Welcome to Royfactory

Introduction TL;DR Mermaid is a JavaScript-based diagramming tool that renders diagrams from Markdown-inspired text syntax in the browser. You declare diagrams in Markdown code blocks using the mermaid language identifier, and GitHub (since 2022), GitLab (13.0+), Notion, and Obsidian automatically render them. Mermaid supports 10+ diagram types including flowcharts, sequence diagrams, Gantt charts, ER diagrams, and class diagrams, enabling version-controlled, text-based documentation without GUI tools. Mermaid eliminates context switching between documentation and diagram editors. Unlike Visio or Lucidchart, your diagrams live in the same repository as your code, are reviewable via Git diff, and can be collaboratively edited like any Markdown file. ...

Introduction TL;DR Merriam-Webster designated “slop”—defined as “digital content of low quality that is produced usually in quantity by means of artificial intelligence”—as its 2025 Word of the Year, announced on December 15, 2025[1][4]. The selection captures a pivotal shift in how society perceives artificial intelligence: from fear-driven discourse to critical mockery of AI’s creative inadequacies. The widespread proliferation of low-quality AI-generated content across the internet sparked broader social discourse around AI ethics, content verification, and digital trust. Notably, other major dictionaries also selected AI-related terms for 2025—Oxford chose “rage bait,” Macquarie selected “AI slop,” and Cambridge added “slop” alongside its primary selection of “parasocial”—signaling a global recognition of this phenomenon’s cultural significance[21][24]. ...

Introduction TL;DR Nvidia unveiled the Nemotron 3 family of open-source large language models on December 15, 2025, comprising Nano (30B), Super (~100B), and Ultra (~500B) variants. Built on a hybrid Mamba-Transformer mixture-of-experts (MoE) architecture, Nemotron 3 Nano achieves 3.3x higher inference throughput than Qwen3-30B while maintaining equivalent or superior accuracy, supporting a 1M-token context window. This release positions Nvidia as a leading provider of open-source AI solutions in the face of Chinese models capturing nearly 30% of global AI token usage. The launch reinforces Nvidia’s dual-layer strategy: hardware dominance through GPU supply and software ecosystem control through optimized open models. ...

Introduction TL;DR: The Trump administration officially launched the “U.S. Tech Force” on December 15, 2025, aiming to recruit approximately 1,000 early-career technologists for two-year federal positions with annual salaries ranging from $150,000 to $200,000. This initiative represents a significant shift in American government’s approach to artificial intelligence, with partnerships from over 25 leading technology companies including Amazon Web Services, Microsoft, Apple, Google, and NVIDIA. The program addresses a critical gap: federal government’s early-career workforce comprises only 7% compared to 22% in the private sector, and signals Washington’s commitment to AI leadership amid U.S.-China competition. ...

Introduction TL;DR Microsoft CEO Satya Nadella recently declared on the “MD Meets” podcast that “having IQ without emotional intelligence (EQ) is just a waste of IQ.” As artificial intelligence assumes technical and analytical tasks across organizations, the defining value of leaders is shifting from cognitive prowess to emotional connection and human collaboration. Research shows that organizations with emotionally intelligent leadership have 25% higher success rates in AI implementation, while teams led by emotionally intelligent managers show 37% greater productivity gains after AI adoption. In the AI era, empathy, self-awareness, and social skill have become non-negotiable leadership capabilities—not soft extras, but hard competitive advantages. ...

Introduction TL;DR: Purdue University’s Board of Trustees approved on December 12, 2025, a mandatory “AI working competency” requirement for all undergraduates, effective for students entering in Fall 2026. Rather than adding credit hours, the university will embed AI competency across existing programs with discipline-specific standards. This marks a pivotal moment when AI literacy transitions from elective to essential, reflecting broader shifts in higher education as institutions recognize that basic AI proficiency is now foundational for any graduate entering the workforce. ...

Introduction TL;DR Global CEOs are doubling down on artificial intelligence investments despite sobering reality: only 25% of AI initiatives have delivered expected return on investment (ROI) so far. Yet 85% expect positive returns by 2027, and 69% are allocating 10–20% of total budgets to AI initiatives in 2025-2026. This paradox—heavy investment amid limited current returns—reflects three forces: (1) AI adoption remains in early stages requiring long-term vision; (2) peer pressure and competitive necessity create a “can’t be left behind” imperative; (3) early winners are already demonstrating measurable value. The phenomenon offers critical lessons for enterprise leaders, technologists, and policymakers as the AI market undergoes its promised inflection. ...

Introduction TL;DR On December 11, 2025, President Donald Trump signed an executive order designed to curb state-level AI regulations, establishing federal dominance in artificial intelligence governance. The order creates an AI Litigation Task Force within the Department of Justice, threatens to withhold federal broadband funding (BEAD program) from non-compliant states, and directs federal agencies to develop preemptive standards. However, the executive order lacks statutory force and faces significant constitutional and legal challenges, particularly under federalism principles and the 10th Amendment. States like California and Colorado are prime targets for this policy shift. ...

Introduction On December 11, 2025, TIME Magazine made a historic announcement: for only the second time in the publication’s history, a collective group—rather than an individual—was named Person of the Year. The honor went to the “Architects of AI,” a group of tech leaders including Jensen Huang (Nvidia), Mark Zuckerberg (Meta), Elon Musk (xAI), Sam Altman (OpenAI), Demis Hassabis (Google DeepMind), Dario Amodei (Anthropic), and Fei-Fei Li (AI researcher and World Labs founder). ...

Introduction TL;DR Disney announced a historic partnership with OpenAI on December 11, 2025, investing $1 billion in the AI company while granting Sora access to over 200 characters including Mickey Mouse, Cinderella, Darth Vader, and Marvel heroes. Under a three-year licensing agreement, users will generate short videos featuring Disney, Marvel, Pixar, and Star Wars characters starting in early 2026. The deal represents the first major Hollywood studio’s large-scale collaboration with generative AI, featuring safeguards including 30-second video length limits and explicit exclusion of actor likenesses and voices. ...