AI News & Updates AI Security & Privacy AI Startups & Companies8 Min Read Artur MarkusonJanuary 21, 2026 OpenAI Signs $10 Billion Cerebras Deal for 750 Megawatts of AI Inference Infrastructure Through 2028 OpenAI just mass-ordered 750 megawatts of specialized silicon that isn’t made by NVIDIA. The $10 billion Cerebras deal signals that the…
AI Model Comparisons AI News & Updates Natural Language Processing9 Min Read Artur MarkusonJanuary 20, 2026 Google’s 12B TranslateGemma Outperforms Its Own 27B Model: Open Translation Hits 55 Languages with MetricX Score of 3.60 Google’s smaller translation model just beat its larger sibling on standardized benchmarks, forcing us to reconsider everything we…
AI News & Updates AI Startups & Companies Future of AI8 Min Read Artur MarkusonJanuary 18, 2026 xAI Raises $20 Billion at $230 Billion Valuation, Plans 50 Million H100-Equivalent GPU Deployment by 2030 xAI just raised more in one round than most AI companies are worth—and plans to deploy 50× more compute than it has today. The math is…
AI Model Comparisons AI News & Updates Machine Learning10 Min Read Artur MarkusonJanuary 15, 2026 TII’s Falcon-H1R 7B Outperforms 47B Models on Math Reasoning While Running on a 16GB Laptop A 7-billion parameter model just scored 88.1% on AIME-24 math reasoning, crushing NVIDIA’s 47B Nemotron at 49.7%. The assumption that…
AI News & Updates AI Startups & Companies Future of AI11 Min Read Artur MarkusonJanuary 14, 2026 Meta Announces $600 Billion AI Infrastructure Spend Through 2028, Creating ‘Meta Compute’ Division to Build Tens of Gigawatts of Data Center Capacity Meta just committed more capital to AI infrastructure than the entire GDP of Finland, Belgium, or Thailand combined—and they hired a former…
AI Danger Zone Human and AI Military AI11 Min Read Artur MarkusonJanuary 10, 2026 The 8-Second War Plan: Why Air Force DASH-2’s AI-Generated Courses of Action Just Made Human Military Oversight Mathematically Impossible The Pentagon just proved that human commanders can’t keep up with AI warfare—and they’re deploying it anyway.
AI Tools & Platforms AI Use Cases Machine Learning12 Min Read Artur MarkusonJanuary 8, 2026 The Compute-Optimal Blind Spot: Why Most ML Teams Are Still Wasting 40% of Training Budget on the Wrong Scaling Trade-Off Your ML team probably burned through 40% of its training budget last quarter—and nobody noticed because the waste happened before a single GPU…
AI News & Updates AI Security & Privacy Automation & Workflow Bots12 Min Read Artur MarkusonJanuary 4, 2026 The Agent Skills Standard: Why Anthropic’s December 2025 Open Format Is Creating the First True Portability Crisis for Workflow Automation—And Exposing Every Vendor’s Integration Trap Anthropic just handed every workflow automation vendor an existential crisis wrapped in an open-source gift, and most enterprises…
Future of AI Generative AI Natural Language Processing11 Min Read Artur MarkusonJanuary 3, 2026 The Context Fidelity Crisis: Why Recursive Language Models Just Made the 10M Token Context Window Obsolete Before It Arrived The AI industry just spent billions engineering context windows that can swallow entire codebases whole—and MIT proved it was solving the…
AI Tools & Platforms Future of AI Generative AI12 Min Read Artur MarkusonJanuary 2, 2026 The Inference Cost Paradox: Why Generative AI Spending Surged 320% in 2025 Despite Per-Token Costs Dropping 1,000x—And What It Means for Your AI Budget in 2026 The most expensive thing in enterprise AI isn’t what you think—and the CFOs who figured this out too late are now scrambling to explain…