AI/ML
Can I run a 125B model on a 12GB GPU?
You want a large model on a normal gaming PC. A model is the system that writes the next word. A local…
Read MoreSeptember 2026
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AI/MLRTK vs Caveman: Why Big Token Savings Shrink in Real Claude Code Work
Real tests. Plain words. No hype. TL;DR: RTK shrinks the terminal output Claude reads. Caveman shrinks the words Claude writes back. Both…
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AI/MLDeepSeek Harness skills not showing? 4 fixes
You moved a skill into a new coding app and the app acts like the folder is empty. A skill (a markdown…
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AI AgentsChatGPT Dots vs Grok Bot: Which AI Agent Should a Developer Pick?
Pick Grok Bot if you want the cheapest start and several agents that each own one job, such as reproducing bugs or…
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AI AgentsYour dot has a computer. Yours stays off until you say so.
TL;DR: An OpenAI dot is not a smarter chat box. It is a model (the trained system that predicts the next word…
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Claude CodeClaude Code logo looks generic? The 16px test
You asked a coding agent (a program that edits your files) for an app icon, and the Claude Code logo looks generic:…
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Claude CodeShould You Run Claude Code in NVIDIA OpenShell or Just Use /sandbox?
TL;DR: Claude Code’s built-in /sandbox walls off only the shell commands Claude runs. Its file tools, MCP servers and hooks still run…
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AI AgentsWhy OpenAI killed GPT-6.1 Astra: less lazy, worse at staying in bounds
On 28 September 2026 OpenAI cancelled GPT-6.1 Astra (the next ChatGPT and Codex model, planned for October) because it got better at…
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AI/MLStep Code vs Claude Code: the bypass default
You already have a terminal that edits your repo for you. A coding agent (a program that reads files, changes them, and…
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Claude CodeMagpie vs CC Switch: the magpie token
Magpie vs CC Switch: the token in settings is the word magpie. You already run a coding agent (a program that edits…
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