How Toto Reimagines Multi-Head Attention for Multivariate Forecasting

Table of Links Background Problem statement Model architecture Training data Results Conclusions Impact statement Future directions Contributions Acknowledgements and References Appendix 3 Model architecture Toto is a decoder-only forecasting model. This model employs many of the latest techniques from the literature, and introduces a novel method for adapting multi-head attention to multivariate time series data … Read more

The Time Series Optimized Transformer Setting New Standards in Observability

:::info Authors: (1) Ben Cohen (ben.cohen@datadoghq.com); (2) Emaad Khwaja (emaad@datadoghq.com); (3) Kan Wang (kan.wang@datadoghq.com); (4) Charles Masson (charles.masson@datadoghq.com); (5) Elise Rame (elise.rame@datadoghq.com); (6) Youssef Doubli (youssef.doubli@datadoghq.com); (7) Othmane Abou-Amal (othmane@datadoghq.com). ::: Table of Links Background Problem statement Model architecture Training data Results Conclusions Impact statement Future directions Contributions Acknowledgements and References Appendix This technical report … Read more

Kevan Dodhia’s Builder Journey to Creating the New Policy Layer for AI Agents

Kevan Dodhia, former Compute.ai co-founder, is redefining AI security with Alter, an agent authorization platform that enforces real-time, fine-grained access control for AI agents. Built on his distributed systems expertise, Alter applies zero-trust principles, ephemeral credentials, and auditable policies—making autonomous agents safe and compliant for enterprise deployment.

Debugging Disconnected Gradients in TensorFlow Step by Step

Content Overview Cases where gradient returns None No gradient registered Zeros instead of None Cases where gradient returns None When a target is not connected to a source, gradient will return None. x = tf.Variable(2.) y = tf.Variable(3.) with tf.GradientTape() as tape: z = y * y print(tape.gradient(z, x)) None Here z is obviously not connected to x, but there are several less-obvious ways … Read more

Why GradientTape Is the Most Underrated Feature in TensorFlow

Content Overview Automatic Differentiation and Gradients Setup Computing gradients Gradient tapes Gradients with respect to a model Controlling what the tape watches Intermediate results Notes on performance Gradients of non-scalar targets Control flow Automatic Differentiation and Gradients Automatic differentiation is useful for implementing machine learning algorithms such as backpropagation for training neural networks. In this guide, you will … Read more

Building a Greener Tomorrow: How Supply Chain Innovation Uplifts Communities Worldwide

Ganpati Goel, an Advanced Purchasing Buyer and supply chain innovator, is transforming electric mobility by optimizing procurement, reducing costs, and improving quality. His initiatives have saved millions, ensured timely EV production, and made green transport more accessible—uplifting communities and advancing global sustainability goals.

Asifiqbal Saiyed Redefines Cloud Data Engineering With Automated, AI-Driven Ingestion Framework

Cloud data innovator Asifiqbal Saiyed has built a microservices-powered, AI-driven data ingestion framework that automates ETL workflows, boosts processing speed by 70%, and enhances compliance and scalability. By merging automation, governance, and predictive intelligence, Saiyed’s cloud-native architecture is revolutionizing enterprise data engineering.

BingX AI Master Hits 1 Million Early Users, Expanding With 10 New AI Personas

PANAMA CITY, October 21, 2025 – BingX, a leading cryptocurrency exchange and Web3 AI company, today marked a major milestone for its BingX AI Master product, which now serves over 1 million early adopters worldwide. In response to this growing demand, BingX has introduced 10 new AI Master personas, designed to provide traders with even … Read more

Quan2um Donates Over$20,000 During Pilot Of Its Islamic Charity Blockchain

Bratislava, Slovakia — [Oct 18, 2025] – Quan2um, a global Sharia-compliant cryptocurrency exchange, has donated more than $20,000 to support residents in several Nigerian regions affected by economic hardship. The funds were used to purchase food and essential goods for families in need. The donation program was carried out as part of a test of … Read more

Sendmarc Appoints Dan Levinson As Customer Success Director In North America

Wilmington, Delaware, October 21st, 2025/CyberNewsWire/–Sendmarc has announced the appointment of Dan Levinson as Customer Success Director – North America, furthering the company’s regional expansion and commitment to providing expert, locally aligned support to organizations across the continent. Levinson will lead the development of customer success programs that help businesses strengthen their email security and achieve … Read more

Bombastic Casino Unveils New Design And Enhanced Features

Willemstad, Curacao, October 21st, 2025/Chainwire/–Bombastic Casino has launched an updated version of its platform, featuring a redesigned user interface and an expanded set of features. The update introduces daily rewards, social interaction tools, and enhanced transparency measures. The rebrand is part of Bombastic’s ongoing efforts to develop a more accessible and user-oriented blockchain gaming environment, … Read more

Crypto Market Recovers as Liquidity Returns; Pepeto Announces $700K Giveaway and 221% Staking Reward

Dubai, United Arab Emirates, October 21st, 2025/Chainwire/–Pepeto (PEPETO) has announced a $700,000 community giveaway and the introduction of 221% staking rewards following its presale surpassing $7 million in total funding. The update coincides with a broader market recovery marked by renewed liquidity and investor participation across major digital assets. Crypto Market Recovers as Liquidity Returns … Read more

Stop the Slop. Start Coding Smarter with AI

Slop — this is the term we hear more and more often when talking about AI products. Something low-quality, difficult to control, created non-stop in alarming quantities with a single goal: capture attention, kill time, generate hype. Add to this the reports about a bubble in the industry, the scale of which, along with the … Read more

Why Traditional Testing Breaks Down with AI

The shift from traditional software to AI-powered systems introduces a fundamental change in how inputs and outputs behave. Traditional software operates in a bounded space: you define X possible inputs and expect Y possible outputs, most of the time. Every input and output is predictable and explicitly defined by the developer. That said, even in … Read more

Ransomware Goes Cloud-Native

For years, ransomware was a local problem — encrypted drives, frozen screens, and a desperate IT team hunting for clean backups. But as organizations pushed workloads into the cloud, the attackers quietly followed. By 2025, the line between “traditional ransomware” and “cloud-native sabotage” will have nearly vanished. Threat actors no longer need to drop malicious … Read more

Are 3D Holograms the Next Big Tech Leap?

Most of us are fascinated by virtual reality but are turned off by the idea of using clunky headsets or specialized gear. We are told that VR is meant to blur the lines between the digital and physical worlds, but the technology so far has only enhanced that line by forcing us to separate ourselves … Read more

When Value Moves Like Information: Why Developers Are Building Bitcoin Into Everyday Apps

It’s already clear to many that Bitcoin is the best asset. That’s just financial literacy, read a chart, and the evidence is obvious. But that misses the bigger opportunity. Bitcoin went live in 2009, and despite a trillion-dollar market cap and deep roots in emerging markets, its true potential still hasn’t been reached. The promise … Read more

The Dragon Hatchling Learns to Fly: Inside AI’s Next Learning Revolution

A Friendly Guide to the Brain-like Dragon Hatchling (BDH) Modern neural networks can recognize faces, write stories, and even pass programming interviews — but they all share the same limitation: they stop learning once deployed. A few weeks ago, a group of engineers and researchers — Adrian Kosowski, Przemysław Uznanski, Jan Chorowski, Zuzanna Stamirowska, and … Read more

Meet True: HackerNoon Company of the Week

Welcome one, welcome all to another HackerNoon Company of the Week feature. Every week, we highlight a standout company from our Tech Company Database that’s making waves in the global tech ecosystem and positively impacting the lives of its users. Our database features everything from S&P giants to rising stars in the Startup scene. This week’s pick is True—an AI-native … Read more

The Day the Cloud Cracked: AWS Outage Exposes Fragility of Centralized Internet

October 20th wasn’t just another day of technical difficulties but a reminder that the infrastructure holding up modern life hangs by a thread because when Amazon Web Services (AWS) went dark for nearly 15 hours, it took with it troves of Snapchat conversations, Fortnite matches, and even food orders for a whopping fifteen hours (directly … Read more

Stablecoin Integration: A Major Catalyst for Growth

Ethereum (ETH) whales appear to be accumulating a new crypto that’s gaining attention across the DeFi sector: Mutuum Finance (MUTM). The Ethereum-based project is developing a decentralized lending and borrowing platform that could reshape how liquidity is managed in decentralized finance. As 2025 enters its final quarter, large investors seem to be positioning early, aiming … Read more

Comparing SCP and OCA in Transaction Fee Mechanisms: Core Differences and Results

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