Building Louder – When Your Calling Transcends Contracts

How the FSM Experience Taught Me That True Alpha Engineers Serve Humanity First, Contracts Second A continuation of the Alpha Engineer’s journey. Sometimes the most powerful building happens not because you’re contractually obligated, but because your soul won’t let you walk away from people who need help. Three months ago, I wrote about building through … Read more

The AI Gold Rush is Burying Humanity’s Other Brilliant Innovations

Look, I get it. Artificial intelligence is impressive. It can write poetry, generate art, and apparently convince venture capitalists to throw money at anything with “neural network” in the pitch deck. But here’s what’s driving me absolutely insane: we’ve become so obsessed with teaching machines to think that we’ve seemingly forgotten humans are capable of … Read more

Read This Before Building Custom Keras Layers & Models

Content Overview Setup The Layer class: the combination of state (weights) and some computation Layers can have non-trainable weights Best practice: deferring weight creation until the shape of the inputs is known Layers are recursively composable The add_loss() method You can optionally enable serialization on your layers Privileged training argument in the call() method Privileged … Read more

The HackerNoon Newsletter: Why You Shouldn’t Judge by PnL Alone (9/28/2025)

How are you, hacker? 🪐 What’s happening in tech today, September 28, 2025? The HackerNoon Newsletter brings the HackerNoon homepage straight to your inbox. On this day, Falcon 1 is launched in 2008, Dissolution of the United Arab Republic in 1961, California Discovered in 1542, and we present you with these top quality stories. From … Read more

Here’s What You Need to Know About Vulnerability Management for Go

We are excited to announce Go’s new support for vulnerability management, our first step towards helping Go developers learn about known vulnerabilities that may affect them. This post provides an overview of what’s available today and next steps for this project. Overview Go provides tooling to analyze your codebase and surface known vulnerabilities. This tooling … Read more

You Should Be Faking Your Security Answers

The Gentle January series shares one practical privacy tip a day from a Markup staffer who actually uses the advice in their own life. What’s your mother’s maiden name? What was the name of your first childhood pet? Occasionally you’ll have to answer questions like this to create a login with certain companies—in my experience … Read more

Godot’s Usage on GitHub: A Deeper Look at the Stats

This blog post was originally posted on GH-100000. It’s been over 10 years now that Godot has been developed in the open, with code contributions from 2,800 users. The total count of people who helped build Godot is actually far greater, as it should include documentation writers, testers, bug reporters, translators, moderators, content creators, users … Read more

The TechBeat: Key aspects of token launches in the current market environment (9/28/2025)

How are you, hacker? 🪐Want to know what’s trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ## How Solar Sails, Aerogel Tiles and Engineered Microbes Could Transform the Red Planet By @ezikielemmanuel [ 6 Min read ] Discover … Read more

The Economics of 20% Yields: Staking, Liquidity Pools, and the Future of Saving

Table of Links Abstract and 1. Introduction Stablecoins and Lending Markets Fixed-Rate Lending Protocols and Derivatives Staking Derivatives Staking Fees as Stable Interest Stabilization Mechanisms Some Caveats Diversification, Interest Rates Swaps, and Tranching Towards Universal Basic Income Closing Remarks Acknowledgements and References 10 Closing Remarks We have reviewed the logic of how the generation of … Read more

Can Blockchain Help Deliver Universal Basic Income?

Table of Links Abstract and 1. Introduction Stablecoins and Lending Markets Fixed-Rate Lending Protocols and Derivatives Staking Derivatives Staking Fees as Stable Interest Stabilization Mechanisms Some Caveats Diversification, Interest Rates Swaps, and Tranching Towards Universal Basic Income Closing Remarks Acknowledgements and References 9 Towards Universal Basic Income We started by considering the high stable interests … Read more

The Integration of Vision-LLMs into AD Systems: Capabilities and Challenges

Table of Links Abstract and 1. Introduction Related Work 2.1 Vision-LLMs 2.2 Transferable Adversarial Attacks Preliminaries 3.1 Revisiting Auto-Regressive Vision-LLMs 3.2 Typographic Attacks in Vision-LLMs-based AD Systems Methodology 4.1 Auto-Generation of Typographic Attack 4.2 Augmentations of Typographic Attack 4.3 Realizations of Typographic Attacks Experiments Conclusion and References 2 Related Work 2.1 Vision-LLMs Having demonstrated the … Read more

Don’t Be Overwhelmed by Digital Privacy – Easiy Digestible Tips to Stay Safe

If thinking about protecting your privacy online makes you feel anxious, overwhelmed, or resigned, you aren’t alone. Nearly 70 percent of Americans felt overwhelmed solely by the number of passwords they have to track, according to a 2023 Pew Research Center survey. Just over 60 percent aren’t sure that any steps they take when managing … Read more

The TechBeat: Passive Income in Crypto: Why Waiting for Altseason Is a Bad Strategy (9/27/2025)

How are you, hacker? 🪐Want to know what’s trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ## Sia Redefines Cloud Reliability with Continuous Performance by Design By @siafoundation [ 7 Min read ] Sia delivers true cloud reliability … Read more

The Risky, Rewarding World of DeFi Yield Optimization

Table of Links Abstract and 1. Introduction Stablecoins and Lending Markets Fixed-Rate Lending Protocols and Derivatives Staking Derivatives Staking Fees as Stable Interest Stabilization Mechanisms Some Caveats Diversification, Interest Rates Swaps, and Tranching Towards Universal Basic Income Closing Remarks Acknowledgements and References 8 Diversification, Interest Rates Swaps, and Tranching As reviewed so far, the key … Read more

Typographic Attacks on Vision-LLMs: Evaluating Adversarial Threats in Autonomous Driving Systems

Table of Links Abstract and 1. Introduction Related Work 2.1 Vision-LLMs 2.2 Transferable Adversarial Attacks Preliminaries 3.1 Revisiting Auto-Regressive Vision-LLMs 3.2 Typographic Attacks in Vision-LLMs-based AD Systems Methodology 4.1 Auto-Generation of Typographic Attack 4.2 Augmentations of Typographic Attack 4.3 Realizations of Typographic Attacks Experiments Conclusion and References Abstract Vision-Large-Language-Models (Vision-LLMs) are increasingly being integrated into … Read more

Implementation Details of Tree-Diffusion: Architecture and Training for Inverse Graphics

Table of Links Abstract and 1. Introduction Background & Related Work Method 3.1 Sampling Small Mutations 3.2 Policy 3.3 Value Network & Search 3.4 Architecture Experiments 4.1 Environments 4.2 Baselines 4.3 Ablations Conclusion, Acknowledgments and Disclosure of Funding, and References Appendix A. Mutation Algorithm B. Context-Free Grammars C. Sketch Simulation D. Complexity Filtering E. Tree … Read more

The Role of Mutation Path Algorithms in Tree-Diffusion Program Synthesis

Table of Links Abstract and 1. Introduction Background & Related Work Method 3.1 Sampling Small Mutations 3.2 Policy 3.3 Value Network & Search 3.4 Architecture Experiments 4.1 Environments 4.2 Baselines 4.3 Ablations Conclusion, Acknowledgments and Disclosure of Funding, and References Appendix A. Mutation Algorithm B. Context-Free Grammars C. Sketch Simulation D. Complexity Filtering E. Tree … Read more

Anchor’s 20% Savings Rate Isn’t All That Meets the Eye

Table of Links Abstract and 1. Introduction Stablecoins and Lending Markets Fixed-Rate Lending Protocols and Derivatives Staking Derivatives Staking Fees as Stable Interest Stabilization Mechanisms Some Caveats Diversification, Interest Rates Swaps, and Tranching Towards Universal Basic Income Closing Remarks Acknowledgements and References 6 Stabilization Mechanisms But the scenario of always being able to offer savings … Read more

Why AI Won’t Replace Your Weather App (Yet)

AI can summarize, interpret, and enhance – but when it comes to delivering reliable, real-time weather data, your radar-based weather app is still irreplaceable. Here’s why. The Illusion of AI Forecasting Supremacy In an age where AI writes articles, diagnoses illness, and composes music, it’s tempting to believe it can also predict the weather better … Read more

Anchor Protocol and the Curious Case of Staking Fees as “Stable” Interest

Table of Links Abstract and 1. Introduction Stablecoins and Lending Markets Fixed-Rate Lending Protocols and Derivatives Staking Derivatives Staking Fees as Stable Interest Stabilization Mechanisms Some Caveats Diversification, Interest Rates Swaps, and Tranching Towards Universal Basic Income Closing Remarks Acknowledgements and References 5 Staking Fees as Stable Interest Because staking is essential for a PoS … Read more

Pepeto Highlights $6.8M Presale Amid Ethereum’s Price Moves And Opportunities

Dubai, UAE, September 26th, 2025, Chainwire From Ethereum Correction to Presale Diversification: Spotlight on Pepeto Pepeto (PEPETO), a meme coin presale built on Ethereum, has raised more than $6.8 million as of September 25, 2025. The project combines elements of meme culture with infrastructure-backed utility. According to the team, Ethereum’s recent pullback has underscored the … Read more

Dexari Unveils $1M Cash Prize Trading Competition

New York, United States of America, September 26th, 2025/Chainwire/– Dexari, the mobile first self-custodial trading platform powered by Hyperliquid, announces the Gladiator Arena: ROI Trading Competition, a month-long trading competition that begins October 1st. Rankings are determined only by the return on investment, so performance takes center stage. The structure is designed to be simple … Read more

LYS Labs Moves Beyond Data and Aims to Become the Operating System for Automated Global Finance

Bucharest, Romania, September 26th, 2025/Chainwire//–LYS Labs, the Web3 data infrastructure company building the intelligence layer for machine finance on Solana, today announced a series of significant milestones that underscore its rapid growth and adoption. The company is expanding its data capabilities and gearing up to introduce a new trading product on Solana, LYS Flash, aiming … Read more