Ling 3.1 Flash Explained: Architecture, Pricing and Benchmarks
Ling 3.1 Flash explained: what is documented on context, access and pricing, what is not disclosed, and how to evaluate it against peer models.
Perceptron Mk1.5 Explained: Vision-Language Model Capabilities and Pricing
Perceptron Mk1.5 explained: an embodied reasoning model for image, video and audio. Confirmed capabilities, pricing, open questions and how to evaluate it.
MiniMax M3.1 Flash Preview Explained: Architecture, Pricing and Benchmarks
MiniMax M3.1 Flash Preview explained: documented context, effort levels, access and pricing, what is still unpublished, and how to evaluate it.
LTX Video Model Explained: Lightricks Architecture, Open Weights and Hardware
LTX from Lightricks explained: diffusion transformer video architecture, open weights license, resolution and length limits, and the GPU needed to run it locally.
Microsoft MAI-Voice-2.1 and MAI-Transcribe-2 Explained: Speech Models, Pricing and Use Cases
Microsoft AI released MAI-Voice-2.1, a Flash variant and MAI-Transcribe-2-Streaming. What is confirmed on languages, pricing and latency, and where speech.
GPT-6.1 Sol Explained: What Changed, Pricing and Benchmarks
OpenAI GPT-6.1 Sol launched with a new pricing tier. What is confirmed on capabilities, pricing and benchmarks, how it differs from GPT-6 Sol, and when to.
Bilibili Index-Translate-35B-A3B Explained: MoE Translation Model for 150 Languages
Bilibili Index-Translate-35B-A3B preview is a 35B MoE with 3B active parameters, Apache 2.0, 262K context. Architecture, translation quality caveats and.
Cloudflare Clef and Strands Decider: Decision Models for AI Agents Explained
Cloudflare Clef (27B, 9B Flash) and Amazon Strands Decider 2B are small Apache 2.0 decision models. How they work, where they fit in agent loops, and cost.
Xiaomi MiMo V2.6 Pro Explained: Open Weights, Architecture and Benchmarks
Xiaomi MiMo V2.6 Pro open weights explained: what is disclosed on architecture and training, Artificial Analysis index score, license, and local deployment.
Cognition SWE-2 Explained: Frontier Code Benchmark Results and Cost Trade-offs
Cognition SWE-2 reportedly scores 50 percent on Frontier Code at 70 percent lower cost. What is verified, how coding benchmarks mislead, and how to evaluate it.