React 19: New Tools To Work With Forms

This article walks through the common struggles developers face when dealing with forms — and how React 19 finally introduces some long-awaited tools that make form handling cleaner, more declarative, and far less error-prone. Over the past six years in frontend development — from building complex form systems to integrating AI tools at SDG — … Read more

Code Smell 08 – Send Messages Only to Your Direct Acquaintances, Not Their Friends

Long chains of method calls create tight coupling and ripple effects. Any change in the chain breaks dependent code. TL;DR: Send messages only to your direct acquaintances, not their friends. Problems 😔 Tight Coupling Broken encapsulation Ripple effect Fragile, brittle design Poor readability Difficult testing and maintenance Solutions 😃 Create intermediate methods. Apply the Law … Read more

How Attention-Based Models Outperform Traditional Bitcoin Fee Estimators

Table of Links Abstract and 1. Introduction Preliminaries Problem definition BtcFlow Bitcoin Core (BCore) Mempool state and linear perceptron machine learning (MSLP) Fee estimation based on neural network (FENN) Experiments Conclusion, Acknowledgements, and References 8 Experiments The datasets, experimental evaluation metrics, and transaction fee estimation solutions are all introduced in this part. Following that, we … Read more

Toto: Time Series Optimized Transformer for Observability

Table of Links Background Problem statement Model architecture Training data Results Conclusions Impact statement Future directions Contributions Acknowledgements and References Appendix 6 Conclusions Toto, through a novel architecture and pre-training corpus, demonstrates state-of-the-art performance both on public benchmarks and on the Datadog observability benchmark. We look forward to sharing many more technical details, experiments, and … Read more

Wall Street Grammar: How the Way CEOs Speak Moves Billions Before You Notice

A new study shows that sentence structure, not sentiment, can predict price, volume, and regulatory risk. What if the real market signal is not what companies say, but how they say it? For years, analysts have studied financial reports, earnings calls, and CEO letters searching for emotional cues. They have tried to detect optimism, fear, … Read more

The Importance of Disentanglement: SAGE Outperforms Unified VQ-VAE Baselines in Full-Body Motion

Table of Links Abstract and 1. Introduction Related Work 2.1. Motion Reconstruction from Sparse Input 2.2. Human Motion Generation SAGE: Stratified Avatar Generation and 3.1. Problem Statement and Notation 3.2. Disentangled Motion Representation 3.3. Stratified Motion Diffusion 3.4. Implementation Details Experiments and Evaluation Metrics 4.1. Dataset and Evaluation Metrics 4.2. Quantitative and Qualitative Results 4.3. … Read more

Toto AI Model Sets New Benchmark for Time Series Forecasting

Table of Links Background Problem statement Model architecture Training data Results Conclusions Impact statement Future directions Contributions Acknowledgements and References Appendix 5 Results We report experimental results for a pre-trained Toto model in Section 5.1 and Section 5.2. To evaluate predictions, we sequentially divide a time series into context and forecast segments. We input the … Read more

Quantitative and Qualitative Results: SAGE Outperforms SOTA in Full-Body 3D Avatar Reconstruction

Table of Links Abstract and 1. Introduction Related Work 2.1. Motion Reconstruction from Sparse Input 2.2. Human Motion Generation SAGE: Stratified Avatar Generation and 3.1. Problem Statement and Notation 3.2. Disentangled Motion Representation 3.3. Stratified Motion Diffusion 3.4. Implementation Details Experiments and Evaluation Metrics 4.1. Dataset and Evaluation Metrics 4.2. Quantitative and Qualitative Results 4.3. … Read more

JUST IN: Ethereum Foundation Moves Entire $650M+ Treasury To Safe Multisig

The Ethereum Foundation has completed the migration of its full treasury, over 160,000 ETH worth approximately $650 million to Safe{Wallet}, following months of successful DeFi testing. Safe{Wallet}, operated by Safe Labs (a fully owned subsidiary of the Safe Foundation), is the crypto industry’s trusted smart account standard for multisig wallets, securing billions of dollars in … Read more

Fixing Web3 Marketing: What Channels Actually Work in Web3

Welcome back to Fixing Web3 Marketing: From Hype to Sustainable Growth – a series exploring the biggest challenges Web3 companies face when promoting their products. On our last blog post, we discussed the many Web3 audiences you might be overlooking in your campaigns, and how to build personas that actually align with your goals. Today, we’ll dive … Read more

Quantifying Motion Accuracy: MPJRE, MPJPE, and Consistency Metrics for HMD-based Avatar Generation

Table of Links Abstract and 1. Introduction Related Work 2.1. Motion Reconstruction from Sparse Input 2.2. Human Motion Generation SAGE: Stratified Avatar Generation and 3.1. Problem Statement and Notation 3.2. Disentangled Motion Representation 3.3. Stratified Motion Diffusion 3.4. Implementation Details Experiments and Evaluation Metrics 4.1. Dataset and Evaluation Metrics 4.2. Quantitative and Qualitative Results 4.3. … Read more

Temporal Refinement in Stratified Motion Diffusion: Utilizing GRU for Smoothed Full-Body Prediction

Table of Links Abstract and 1. Introduction Related Work 2.1. Motion Reconstruction from Sparse Input 2.2. Human Motion Generation SAGE: Stratified Avatar Generation and 3.1. Problem Statement and Notation 3.2. Disentangled Motion Representation 3.3. Stratified Motion Diffusion 3.4. Implementation Details Experiments and Evaluation Metrics 4.1. Dataset and Evaluation Metrics 4.2. Quantitative and Qualitative Results 4.3. … Read more

Aussivo Debuts Trust-First Cloud Infrastructure At Blockchain Life Dubai

22 October 2025 – Dubai, UAE – Enterprises lose billions annually due to cloud misconfigurations, vendor opacity, and security breaches. Aussivo enhances existing cloud infrastructure with the Verifiable Cloud Layer, an auditable, tamper-resistant foundation that brings blockchain-grade integrity and transparency to modern cloud environments. Built for scale, speed, and zero-trust architectures, Aussivo strengthens cloud operations … Read more

Generating Consistent Full-Body Avatars: Stratified Motion Diffusion for Decoupled Kinematics

Table of Links Abstract and 1. Introduction Related Work 2.1. Motion Reconstruction from Sparse Input 2.2. Human Motion Generation SAGE: Stratified Avatar Generation and 3.1. Problem Statement and Notation 3.2. Disentangled Motion Representation 3.3. Stratified Motion Diffusion 3.4. Implementation Details Experiments and Evaluation Metrics 4.1. Dataset and Evaluation Metrics 4.2. Quantitative and Qualitative Results 4.3. … Read more

How Datadog Turned Noisy Observability Metrics Into AI Gold

Table of Links Background Problem statement Model architecture Training data Results Conclusions Impact statement Future directions Contributions Acknowledgements and References Appendix 4 Training data We pretrained Toto with a dataset of approximately one trillion time series points. Of these, roughly three-quarters are anonymous observability metrics from the Datadog platform. The remaining points come from the … Read more

Disentangled Motion Representation: Encoding Full-Body Avatars into Discrete Latent Spaces

Table of Links Abstract and 1. Introduction Related Work 2.1. Motion Reconstruction from Sparse Input 2.2. Human Motion Generation SAGE: Stratified Avatar Generation and 3.1. Problem Statement and Notation 3.2. Disentangled Motion Representation 3.3. Stratified Motion Diffusion 3.4. Implementation Details Experiments and Evaluation Metrics 4.1. Dataset and Evaluation Metrics 4.2. Quantitative and Qualitative Results 4.3. … Read more

The Real Reason We Haven’t Detected Alien Megastructures

Table of Links ABSTRACT 1. INTRODUCTION 2. METHODS 3. PHOTOVOLTAIC REQUIREMENTS FOR EARTH 4. DETECTABILITY REQUIREMENTS FOR PHOTOVOLTAICS 5. DISCUSSION CONCLUSION, ACKNOWLEDGMENTS AND REFERENCES DISCUSSION The results from the previous section seem to indicate that even ambitious deployment of solar panels (constructed with silicon and hosting anti-reflective coatings) covering a significant land area of an … Read more

Learn Technical Storytelling This Halloween at the Spells & Syntax Workshop

Hey Hackers, Ready your candy buckets, we’re kicking Spooky Season off with a treat! This October 30th, HackerNoon is teaming up with GadflyAI for a cyberpunk, Halloween-themed tech event that marries code, storytelling, and the open-source spirit. Welcome to Spells & Syntax: A Technical Writing Workshop. As a part of the hybrid event, Nightmare Before … Read more

Inside X-VPN’s Verification Process: Internal Review of Blind In/On‑Path Risks

X-VPN, operated by LIGHTNINGLINK NETWORKS PTE. LTD. in Singapore, shares results from its internal cross-platform review on Blind In/On-Path signals. The findings confirm that no user data was exposed, and risks stem from Android’s system behavior, not X-VPN’s encryption or apps. An external audit is in progress, and mitigation steps are underway. (Source: X-VPN)

When Every Mechanism Burns Out: The Final Word on Blockchain Collusion Resistance

Table of Links Abstract and 1. Introduction 1.1 Technical Overview 1.2 Related Work Model and Preliminaries and 2.1 Transaction Fee Mechanisms 2.2 The TFM Desiderata Understanding OCA 3.1 The Difference Between SCP and OCA 3.2 Useful Preliminary Results for OCA-proof TFMs Deterministic OCA-proof Mechanisms Randomized OCA-proof Mechanisms Discussion and References A. Missing Proofs B. Non-anonymous … Read more

NASA’s Next Great Observatory Could Detect Alien Solar Power Systems

Table of Links ABSTRACT 1. INTRODUCTION 2. METHODS 3. PHOTOVOLTAIC REQUIREMENTS FOR EARTH 4. DETECTABILITY REQUIREMENTS FOR PHOTOVOLTAICS 5. DISCUSSION CONCLUSION, ACKNOWLEDGMENTS AND REFERENCES PHOTOVOLTAIC REQUIREMENTS FOR EARTH At present, the power density (i.e., power generated per unit ground area) of solar energy is estimated to be 5.4W m−2 (Miller & Keith 2018). Ignoring the … Read more

Could Solar Panels Be the Next Big Clue in the Search for Extraterrestrial Intelligence?

:::info Authors: Ravi Kopparapu Vincent Kofman Jacob Haqq-Misra Vivaswan Kopparapu Manasvi Lingam ::: Table of Links ABSTRACT 1. INTRODUCTION 2. METHODS 3. PHOTOVOLTAIC REQUIREMENTS FOR EARTH 4. DETECTABILITY REQUIREMENTS FOR PHOTOVOLTAICS 5. DISCUSSION CONCLUSION, ACKNOWLEDGMENTS AND REFERENCES ABSTRACT In this work, we assess the potential detectability of solar panels made of silicon on an Earth-like … Read more

No Winners Here: Why Every “Fair” Crypto Auction Ends Up Trivial

Table of Links Abstract and 1. Introduction 1.1 Technical Overview 1.2 Related Work Model and Preliminaries and 2.1 Transaction Fee Mechanisms 2.2 The TFM Desiderata Understanding OCA 3.1 The Difference Between SCP and OCA 3.2 Useful Preliminary Results for OCA-proof TFMs Deterministic OCA-proof Mechanisms Randomized OCA-proof Mechanisms Discussion and References A. Missing Proofs B. Non-anonymous … Read more

The Future of Crypto Transactions? AI That Predicts Network Congestion

Table of Links Abstract and 1. Introduction Preliminaries Problem definition BtcFlow Bitcoin Core (BCore) Mempool state and linear perceptron machine learning (MSLP) Fee estimation based on neural network (FENN) Experiments Conclusion, Acknowledgements, and References 7 Fee estimation based on neural network (FENN) ue to the low block capacity, the majority of submitted transactions may experience … Read more