Janus Brings Vulkan GGUF Inference to AMD and Intel GPUs Without Python or Docker
Janus bundles llama.cpp Vulkan DLLs into a 50MB Go binary for cross-vendor GGUF local LLM inference across AMD, Intel, and Nvidia GPUs without Python or Docker.
EyesTech: Frontier AI, Silicon & Defence Technology
Independent analysis, benchmarks, and field intelligence on AI models, chips, computing, and defence systems.
Ling 3.1 Flash Is Free to Try; Its 560B Weights Are Not Public
Ling 3.1 Flash is available through hosted APIs, with 560 billion total parameters and about 25 billion activated per token….
Microsoft’s New Voice Stack: Fast Components, Unproven Turn Latency
Microsoft has released MAI-Transcribe-2-Streaming for live speech recognition and MAI-Voice-2.1, including a faster Flash variant, for speech generation. The transcription…
Why Can a Long Prompt Stall Active LLM Generation?
A vLLM report shows decode speed dropping to 0.5–5 tok/s during long prefills. Learn what the data proves, what it does not, and how to diagnose it.
Cloudflare’s Post-Quantum Certificates: What Changes for Website Owners
Cloudflare plans post-quantum certificates for early 2027. See what website owners can check now: browser support, origin security and renewal automation.
DeepGEMM Ascend and TileLang: What Developers Gain
DeepGEMM Ascend brings familiar APIs to Huawei Ascend 950. TileLang adds a native backend; 99.8% utilization describes a kernel, not whole-model speed.
Gemini 4 Argon: Pricing, Access and What Its Benchmarks Actually Prove
Gemini 4 Argon starts at $2/$10 per million tokens. Access is restricted, prices will double, and benchmark methods shape what its results prove.
Holo4: What Open Computer-Use Agents Can Actually Automate
Holo4 combines GUI, code and tool use. Examine its 41.5% full-task success rate, model licenses and the checks needed before automating real workflows.
onPanda Cuts Annotation Time by Correcting the First Bad Token
onPanda is an open-source annotation interface that lets a human replace the first wrong token in a model response, then…
Jio Prime ₹300 Charge: Benefits and Is It Worth Paying?
Jio Prime costs ₹300. Check the price-lock deadline, voucher restrictions and recharge savings needed to decide whether the membership is worth paying for.