4 unique ways I use Claude that has nothing to do with coding
…Instead of opening Google Docs and copy-pasting each product description to Claude, I used the prompt below to get the job done (without leaving the chat interface). Get me my necklaces…
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I use Claude and local LLMs together now, and it costs half as much while being twice as fast
4d agoTrying to self-host LLMs made me realize local AI has a friction problem, not a quality problem
4d agoI tried a new 8B local LLM, and its design might be the biggest shift since DeepSeek R1
4d agoI stopped hitting Claude's message limit by building a local AI pipeline that does the heavy lifting
1w agoI thought I had to spend $1k for barista-quality espresso, but I was wrong — I've tested 45 machines, these are my top 3 budget picks
…be slinging shots like your local blue-haired barista. You can also get more out of your coffee machine by following this quick fix — it could improve the taste. More from Tom…
After a year of self-hosting LLMs, I realized the real bottleneck isn’t the GPU
…Prompting is not a strategy Stop building a chatbot and start building a system The biggest mistake I made in my first few months of self-hosting was treating my local AI…
Instead of Claude and Anthropic models, I use my local LLMs for coding (and not vibe-coding, mind you)
…I still use local models in my coding tasks, but rather than banking on Anthropic’s formidable models, I’ve got a hybrid VS Code + Continue setup that has improved my programming…
Discussions and forums
Announcing Windows 11 Insider Preview Build 26220.8165 (Beta Channel)
…Improved the performance when navigating to see storage on large volumes via Settings > System > Storage > Advanced Storage Settings > Disks & Volumes. Updated Settings > System > Storage, so rather than seeing a UAC prompt immediately…
AMD’s tiny AI box wants your cloud cash – Fudzilla.com
…prompts only added tiny delays, but longer prompts made the gap harder to ignore. The Spark was ahead in image generation and fine-tuning benchmarks too. AMD’s software stack has improved…
Accelerating GPT-OSS-20B on AMD Ryzen™ AI NPUs: Efficient MoE Inference on Strix and Halo
…Using OGA’s prefill chunking support, long prompts can be processed in smaller segments rather than as a single large batch. This reduces peak memory pressure and improves stability on constrained NPU…
NVIDIA and ComfyUI Streamline Local AI Video Generation for Game Developers and Creators at GDC
…Frictionless Local AI: Collaborate, Optimize, Customize Many of today’s popular AI applications are making it easier for beginners to try state-of-the-art models directly on their laptop or desktop…
4 Claude Code slash commands I use daily that make me more productive
…Most people treat Claude as a smart terminal and focus only on prompts. In a few instances, treating it like a chatbot means missing built-in controls like slash commands. The slash…
Paper page - FlashEvolve: Accelerating Agent Self-Evolution with Asynchronous Stage Orchestration
…FlashEvolve further improves throughput and token efficiency with speculative stage completion and adaptive workflow control . On GEPA workloads, FlashEvolve improves proposal throughput by 3.5times on local vLLM and 4.9times on…