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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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10 Min Read
Artur Markus
onDecember 3, 2025

Why Traditional AI Model Comparisons Are Now Statistically Meaningless—And What the FrontierMath Controversy Reveals About Benchmark Integrity

The entire AI benchmark system just collapsed, and the industry is pretending everything’s fine. Here’s what nobody wants you to…
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14 Min Read
Artur Markus
onDecember 2, 2025

When AI Cannot Explain Itself: The Hidden Cost of Neural Network Opacity

What happens when an AI system refuses to explain its decisions—and your career depends on the answer?
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10 Min Read
Artur Markus
onDecember 1, 2025

The Reasoning Paradox: Why DeepSeek’s 100% Jailbreak Failure Rate Proves That Smarter AI Models Are Less Safe

The smartest AI models on Earth have a dirty secret—and DeepSeek R1 just exposed it in the most spectacular way possible.
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  • AI Coding & Development
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14 Min Read
Artur Markus
onNovember 30, 2025

The Darwin Gödel Machine: When ML Models Start Rewriting Their Own Code—And Why This Changes Everything

The code is now writing itself. And then rewriting itself. And honestly, nobody knows where this ends.
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11 Min Read
Artur Markus
onNovember 29, 2025

The NSA’s January 2025 Durable Content Credentials Push: Why Watermarking Is Now a National Security Imperative—Not Just an Ethics Exercise

The NSA just told every enterprise working with government contracts that voluntary AI ethics are over. If you’re still treating content…
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11 Min Read
Artur Markus
onNovember 28, 2025

The Federal Preemption War: Why Trump’s Attack on State AI Laws Is Creating a Constitutional Crisis for Enterprise Compliance

The compliance framework you spent millions building might be worthless by Q2 2026—and the constitutional battle brewing between Washington…
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11 Min Read
Artur Markus
onNovember 27, 2025

Why Direct Preference Optimization (DPO) Is Quietly Killing RLHF—And What DeepSeek R1 Just Proved

The alignment technique behind ChatGPT is being replaced, and most ML teams haven’t noticed. DeepSeek R1 just dropped the receipts.
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3 Min Read
Artur Markus
onNovember 27, 2025

The Next Leap in AI: Agentic AI’s Move from Task Automation to Autonomous Goal-Directed Systems in 2025

Your business’s AI might already be outdated—and you won’t believe what’s replacing it. Are you prepared to compete with…
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3 Min Read
Artur Markus
onNovember 26, 2025

Why Agentic AI Integration Is the Next Frontier in AI Tools & Platforms in 2025

Is your AI system truly evolving, or is it just camouflaging old-school automation in glossy wrappers? 2025 will expose who’s leading and…
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3 Min Read
Artur Markus
onNovember 25, 2025

The Rise of Decentralized AI Infrastructure: How Startups are Pioneering Vendor-Lock-In-Free Generative AI Platforms in 2025

What if everything you thought about AI scalability and control was wrong—and the next dominant platforms refuse to be owned? Get ready to…
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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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