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CrofAI shuts down after report alleges silent routing to cheaper

CrofAI shuts down after allegedly routing users to cheaper models with 20x markups, plus new open-source quantization and JVM inference tools.

๐Ÿš€ RELEASES & LAUNCHES

  • Voodoo releases MIT-licensed dynamic quantization toolkit for LLMs
    Voodoo released an MIT-licensed toolkit that learns per-tensor mixed-precision quantization for LLMs.

    • LLM developers and researchers can use Voodoo to create dynamic quantizations for models loadable by Transformers.
    • The toolkit uses gradient descent to assign bit widths per tensor under a global size budget and exports standard GGUF files compatible with stock llama.cpp.
    • The repository reports up to 89.5% lower perplexity and supports CUDA, ROCm, single-GPU, and tensor-parallel workflows.
    Sources ๐Ÿ“„ Source: github.com ยท ๐Ÿ“Ž Coverage: reddit.com ยท ๐Ÿ‘ via r/LocalLLaMA
  • Quixotic AI releases jinfer, an open-source JVM inference engine
    Quixotic AI released jinfer, a pure-Java inference engine for multimodal AI models.

    • Java and JVM developers can run chat, vision, audio, embeddings, reranking, and text-to-speech models without Python or sidecar services.
    • jinfer 0.2.0 supports GGUF and Safetensors, Spring AI and LangChain4j integrations, OpenAI-compatible serving, and model families including Gemma 4, Llama 3+, Qwen, and Liquid AI LFM 2.5.
    • The stack uses Java Vector API or optional native kernels and supports GraalVM Native Image for self-contained binaries with millisecond startup.
    • The release gives JVM builders an end-to-end local inference option implemented in Java, with quantizations including Q4_0 through Q8_0, MXFP4, F16, BF16, and F32.
    Sources ๐Ÿ“„ Source: github.com ยท ๐Ÿ“Ž Coverage: qxotic.ai ยท ๐Ÿ‘ via r/LocalLLaMA

โš ๏ธ INCIDENTS & SAFETY

  • CrofAI shuts down after report alleges silent routing to cheaper models
    CrofAI shut down after a report alleged it routed requests to cheaper models.
    • The service targeted developers and other users seeking low-cost access to current AI models.
    • An investigation reported that CrofAI wrapped OpenRouter and silently redirected requests to cheaper or weaker models, with markups of up to 20x.
    • The reported substitutions included DeepSeek V4 Flash, GLM 5.3 Flash, Kimi K2.7 Code, Qwen3.7 Flash and Qwen3.5 9B.
    • The owner acknowledged that a significant amount of traffic reached OpenRouter as a fallback before the service went offline, undermining its advertised model and pricing claims.
    Sources ๐Ÿ“„ Source: x.com ยท ๐Ÿ“Ž Coverage: kendell.dev ยท ๐Ÿ‘ via r/LocalLLaMA

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