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Self-organization of LLM agents without roles +14% quality

https://sudonull.com/self-organization-of-llm-agents-without-roles-14-quality

Experiment: Sequential protocol of LLM agents outperforms coordinator by 14% on Q. 25k tasks, 256 agents, DeepSeek at 1/24 Claude price. Insights for multi-agent systems — read details.

BAT script for media optimization for Windows

https://sudonull.com/bat-script-for-media-optimization-for-windows

Create a BAT script for compressing photo and video archive on Windows with FFmpeg and NVENC. Use Gemini, ChatGPT, Qwen. Reduce size by 3–10 times without quality loss. Instructions for developers.

ToolBench: quality crisis of MCP servers

https://sudonull.com/toolbench-quality-crisis-of-mcp-servers

ToolBench analyzed 41K MCP servers: 76% F rating. Evaluation criteria, API barriers. Study the benchmark for AI agents and choose reliable tools.

From other projects

Falkirk Cup Exit: McGlynn Frustrated by Attack Failure

https://lrivo.com/falkirk-cup-exit-mcglynn-frustrated-by-attack-failure

Falkirk manager John McGlynn analyzes his team's Scottish Cup semi-final defeat, blaming a lack of quality in attack. Read the full breakdown.

2026 trend: quality over quantity in nutrition and AI

https://ymaho.com/2026-trend-quality-over-quantity-in-nutrition-and-ai

Analysis of the trend toward whole foods instead of ultra-processed foods: the role of AI, political reasons, and consequences for the industry. Find out who wins.

How to Improve Sleep Quality: 10 Science-Backed Tips

https://lrivo.com/how-to-improve-sleep-quality-10-science-backed-tips

Discover 10 science-backed tips on how to improve sleep quality. Learn evidence-based strategies for better rest, from sleep hygiene to stress management. Start sleeping better tonight.

Smart Minimalism 2026: Investing in Quality and Skinnimalism

https://ymaho.com/smart-minimalism-2026-investing-in-quality-and-skinnimalism

Consumers are moving from impulse purchases to multifunctionality. 62% of Gen Z are willing to pay more for simplifying routines. Find out why Carousell sells used gadgets 60% cheaper and how AI is killing multi-step skincare.

Quiet Luxury 2026: Investments in a Basic Wardrobe and Skincare

https://ymaho.com/quiet-luxury-2026-investments-in-a-basic-wardrobe-and-skincare

The quiet luxury trend is returning: consumers are abandoning impulsive purchases in favor of a quality base. Learn how to invest in durable fashion and multifunctional skincare.

Kieft Raises Alarm: Dutch Attack Lacks World-Class Edge

https://lrivo.com/kieft-raises-alarm-dutch-attack-lacks-world-class-edge

Wim Kieft expresses significant concerns about the Dutch national team's attacking quality ahead of the World Cup. Discover his analysis and why it matters.

FDA approved INQOVI + venetoclax: oral therapy for AML

https://ymaho.com/fda-approved-inqovi-venetoclax-oral-therapy-for-aml

FDA approved the first fully oral regimen for unfit AML. Learn how the INQOVI+venetoclax combination is changing treatment and quality of life. Details and market outlook.

Kilmarnock Manager McCann's Post-Match Reflection

https://lrivo.com/kilmarnock-manager-mccann-s-post-match-reflection

Neil McCann dissects Kilmarnock's 3-0 defeat to Hibernian, highlighting poor starts and lack of attacking quality. Read his candid analysis.

Carragher on Arsenal Title Race & Arteta Future

https://lrivo.com/carragher-on-arsenal-title-race-arteta-future

Jamie Carragher analyzes Arsenal's title chances after Man City win, discussing momentum, attack quality, and Mikel Arteta's job security. Read the full insight.

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