Author: Carter

# Enterprise Penetration Testing Evolves: From Point-in-Time Assessments to Continuous Validation Enterprise security departments are ever more forced to validate risk in an environment that shifts faster than the traditional penetration-testing cycle can keep up with. Organizations today operate on cloud infrastructure, SaaS applications, API, identity systems, remote endpoints, containers, and hybrid networks. Compliance mandates frequently align with one annual pen test, but that does not automatically mean it reflects a view of the present attack surface. By the time a report gets delivered, new services might already be deployed and new exposures might not have been detected. Automated penetration…

# Why APIs Are the Backbone of Modern IoT Ecosystems The Internet of Things (IoT) continues to expand as enterprises connect more devices, assets and operational systems. From smart factories and connected vehicles to utility networks and intelligent buildings, IoT deployments rely on the seamless exchange of information across increasingly complex technology stacks. At the heart of these interactions are application programming interfaces (APIs). Often operating behind the scenes, APIs serve as the communication layer that enables devices, edge gateways, cloud platforms and enterprise applications to exchange data and coordinate actions. As IoT projects scale from pilot deployments to thousands…

# How Natural Language Processing Is Transforming Professional Networking Online Natural language processing is reshaping professional communication on online platforms, enabling more relevant and personalised networking interactions. As AI-driven systems increasingly comprehend and generate human language, these technological advances affect how users pursue and maintain professional connections, presenting both opportunities and challenges in authentic relationship-building. Professional networking now relies on a growing ecosystem of AI-powered tools that affect how people initiate and manage online connections. New language technologies are streamlining introductions, fostering more contextual conversations, and helping users navigate crowded digital spaces. LinkedIn lead generation services are evolving as modern…

# Crypto Weekly Roundup: Prediction Markets Drive New Crypto Users, Trump Cancels CBDC-Related Bill, and Ethereum R&D Gets New Backing ## Prediction Markets Emerge as Crypto Onboarding Gateway Approximately 60% of users who placed their first World Cup bets on Polymarket had never previously interacted with blockchain protocols, according to a 90-day study by Bitget Wallet that tracked the onchain activity of 857,000 active Polymarket users. The findings suggest that prediction markets are rapidly becoming a major entry point into the cryptocurrency ecosystem. Alvin Kan, chief operating officer at Bitget Wallet, told Cointelegraph that earlier crypto onboarding efforts largely focused…

# StateRAMP: A Discipline Beyond Compliance For many software companies, StateRAMP is initially viewed as a compliance milestone. In reality, it is a test of organizational discipline. It asks whether a company can demonstrate secure operations, consistent governance, and credible evidence of control, not once, but continuously. ATSER’s path toward StateRAMP has therefore never been about passing an audit alone. It has been about building the kind of company that can withstand scrutiny, earn trust, and sustain secure growth over time. That distinction matters. Certifications may validate maturity, but they do not create it. Maturity is created by leadership decisions,…

# How to Ace Your Behavioural Interviews: Frameworks and Strategies for Data Scientists ## Preparation Is Everything I used to think behavioural interviews were a walk in the park. Being confident in my own gifts, I thought that I would be the type they’d want to recruit, but I was wrong. The reality is that you cannot wing these sorts of interviews. Believe me, I tried and failed miserably. Most candidates overlook behavioural interviews and fixate on the technical aspects of their applications. It is easy to think that because data science and machine learning are technical fields, interviewers and…

# Bridging the Federal Workforce Readiness Gap: A Human Performance Approach Federal agencies are confronting an increasingly urgent challenge as mission demands grow more complex and workforce readiness gaps continue to widen. A recent survey conducted by SAIC among defense and civilian leaders reveals that workforce readiness ranks as the second biggest internal challenge to mission success overall, with civilian leaders identifying it as their single most pressing concern. ## The Upskilling Dilemma: Preparing for an Unknown Future Addressing this readiness gap requires far more than simply recruiting new talent. It demands a fundamental commitment to building workforce capacity. The…

Linux vs. RefreshOS # Linux Mint vs. RefreshOS: Which Linux Distribution Is Best for Newcomers? ## ZDNET key takeaways – Both Linux Mint and RefreshOS are great for all users. – Each distro takes a different route, but arrives at the same place. – Only one can claim the title of best distro for new Linux users. — For years, Linux Mint has been one of the most widely recommended Linux distributions for those considering the open-source operating system. There are good reasons for this: Linux Mint is incredibly easy to use, highly secure and stable — and it has…

# Building Reliable Customer-Facing LLM Workflows: Lessons from Processing Billions of Tokens at Scale Inside your own company, almost any failure is cheap: you retry, fall back, or potentially even ignore it. Put that same workflow behind a customer’s API or MCP server and the grace is gone. Now only one thing matters: did the customer get a correct, usable result? Their process depends on yours delivering one. They, not you, now decide what counts as delivered. At Databook we process billions of tokens for the world’s largest enterprises; this article is based on real data from production flows at…

# Who Actually Pays When MicroStrategy’s $64 Billion Bitcoin Bet Goes Wrong? **MicroStrategy’s $64 billion Bitcoin (BTC) bet has become a stress test for everyone who funded it. BTC now trades below $60,000, and the renamed company, Strategy, sits at a discount to its own holdings.** The question dividing investors is no longer whether Strategy gets liquidated tomorrow. It is who absorbs the losses while the company keeps its coins and keeps paying to hold them. — ## How the Bitcoin Flywheel was Built By June 22, Strategy held 847,363 BTC bought for $64.1 billion, an average of $75,651 each.…