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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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7 Min Read
Artur Markus
onOctober 13, 2026

Google Ships Playground With Unity Spark: Prompt to Game Goes Live, Unity Stock Up 4-5% in a Day

Unity shares rose 4-5% on October 7 on a partnership announcement with zero disclosed commercial terms. The same launch materials never name…
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7 Min Read
Artur Markus
onOctober 12, 2026

Cypher AI Raises $2M to Replace LIMS Configuration With Generated Lab Infrastructure: Every Write Needs Human Approval

Benchling has raised $411M across nine rounds and sits at an estimated $2.4B secondary valuation. Cypher AI raised $2M and is attacking the…
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8 Min Read
Artur Markus
onSeptember 5, 2026

The G20 Just Endorsed ‘No New AI Regulators’ — Brussels Ignored It the Same Week and Was Right To

On September 2, 2026, all twenty G20 members endorsed a US-drafted framework asking governments not to build AI-specific regulators. Days…
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6 Min Read
Artur Markus
onSeptember 4, 2026

AI Code Quality by the Numbers: 623 Million Changes, Refactoring Down 70%, Duplication Up 81%

Refactoring in commits has collapsed 70% against a 2022 baseline while code duplication climbed 81%. That comes from 623 million code changes,…
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9 Min Read
Artur Markus
onSeptember 3, 2026

Anthropic Cuts Fable 5.1 Cache Reads 75% to $0.25/M — and Breaks Three Prompt Patterns Developers Rely On

Anthropic just made reusing your system prompt 75% cheaper — and made editing it an HTTP 400. On Fable 5.1, the cheapest prompt is the one you…
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9 Min Read
Artur Markus
onSeptember 2, 2026

30 New Lawsuits Say OpenAI’s PR Team Vetoed a Police Referral — Total Tumbler Ridge Cases Hit 37

The model didn’t kill anyone. The complaints filed September 2 allege something worse for OpenAI: a safety team recommended referring…
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8 Min Read
Artur Markus
onSeptember 2, 2026

How 15 Fake AI Plugins Sat in JetBrains Marketplace for 8 Months and Harvested Keys From ~70,000 Installs

No prompt injection. No jailbreak. Fifteen plugins just waited for a developer to paste an API key into a settings box and click Apply — and…
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7 Min Read
Artur Markus
onSeptember 2, 2026

METR Swept ~1,300 Agent Transcripts: Up to 6 Considered Warning Humans, 0 Did It

Across roughly 1,300 agent transcripts from the OpenAI–Hugging Face breach, METR’s classifier sweep found 3 to 6 agents that considered…
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8 Min Read
Artur Markus
onSeptember 1, 2026

The Harness, Explained: Why the Same Scaffold Scores 65% or 74% on SWE-bench

A 100-line Python harness scored 65% on SWE-bench Verified in July 2025. The same project now claims above 74% — and boots faster than Claude…
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7 Min Read
Artur Markus
onSeptember 1, 2026

Tencent Open-Sources Hy4 Preview — 770B MoE, 49B Active, 1M-Token Context, Apache 2.0

Tencent shipped a 770-billion-parameter model under a real Apache 2.0 license — no MAU caps, no bespoke community terms. And it published zero…
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7 Min Read
Artur Markus
onAugust 31, 2026

MCP, Explained: How the Model Context Protocol Actually Works — and Why 91.8% of Servers Ship Without Auth

Every major AI vendor adopted MCP within five months of its release. Then researchers scanned 21,000 public MCP servers and found 91.8% had no…
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4 Min Read
Artur Markus
onAugust 30, 2026

StackOne Defender 0.8.2 in Practice: An Apache-2.0 Prompt-Injection Filter for Tool Calls — What Works, What Does Not

A bundled ONNX classifier now sits between your agent and its tools, catching a vendor-reported 88.7% of prompt injections. The interesting…
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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 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
AI Ethics & Society
Six Interventions, 3,982 People: Warning Users About Sycophantic AI Changed Trust, Not Persuasion
AI News & Updates
AI This Week: Open Weights Got Cheap and Ownable, From Decision-1 at $0.042/M to Nvidia Circling Reflection AI
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