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Claude Code open in Windows 11 Lenovo Legion
4 Claude Code token-saving tricks nobody talks about

Before blaming Claude Code's limits, try fixing the way you're using it.

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claude code in terminal on desktop pc
Claude now lets you manually trigger your own weekly reset, but you only get one

It also won't last forever.

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Documenting projects with local LLM
My local LLM reconstructed deleted project documentation from just the code, and it was nearly perfect

Making the most of local processing to automatically document projects.

Llama.cpp running in Command Terminal on a Windows 11 laptop.
I gave my 7-year-old laptop a second life with local AI, and it's surprisingly useful

It's now the most interesting machine in my setup

gemma, whsiper, and deepseek on macbook page
I stopped paying for these AI features once I realized my laptop could run them locally
AI

Why pay for what my laptop already does?

Gemini Live
Google’s new experimental Gemini Intelligence feature makes the phone calls you’d rather avoid

"Call the Pizza place and ask them to add extra pepperoni"

A TerraMaster F4-424 Max NAS
Gemma 4 runs fine on my laptop, but putting it on my NAS is what changed how I use it

Running Gemma 4 on my NAS taught me to stop expecting instant AI responses

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unsloth on desktop pc, lamp and clock in view
I tested Unsloth's new desktop app, and now I don't want to go back to LM Studio, Ollama, or AnythingLLM

The team behind the "UD" quants now has a new home for them

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a prompt in claude on a laptop screen
This Anthropic course's prompt formula fixed the one mistake I was making with every AI tool

Now I know how to get proper responses from AI with a structured prompt.

continue in vs code
I ditched VS Code's Copilot for a local LLM, and I'm getting more done offline

Happy to sacrifice performance for offline use.

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chatgpt on a laptop
OpenAI returns fire against Anthropic's Opus 5.5 with better, cheaper GPT-6 models

It comes hot on the heels of Opus 5.5.

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claude code open on a laptop screen
Anthropic releases Claude Opus 5.5, and it's not just more powerful: it's cheaper, too

The best of both worlds.

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RikkaHub showing that Whisper.cpp is installed and ready on a phone
I put my local LLM on Tailscale, and now I can use it from the other side of the world

Tailscale makes accessing my local LLM easy no matter where I am.

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claude code in terminal on desktop pc
If I had to start using Claude Code again, here's the one thing I would do differently

It's basically a shortcut that I took way too long to bother with

lemonade local llm server laptop
My local LLM's real problem wasn't hallucination, it was a two-year blind spot

I also learned an important lesson about the modern web along the way

Claude Code running UltraCode
Disabling Claude Code's memories is the best upgrade I ever made to my AI coding setup

Auto memory does more harm than good.

A mini PC with its case removed and internals exposed
My mini PC can fit larger models than my old gaming card, but it still loses on one key metric

With MoE models, VRAM is no longer a hard cap, but that doesn't make mini PCs the better buy

vivaldi and zotero on desktop pc
I replaced every AI tool in my workflow with a dumb alternative for a week, and I feel smarter for it

Dumb tools are making me a smarter worker

Claude code in VS Code
Claude Code wastes tokens on tasks that don't need them, but this one setting fixes it

Some jobs really aren't that deep

claude code on desktop and macbook
Claude Code's output got dramatically better when I stopped letting it decide when it was done

Claude needed a much shorter leash

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