Exclusive | Caltech Researchers Claim Radical Compression of High-Fidelity AI Models - wsj.com
Exclusive | Caltech Researchers Claim Radical Compression of High-Fidelity AI Models wsj.com
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A Quick Note on Gemma 4 Image Settings in Llama.cpp
In my last post, I mentioned using --image-min-tokens to increase the quality of image responses from Qwen3.5 . I went to load Gemma 4 the same way, and hit an error: [58175] srv process_chun: processing image... [58175] encoding image slice... [58175] image slice encoded in 7490 ms [58175] decoding image batch 1/2, n_tokens_batch = 2048 [58175] /Users/socg/llama.cpp-b8639/src/llama-context.cpp:1597: GGML_ASSERT((cparams.causal_attn || cparams.n_ubatch > = n_tokens_all ) "non-causal attention requires n_ubatch >= n_tokens" ) failed [58175] WARNING: Using native backtrace. Set GGML_BACKTRACE_LLDB for more info. [58175] WARNING: GGML_BACKTRACE_LLDB may cause native MacOS Terminal.app to crash. [58175] See: https://github.com/ggml-org/llama.cpp/pull/17869 [58175] 0 libggml-base.0.9.11.dylib 0
From Next.js to Pareto: What Changes and What Stays the Same
You know Next.js. You know file-based routing, layouts, loaders, SSR. You probably also know the pain: server components vs client components, the "use client" dance, mysterious hydration errors, and a 233 KB client bundle before you write a single line of app code. Pareto gives you the same SSR patterns — but without the complexity. Standard React components, Vite instead of Webpack/Turbopack, and a 62 KB client bundle. This post walks through exactly what changes when you move from Next.js to Pareto, and what stays familiar. The mental model shift Next.js (App Router): Every component is a server component by default. Want useState ? Add "use client" . Data fetching happens via async server components or route-level generateMetadata . You're constantly thinking about the server/client bo
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From Next.js to Pareto: What Changes and What Stays the Same
You know Next.js. You know file-based routing, layouts, loaders, SSR. You probably also know the pain: server components vs client components, the "use client" dance, mysterious hydration errors, and a 233 KB client bundle before you write a single line of app code. Pareto gives you the same SSR patterns — but without the complexity. Standard React components, Vite instead of Webpack/Turbopack, and a 62 KB client bundle. This post walks through exactly what changes when you move from Next.js to Pareto, and what stays familiar. The mental model shift Next.js (App Router): Every component is a server component by default. Want useState ? Add "use client" . Data fetching happens via async server components or route-level generateMetadata . You're constantly thinking about the server/client bo
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