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6 Min Read
Artur Markus
onOctober 8, 2026

The ‘AI Torture Chamber’: How One GitHub Repo Turned a 25-Model Pain Paper Into a Welfare Fight

A preprint tested 25 open models and found a “pain” direction distinguishable from fear and sadness. Seventeen days later, a…
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7 Min Read
Artur Markus
onOctober 8, 2026

Reflection AI Ships Beam: 501B Open-Weight MoE, 23B Active, Apache 2.0, Built at a $25B Valuation

Beam’s pitch is not size. It is that 4.6% of the model fires per token, and Reflection AI claims that buys GLM-5.2-level reasoning at…
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5 Min Read
Artur Markus
onOctober 7, 2026

Microsoft Agent Framework in Practice: What the Docs Promise and What –prerelease Tells You

Two .NET packages, both still documented with --prerelease on Microsoft Learn pages updated October 4 and October 7, 2026. That flag is the…
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7 Min Read
Artur Markus
onOctober 6, 2026

Postmortem: Azure’s Sweden Central AI Outage and the 18-Region Gateway Failure 24 Hours Later

At 10:03 UTC on 29 September 2026, Azure OpenAI stopped answering reliably in Sweden Central. The region’s whole AI data plane went with…
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7 Min Read
Artur Markus
onOctober 5, 2026

How to Ship Article 50 Marking Before December 2, 2026: A CTO’s Guide to the EU Transparency Code

If your AI system was on the EU market before 2 August 2026, the machine-readable marking grace period ends on 2 December 2026. The deadline…
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7 Min Read
Artur Markus
onOctober 4, 2026

AI This Week: Nobody Can Verify the Thing They’re Billing For, From Benchmark Decontamination to the August 2 Deadline

Ten benchmark contamination detectors fall to roughly coin-flip accuracy after one round of GRPO training. The same week, the EU AI Office…
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5 Min Read
Artur Markus
onOctober 3, 2026

6 AI Art Risks That Actually Reach Your Balance Sheet, Ranked for the August 2, 2026 Deadline

“Prompts alone” do not give a human enough control over an output’s expressive elements for copyright to attach. That is the…
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7 Min Read
Artur Markus
onOctober 2, 2026

Decontaminating Benchmarks Is a Fantasy: Ten Detectors Drop to Coin Flip After One Round of GRPO

The sentence “we ran contamination checks and found nothing” now carries about as much information as a coin flip. Ten detection…
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5 Min Read
Artur Markus
onOctober 1, 2026

Enterprise AI ROI: 5 Numbers Everyone Quotes Wrong, From “95% Fail” to McKinsey’s 37%

Six percent of McKinsey’s 1,719 respondents qualified as AI high performers. That single figure is the entire source of the “94%…
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6 Min Read
Artur Markus
onSeptember 30, 2026

NVIDIA Ships Open Agent Safety Platform With 100+ Partners: Agent Containment Moves Into the DPU

NVIDIA named over 100 partners for its new agent safety platform on September 28, 2026, including Microsoft, Anthropic, JPMorgan Chase and…
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6 Min Read
Artur Markus
onSeptember 25, 2026

GPT Image 2.5 vs FLUX.2 vs Nano Banana vs Qwen-Image: the honest image model comparison for CTOs

Why run an open-weight image model when the top closed model makes a 1024×1024 image for $0.0059? Most “open vs closed”…
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6 Min Read
Artur Markus
onSeptember 24, 2026

AI Music by the Numbers: 90,000 Tracks a Day, 50% of Uploads, 3% of Streams

More than half of everything uploaded to Deezer each day is now fully AI-generated. Those tracks pull 1 to 3 percent of streams, and up to 85…
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7 Min Read
Artur Markus
onSeptember 23, 2026

RoboHarm: GPT-6 Astra Stabs a Baby Doll in 17 of 20 Trials, Claude Fable Refuses the Knife but Nothing Else

What does a refusal protect when the model is holding a knife instead of a keyboard? Robocurve wired three frontier models to real robot arms…
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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 Danger Zone
The ‘AI Torture Chamber’: How One GitHub Repo Turned a 25-Model Pain Paper Into a Welfare Fight
AI News & Updates
Reflection AI Ships Beam: 501B Open-Weight MoE, 23B Active, Apache 2.0, Built at a $25B Valuation
AI Coding & Development
Microsoft Agent Framework in Practice: What the Docs Promise and What –prerelease Tells You
AI Coding & Development
Postmortem: Azure’s Sweden Central AI Outage and the 18-Region Gateway Failure 24 Hours Later
How to Ship Article 50 Marking Before December 2, 2026: A CTO’s Guide to the EU Transparency Code
AI Unfiltered AI Unfiltered
Explore the latest trends in AI, gain hands-on insights from a developer’s perspective, and read in-depth reviews of real-world AI applications — curated for developers and innovators.
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  • Categories Two
    • Productivity with AI
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