SOUTH AFRICA🇿🇦 Ergasia is Hiring

Junior IT Installer

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📍Location: Freestate, Bloemfontein - South Africa

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🧐 GPT-6 Astra rewired a small AI from the inside and lifted its math score from 7.9% to 48.1%

MIT researchers handed OpenAI's GPT-6 Astra the raw numbers inside a small Qwen model, its weights, and asked it to make the model better at math. No training run, just edits.

Astra found the flaw that made the small model get stuck in reasoning loops, a problem Qwen's own model card warns about. It changed 0.016% of the weights. Instruction-following scores tripled too.

In other tests Astra looked at the raw weights of small game-playing networks and named the game each one was trained on. It also wrote small game-playing networks from scratch that beat ones trained for 100 million steps.

The team calls it weight-space programming in a blog post published today. Wharton professor Ethan Mollick: "Waiting for replication but this is a pretty big deal."

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Git push --force 😂

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📚BOOK
Computer Architecture A Quantitative Approach (5th edition) - JOHN L. HENNESSY DAVID A. PATTERSON

📚BOOK
Algorithms for Dummies (John Paul Mueller, Luca Massaron)

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📚 Title: Computer Architecture A Quantitative Approach (5th edition) - John L. Hennessy David A. Patterson
📥Download: https://t.me/techpsyche/2196

📚 Title: Algorithms for Dummies by John Paul Mueller, Luca Massaron
📥Download: https://t.me/techpsyche/2197

📚 Title: Algorithm every programmer should know by BossCoder Academy
📥Download: https://t.me/techpsyche/2198

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Don't get bogged down trying to learn every new term & technology you come across.

Instead, focus on foundations.
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The best tools are often basic, Build yourself up. You'll advance much faster. Keep learning!

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A-Z Data Science Concepts: t.me/datascienceresourcestp/223

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When we lack internet access, cannot find someone to hire us based on our capabilities, do not have a laptop, cannot secure remote work, are overwhelmed with work to the point of having no time to rest, or struggle because we lack a proper workspace - the solution to all these challenges is to endure the present day, just as one would any other hardship, while keeping in mind that better days lie ahead and preparing oneself to pay the necessary price. That is what discipline is; that is what determination is.

Opportunities exist, but there are also struggles that lie behind them.