Sunbird AI Launches a Multilingual AI Model to Bridge Language Gaps Across Uganda - PC Tech Magazine
Sunbird AI Launches a Multilingual AI Model to Bridge Language Gaps Across Uganda PC Tech Magazine
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Reverse Engineering Cloudflare's React-Based Bot Detection in 2026
Reverse Engineering Cloudflare's React-Based Bot Detection in 2026 Some sites protected by Cloudflare now embed their bot detection logic inside React components rather than a separate challenge page. This is harder to bypass because the detection happens inline — inside the same React render cycle as the content you want — rather than as a clear challenge/pass gate. Here's how it works and what you can do about it. How React-Based Cloudflare Detection Works Traditional Cloudflare protection intercepts requests at the CDN level and presents a challenge page before the target site loads. React-based detection is different: The CDN serves the React app with no challenge The React app renders and executes JavaScript Inside a React component (often an useEffect hook), Cloudflare's bot detectio
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
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