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7 Min Read
Artur Markus
onOctober 15, 2026

Nobody Taught Models to Absorb Criticism Because Nobody Measures It: SycEval Says 58%, Defensiveness Says Nothing

We can score a model’s over-agreement to three decimal places and have no public number for a model refusing to listen. That asymmetry…
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5 Min Read
Artur Markus
onOctober 15, 2026

AI Art: Myth vs Reality, What the $1.5B Anthropic Deal and the Getty Ruling Actually Decided

$1.5 billion did not buy Anthropic a license to train on books. It bought peace over 7 million pirated books sitting in a library, after the…
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7 Min Read
Artur Markus
onOctober 14, 2026

Agent Lightning v1.0 in Practice: What 3,500 Lines of Agentic RL Buy You, and What They Do Not

Can you train your existing LangGraph or Claude Code agent with reinforcement learning without rewriting it as an RL environment? Microsoft…
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12 Min Read
Artur Markus
onJanuary 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…
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11 Min Read
Artur Markus
onJanuary 2, 2026

The Model Size Paradox: Why Anthropic’s October 2025 Research Proves That 250 Poisoned Documents Can Backdoor Any LLM—And Scaling to GPT-5 Won’t Save You

The security assumption that justified your $50 million scaling budget was just proven false by the company building the models you’re…
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9 Min Read
Artur Markus
onJanuary 1, 2026

The AI Model Aggregator War: Why OpenRouter’s 136 Trillion Token Routing Empire Just Made Your Single-Provider API Strategy Obsolete

The numbers don’t lie: while you debated OpenAI vs Anthropic, one platform quietly routed more tokens than both combined—and your API…
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12 Min Read
Artur Markus
onDecember 31, 2025

The Authenticity Inversion: Why Human Artists Now Face the Burden of Proving They Didn’t Use AI

Your brushwork is too consistent to be human. That’s the rejection email professional artists are now receiving from competitions…
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11 Min Read
Artur Markus
onDecember 30, 2025

The Self-Graded Test Crisis: Why AI Labs Funding Their Own Benchmarks Just Turned Model Comparisons Into Marketing Theater

The benchmark scores you’re using to select AI models are probably fabricated. Not in a legal sense—but in every way that matters to…
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13 Min Read
Artur Markus
onDecember 29, 2025

The Military AI Vendor Paradox: Why the Pentagon’s January 2025 DeepSeek Ban Exposes the Real Threat Isn’t Chinese Surveillance—It’s American Lock-In

The Pentagon’s DeepSeek panic revealed something far more dangerous than Chinese spyware—and nobody’s talking about it.
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11 Min Read
Artur Markus
onDecember 28, 2025

The AI Productivity Illusion: Why 95% of Companies Can’t Measure ROI and Experienced Developers Are 19% Slower

Your AI productivity dashboard is lying to you, and the uncomfortable truth behind the numbers will make you question everything your team…
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11 Min Read
Artur Markus
onDecember 27, 2025

The Critical Batch Size Paradox: Why Your GPU Cluster Is Wasting 40% of Its Compute on Inefficient Training Steps

Your infrastructure team just maxed out batch size on that H100 cluster. The GPU utilization graphs look beautiful. But you’re…
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13 Min Read
Artur Markus
onDecember 26, 2025

The GenAI.mil Deployment Paradox: Why the Pentagon’s $100M ‘AI at Scale’ Platform Is Stuck in Prototype Purgatory—And What the Google Gemini Vendor Lock-In Reveals About Military AI’s Real Bottleneck

The Pentagon just gave 3 million troops access to Google’s most powerful AI—and they’re already saying it’s worse than what…
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11 Min Read
Artur Markus
onDecember 25, 2025

The DeepSeek Database Exposure: Why Enterprise AI Vendor Security Is Still Stuck in 2015—And How Europe’s Regulatory Response Just Reset the Third-Party AI Integration Playbook

A frontier AI company left its production database wide open on the internet. No password. No firewall. Your API keys and chat logs were…
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About

Artur Markus Avatar

Artur Markus

Software Engineer

Artur delivers hands-on expertise in automation, and digital transformation. His work connects deep technical knowledge with real-world business impact, making complexity accessible and actionable for everyone. Expect insights at the intersection of innovation, artificial intelligence, and practical results.

Basel, Switzerland

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Featured Posts

AI Ethics & Society
Nobody Taught Models to Absorb Criticism Because Nobody Measures It: SycEval Says 58%, Defensiveness Says Nothing
AI Art & Creativity
AI Art: Myth vs Reality, What the $1.5B Anthropic Deal and the Getty Ruling Actually Decided
AI Use Cases
Agent Lightning v1.0 in Practice: What 3,500 Lines of Agentic RL Buy You, and What They Do Not
AI News & Updates
Google Ships Playground With Unity Spark: Prompt to Game Goes Live, Unity Stock Up 4-5% in a Day
AI News & Updates
Cypher AI Raises $2M to Replace LIMS Configuration With Generated Lab Infrastructure: Every Write Needs Human Approval
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