Ling Sante Open Weights: Local Setup and GPU Requirements
Ling Sante weights are available for local research. Compare its documented GPU recipes, serving parsers and context settings before planning a deployment.
EyesTech: Frontier AI, Silicon & Defence Technology
Independent analysis, benchmarks, and field intelligence on AI models, chips, computing, and defence systems.
Block Dessa Voice AI: Access, Mac Requirements and Research Status
Block’s Dessa is a speech-only research preview. Check its stated Mac hardware, access routes and missing deployment details before planning integration.
Vast-10M Context Window: BEAM Results and Access Explained
Voltropy offers a 10-million-token context model. Read what its BEAM results establish, how the tiers differ, and what to check before planning deployment.
Nemotron Bolt E4B Local Setup: GGUF Size and Memory Planning
Run NVIDIA Nemotron Bolt E4B with its official GGUF recipe. Check the 6.18 GB file, optional DFlash drafter and context settings before budgeting memory.
NVIDIA OpenShell 0.1.0: Kernel Landlock vs Prompt Safety
NVIDIA OpenShell 0.1.0 stops 41.2% prompt guardrail bypasses with Linux Landlock LSM v3, adding 42-68ms latency for provable zero-trust agent isolation.
Kimi K3.1 Pro Architecture, Benchmarks & 3T MoE Reality
Kimi K3.1 Pro leads Terminal-Bench 4.0 at 67.2% and GDPval-AA at 1,846 Elo. The 2.8T MoE offers $0.20/Mtok caching but hits a 1M-token KV-cache TTFT wall.
Hy-Memory 30B: Local Agent Memory Setup and Requirements
Understand Tencent Hy-Memory’s model, framework and MemHub app, the local serving requirements, and what its memory benchmark scores actually establish.
Nemotron 3.5 Super VL: MTP, LiLiCorr and Inference Speed
Nemotron 3.5 Super VL supports built-in MTP and a separate LiLiCorr drafter. Compare deployment recipes, cache assumptions and real task-time implications.
Flint 40B Local Setup: Ollama, Rec and Memory Requirements
Flint runs through Ollama or Recursive’s Rec engine. Compare the 23 GB download, Rec’s 48 GB Mac requirement and BF16 weights before choosing a runtime.
Control a Smart TV with Hermes and Ollama: Setup Guide
Use Hermes and Ollama with local-device-bridge for supported Samsung and Roku TVs. Check pairing, local model selection and device capabilities first.