Month: May 2025

Customizing LLMs: Full Fine-Tuning

Full Fine-Tuning the traditional method for adapting large language models (LLMs), involving updates to all of the model’s parameters. While more resource-intensive than parameter-efficient fine-tuning (PEFT) and other methods, it allows for deeper and more comprehensive customization, especially when adapting to significantly different tasks or domains.

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NexTool Flagship Pro

The multi-tool market is a crowded one, dominated by established names like Leatherman and flooded with countless imitations. Yet, every now and then, a standout emerges—offering genuine innovation at a more accessible price. The Nextool Flagship Pro is one such exception. After spending time with it, it’s clear this multi-tool delivers impressive functionality, particularly for those looking for solid performance without the premium price tag.

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Genocide

There is a genocide happening– and it’s not what you think. An ideology of intolerance and hate is actively erasing religious and ethnic diversity. Christians are being persecuted, displaced, and murdered in various regions: Armenians in Nagorno-Karabakh, in countries like Ethiopia, Indonesia, Nigeria, Sudan, but most notably in Christianity’s birthplace, the Middle East.

Country Christian Population (%) (1960s) Christian Population (%) (Current)
Lebanon50-6040.5
Egypt1210.5
Syria1510.2
Jordan106
Israel2.52.5
Iraq62.5
West Bank and Gaza Strip51.7
Iran0.40.35
Turkey10.2
Saudi Arabia00

But it’s not just Christians being erased in the Middle East. It is also other religious and ethnic groups: the Kurds wherever they are, the Yazidis in Iraq, the Alawites and Druze in Syria– virtually any minority. The Jews are also being erased (from the river to the sea) as well, it’s just that they are able to and willing to hit back, and hit back harder.

Country Jewish Population (%) (1960s) Jewish Population (%) (Current)
Israel80-9073
Egypt1-20.1
Jordan0.10.1
Iraq20.1
West Bank and Gaza Strip0.50.1
Iran0.50.1
Turkey0.50.1
Lebanon0.10.1
Syria10
Saudi Arabia00

The same cannot be said for Christians. Perhaps it’s due to political correctness or a misguided interpretation of values, but no country today clearly and unapologetically stands up for the Christian faith and the Western ideals it helped shape—including religious tolerance. History shows us that when the West was threatened, it responded based on a strong and distinct Christian identity—like when Charles Martel stood firm at Tours, when Pope Urban II called for the Crusades, when John III Sobieski charged at Vienna. But today, especially in the West, that identity is fading—or already gone. And that loss is not just sad; it is dangerous. Because without that identity, the West risks losing not only its culture and values, but life itself.