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In this project

LLM attention problems in long context

https://sudonull.com/llm-attention-problems-in-long-context

Analysis of Lost-in-the-Middle, hallucinations and chunking/RAG techniques for middle/senior dev. Learn how to reduce errors in production — read benchmarks 2025-2026.

ruGPT3XL with 8k context: sparse attention

https://sudonull.com/rugpt3xl-with-8k-context-sparse-attention

Expansion of ruGPT3XL to 8k tokens via sparse attention and fine-tuning. PPL 13.00 on gazeta, Triton/SDPA optimization ×1.85. Instructions for developers.

OpenGL in PHP: Setting up the graphics context via FFI

https://sudonull.com/opengl-in-php-setting-up-the-graphics-context-via-ffi

Detailed guide to integrating OpenGL with PHP FFI and GLFW. Learn how to set up the graphics context, use Window Hints, and bind OpenGL to a window for 3D graphics.

From other projects

Energy Passports: How Ukraine Saves Energy | Global Context

https://ymaho.com/energy-passports-how-ukraine-saves-energy-global-context

Ukraine has issued 455 energy passports for buildings. Why is this important for combating climate change and ensuring energy security? Find out how energy efficiency impacts your life.

How to learn English words quickly and easily: methods

https://ymaho.com/how-to-learn-english-words-quickly-and-easily-methods

Master the scientific approach to memorizing English words: spaced repetition, context, and associations. Save up to 80% of effort and start speaking more fluently.

Real Betis vs Real Madrid Tickets: Guide for 2026 La Liga Match

https://lrivo.com/real-betis-vs-real-madrid-tickets-guide-for-2026-la-liga-match

Get details on ticket availability, prices, and match context for Real Betis vs Real Madrid on April 24, 2026. Learn how to secure seats for this high-stakes La Liga clash.

Ronaldo's UCL record: 76th goal and all-time top scorer

https://lrivo.com/ronaldo-s-ucl-record-76th-goal-and-all-time-top-scorer

How Ronaldo scored his 76th UCL goal in the final against Juventus and became the record holder. Statistics, context and legacy of the record. Read the full analysis!

2026 Europa League Final: Freiburg vs Aston Villa

https://lrivo.com/2026-europa-league-final-freiburg-vs-aston-villa

2026 Europa League Final on May 20 in Istanbul: Aston Villa vs Freiburg. Bets, tickets, predictions and historical context. Find out who will be champion!

Norwich vs Ipswich Derby Preview: Promotion Stakes & Key Stats

https://lrivo.com/norwich-vs-ipswich-derby-preview-promotion-stakes-key-stats

Complete analysis of the crucial East Anglian Derby between Norwich City and Ipswich Town. Discover key stats, historical context, and what's at stake for both teams' promotion hopes.

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