Author: Carter

## Beyond the Hype: Why Classic Machine Learning Algorithms Still Matter in the Age of AI The simplest solution is often the best, especially when solving a specific machine learning problem. I have seen many people use large language models (LLMs) and generative AI systems for tasks like time series forecasting, image classification, and tabular prediction. In many cases, a simple machine learning model can solve the same problem faster, cheaper, and with much less complexity. For data scientists, knowing the core machine learning algorithms and when to use them is still an essential skill. In this guide, we will…

## Article: AngelSpec — Tailored Speculative Decoding for Diverse Workloads Tencent has open‑sourced **AngelSpec**, a **torch‑native** training framework for **speculative‑decoding draft (proposer) models**. The framework is designed around a key insight in production LLM serving: **“one universal drafter underperforms”** because real traffic mixes open‑ended conversation, code, and mathematical reasoning. Instead of searching for a single “best‑average” proposer, AngelSpec treats **workload heterogeneity as a first‑class design constraint**, and provides **specialized drafters** whose structure, training data, and verification depth are optimized for each regime. — ### Why One Universal Drafter Underperforms Speculative decoding is lossless: a lightweight drafter proposes multiple future tokens,…

# Cloudflare’s Post-Quantum Authentication: Configuring Secure Origin Connections Cloudflare has recently enabled **post-quantum authentication** support for **Authenticated Origin Pulls (AOP)** and **Custom Origin Trust Store (COTS)**, representing a major milestone in their post-quantum security roadmap. This feature ensures that connections between Cloudflare and customer origin servers are protected against future quantum computing threats. — ## Understanding the Technology ### What Are Authenticated Origin Pulls and Custom Origin Trust Store? – **Authenticated Origin Pulls (AOP)**: Enables mutual TLS (mTLS) authentication between Cloudflare and origin servers. Cloudflare presents a client certificate to the origin server, ensuring that only authorized connections are accepted.…

**Markem-Imaje CoLOS Software: The Core Solution for GS1 Digital Link and 2D Barcode Adoption** The landscape of industrial coding and product identification is undergoing a significant shift, moving from traditional 1D barcodes to more data-rich 2D codes like QR Codes. This evolution is largely driven by the adoption of the GS1 Digital Link standard, a framework designed to turn static product identifiers into dynamic digital keys. To understand the technical and operational impacts of this transition, we spoke with Viktor Hermansson, Marketing Communication and Business Enablement Director at Markem-Imaje. As the provider of the CoLOS software suite, Markem-Imaje is at…

**Google Home Speaker vs. Sonos Era 100: Which Smart Speaker Should You Buy?** When it comes to choosing a smart speaker, the market offers a wide range of options, each with its own set of features, price points, and capabilities. Two of the most prominent choices in recent times are the **Google Home Speaker** and the **Sonos Era 100**. These devices cater to different needs and preferences, making the decision between them dependent on what you value most in a smart speaker. — ### Specifications Comparison | **Features** | **Google Home Speaker** | **Sonos Era 100** | |—————————-|————————-|—————————| | **Price**…

**The State of MFA Security in 2026: Why It’s Still Essential Despite Constant Threats** The security benefits of multifactor authentication (MFA) are well-known, yet MFA continues to be poorly, sporadically, and inconsistently implemented, undercutting its effectiveness as a security tool while often saddling users with an extra workflow burden—one of many obstacles to MFA’s success. Frequent news stories that describe innovative ways to circumvent MFA don’t help, such as evidence of an AI-fueled phishing attack that found cloud keys and SSH access details, and another case of an AI-based attack that leveraged Claude Code. Even some of the savviest vendors…

**Strategy’s STRC Buyback: A Move of Financial Engineering to Improve Net BTC Per Share** Strategy initiated open-market repurchases of STRC last week (July 20 through July 26, 2026), buying 288,930 shares for ~$25 million at an average price of $86.52. Notably, the company bought no Bitcoin and continued to grow its cash reserve. So what is going on here? Why is the largest Bitcoin treasury company buying back its credit? **Context** In June 2026, STRC fell far below the $100 stated amount. Check out these two articles for some in depth analysis about what exactly happened. Last week’s STRC buyback…

Below is a full article crafted from the provided content, with improved structure and flow, followed by an FAQ section and a concise conclusion. — ## Choosing Covariates for Causal Adjustment Isn’t as Simple as It Seems Estimating causal effects from data might sound straightforward—just throw in all relevant variables and adjust for them—but in practice, selecting which covariates to include is a major source of bias. A naive focus on predictive accuracy leads directly to biased effect estimates. This article outlines why, how, and what to do about it. ### The Wrong Goal: Prediction vs. Causal Estimation When we…

**Navigating AI Risk in Critical Infrastructure: Resilience in the Machine-Speed Era** The digital transformation of critical infrastructure—encompassing energy grids, water systems, transportation networks, and healthcare facilities—has reached a pivotal inflection point. When the Trump administration signed the “Promoting Advanced Artificial Intelligence Innovation and Security” executive order, the focus for most headlines remained on innovation and workforce development. However, for federal leaders and operators responsible for safeguarding national infrastructure, the executive order carries a far more urgent implication: the timeline of cyber risk has been fundamentally compressed. In today’s interconnected environment, threats can be discovered, weaponized, and deployed at machine speed,…

**Managing Vehicle Connectivity Lifecycle: Soracom Automotive Suite’s New Approach** By Marc Kavinsky, Lead Editor at IoT Business News. *Soracom Automotive Suite* brings multicarrier connectivity management, remote IoT eSIM profile switching, in-car Wi-Fi handling and usage-based billing into a single API-driven platform for connected vehicles. Vehicle connectivity is not a one-time procurement decision. A car may remain in service for more than a decade, while the networks, regulations and commercial arrangements around it continue to change. That creates a particular problem for automakers: the connectivity profile embedded at production may not be the one the vehicle needs years later, especially if…