood flowing through the veins of an enterprise, continuously supplying nutrients for business decision-making. A big data workflow scheduling system acts as a precise conductor, coordinating various stages of the data processing flow to ensure the efficient movement of data and the realization of its value. So, … Read more

Algorithms are All Around Us, but Can They Be Trusted to Govern Us?

“Algocracy,” “Government by algorithm,” or “Algorithmic regulation” isn’t exactly a well-defined or clear concept. However, we can sum it up like this: algorithms + governance (laws or rules of some kind). In this sense, we can talk of algocracy when some type of algorithm-based system, be it a smart contract, an Artificial Intelligence (AI), or … Read more