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.
EyesTech: Frontier AI, Silicon & Defence Technology
Independent analysis, benchmarks, and field intelligence on AI models, chips, computing, and defence systems.
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.
Ornith 1.5 122B Local Setup: GGUF and Memory Requirements
Ornith 1.5 122B Q4_K_M is a 75.84 GB download. Compare BF16, FP8 and MLX files, budget runtime memory and start a local llama.cpp server with 8K context.
Free Claude Code Setup: Providers, Costs and Limits
Free Claude Code routes coding agents to other providers. Follow the setup path, check free-tier quotas and understand fallback models and billing.
Elorian Glimpse: API Pricing, Access and Benchmark Limits
Elorian Glimpse costs $0.60 input and $3 output per million tokens. Check API access, visual reasoning benchmarks and the cost of longer answers.
Perplexity Decider v1.2: API Setup and Question Grouping
Perplexity Decider v1.2 costs $0.02 per million input tokens. Learn when to group questions, how confidence works and what local deployment requires.
Mercury 3 API: Pricing, Speed and Streaming Explained
Mercury 3 launches at $0.10 input and $0.35 output per million tokens. Check reasoning defaults, diffusion streaming and the limits of its speed claim.
Mistral Timestral: 209M CPU Benchmark & Covariate Limits
Mistral Timestral runs 209M forecasts in 140ms on standard CPUs. Here is why missing covariate NaNs and research licenses break enterprise pipelines.
DeepSeek Flash 1017: API Changes, Pricing and Benchmarks
DeepSeek Flash 1017 keeps API prices unchanged and raises reported coding scores. Check model aliases, peak rates and benchmark caveats before upgrading.