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تفكير واضح في الذكاء الاصطناعي والمعرفة

مقالات ودروس وأدوات في الذكاء الاصطناعي الوكيلي وأنظمة المعرفة — بُنيت على يد Mohammed Kmail.

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A small matte-black hardware module on a dark workbench with one teal indicator light, green circuit traces feeding a floating row of glowing probability bars while an empty speech bubble dissolves into static beside it

The Model That Would Not Speak: System One AI on Your Own Machine

One support ticket, three decision models, no graphics card: I ran 144M, 421M and 4.2B System One models on my own CPU and wrote down what each one said. The 144M model missed "I am cancelling on Friday"; the vague ticket produced three different answers. What a decision model is, how to run one with llama.cpp or Ollama, and how Kev, Nimble, Laya and Jev compare.

الذكاء الاصطناعي · 19 min · 2026-10-14

A dark brutalist fortress interior: a narrow emerald-lit gate set between monumental concrete piers, its green glow mirrored across a wet polished floor

Mistral Large 4: The Cybersecurity Model That Refuses to Refuse

Six frontier models refuse ≥98% of real CVE reproduce-and-patch tasks. Mistral Large 4 completes them — and gets 82% right, the highest score ever measured. Charts, independent failure data, and the honest anatomy of what a defender’s model can and cannot do.

الذكاء الاصطناعي · 18 min · 2026-10-07

A craftsman’s workbench where a seven-layer stack of glowing modules is assembled by hand with precision tools and measurement instruments, dark scene with teal and green accents

How to Become an AI Expert: The Path That Actually Produces One

Anthropic’s own postings say the quiet part: formal certifications are explicitly optional, and the screening question asks whether you have shipped an LLM system to production for real users. The full path: what the market actually hires for, the seven-layer builder’s stack, the learning science on why watching fails, the honest failure numbers — and a build ladder to start this month.

الذكاء الاصطناعي · 21 min · 2026-10-05

A photorealistic home-server graphics card glowing green and teal in a dark office at night, representing five open decision models running locally on your own hardware

System One Goes Local: Five Models, Eighteen Days, One Wire Format

Three weeks after Jev launched as the only System One model, the category has five new open models on Ollama (Nimble 9B, Tev1 4B/0.8B, Clef 27B, Clef-Flash 9B), a native /v1/systemone endpoint in Ollama 0.35, llama.cpp support, and a three-way benchmark war. The full map of the wave, with the honest reading of every number.

الذكاء الاصطناعي · 15 min · 2026-10-03

An open model file sitting on sovereign government hardware beside a closed hosted API endpoint, illustrating the difference between open weights and a rented inference service

Laya vs Jev: Open Weights and the Sovereignty Question

Two models defined the decision-model category in September 2026. Jev is a hosted frontier API; Laya is Apache 2.0 weights you can run on your own hardware. For a public body that difference decides whether the technology is admissible at all — measured against the EU four-level sovereignty framework.

الذكاء الاصطناعي · 18 min · 2026-09-27

Connected automation nodes on a dark canvas — the fair-code workflow engine behind production AI agents

n8n runs half the internet’s automations. Just don’t call it open source.

Two camps rule agent building — hand everything to the model, or route every path by hand. n8n owns the middle: a fair-code canvas with 2,273 integrations, LangChain-powered agents, per-execution pricing, and a production ops story most coverage skips. Everything numeric here traces to a primary source.

تقنية · 15 min · 2026-09-27

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