AI & ML
LLM VRAM Requirements: A Practical Calculator Guide
Estimate local LLM memory from parameters, quantization, context length, and runtime overhead before downloading a model.
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Pactentia Research·12 min read read
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AI & ML
LLM VRAM Requirements: A Practical Calculator Guide
Estimate local LLM memory from parameters, quantization, context length, and runtime overhead before downloading a model.
P
Pactentia ResearchAug 13·12 min read
AI & ML
Best Local LLMs for 12GB VRAM in 2026
A practical 12GB GPU guide for choosing model size, quantization, and context settings without crashes or misleading benchmark claims.
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Pactentia ResearchAug 13·11 min read
Technology
GitHub Copilot Pricing 2026: Is It Still Worth It
On June 1, 2026, GitHub quietly replaced its request-count pricing with token-based AI Credits — and for anyone using agent mode heavily, that changed the real cost of Copilot substantially. Here's exactly what changed, what each tier actually costs now, and whether it still makes sense.
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BenjaminJul 17·9 min read
Technology
Cline vs Claude Code: Open Source vs Proprietary AI Agents
One is a fully open-source agent you plug your own API key into. The other is a proprietary tool bundled into a subscription. Here's how Cline and Claude Code actually differ in philosophy, cost, and day-to-day feel — and which fits your situation.
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BenjaminJul 17·9 min read
Technology
How to Set Up Claude Code for Your First Project
From install to your first commit, here's exactly how to get Claude Code running on a real project — the commands, the login options, and the small habits that make it genuinely useful from day one.
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BenjaminJul 15·8 min read
Technology
Best Free AI Coding Assistant in 2026
You genuinely don't need to pay $20/month to code with AI in 2026. Here's an honest breakdown of the best free coding assistants — what their limits actually are, which one fits your workflow, and where the free tiers quietly stop being enough.
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BenjaminJul 15·9 min read