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8 Min Read
Artur Markus
onOctober 10, 2026

How to Wire Strix and Autonomous Remediation Into CI/CD Without Letting an AI Push Its Own Patch

What share of last year’s CVEs actually got exploited? Two percent. Edgescan counted 40,009 CVEs published in 2024 and 768 reported as…
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7 Min Read
Artur Markus
onOctober 10, 2026

Microsoft Ships Decision-1: a 9B Model Built on Qwen3.5 That Costs $0.042/M In and Nothing Out

Microsoft is charging $0.042 per million input tokens and zero for output on its newest model. The base weights come from Alibaba’s…
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7 Min Read
Artur Markus
onOctober 9, 2026

Bloomberg: Open-Weight Models Now Drive AI CSAM Cases, Tracked Variants Jump From Under 12 to Over 500

What happens to a safety filter when the model runs on a laptop with no network connection? One European investigator told Bloomberg the set…
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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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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 Coding & Development
How to Wire Strix and Autonomous Remediation Into CI/CD Without Letting an AI Push Its Own Patch
AI News & Updates
Microsoft Ships Decision-1: a 9B Model Built on Qwen3.5 That Costs $0.042/M In and Nothing Out
AI Danger Zone
Bloomberg: Open-Weight Models Now Drive AI CSAM Cases, Tracked Variants Jump From Under 12 to Over 500
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
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