AI Materials Discovery: Real Results and Physical Limits
What GNoME, MatterGen and A-Lab have demonstrated, why superheavy elements remain experimental, and where industrial and planetary defense claims exceed evidence.
EyesTech: Frontier AI, Silicon & Defence Technology
Independent analysis, benchmarks, and field intelligence on AI models, chips, computing, and defence systems.
Limite 1B Violetto: Strong Math, Weak Chat
Paradigma reports 94.01% on AIME 2026 for its 1B math model. Off-scope failures and specific prompt and runtime requirements define its practical use.
Cloudflare Clef: Image Decisions and API Limits
Cloudflare Clef scores typed choices from text and images. The 27B model costs $0.24 per million input tokens; hosted image limits and latency need a close look.
FrogNano’s 4B Coding Agent Depends on Its Five-Tool Harness
Microsoft reports 61.5% on SWE-bench Verified for FrogNano 4B. A five-tool agent interface accounts for a large gain, with cost and licensing caveats.
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.
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.