Qwen3.8-Omni-Flash beats Gemini 3.8 Flash on WildClawBench (71.0 vs 58.9) and AliMeeting (89.7 vs 37.1) at 4.2x lower video cost. Read our full teardown.
Forensic audit of stealth/union-alpha: 74% DeepSWE score, MoA gateway architecture, Austrian Compunect GmbH trail, and developer outputs from X.
Google Dream-RSI cuts code search calls by 161.5× and hits 2,350ms SOTA on Lasso using offline replay simulators—leaving LLM weights 100% frozen.
Google DeepMind is stealth-testing Gemini 4 Pro under gemini-3.8-flash in LMArena. Forensic audit of the 3D voxel pagoda, SVG pelican, and TPU speed.
Reasoning token cost decides whether test-time AI is an upgrade or an expensive reliability problem. This audit…
When autonomous coding agents scaled to frontier reasoning models, industry leaderboards celebrated a major milestone: 65% resolve…
Forensic investigation into DeepSeek’s unit economics: why no Western cloud could match the pre-August $0.28 price, why DeepSeek temporarily hiked rates on August 16 after an 8-trillion-token surge, how V4.1-Flash’s 890-byte CED attention enables Western startups to hit $0.66 profitably today, and why American Big Tech hyperscalers charge a 4,000% markup to service legacy debt.
An exhaustive architectural audit comparing Qualcomm’s Snapdragon 8 Elite Hexagon NPU against Apple’s A20 Pro 32-core Neural Engine running on-device INT8 Vision-Language Models (MiniCPM-V 2.6, Llama 3.2-Vision, and Qwen2-VL).
An architectural teardown of Apple’s A20 Pro 2nm GAAFET silicon: testing the 32-core Neural Engine, 65.2 GB/s memory bandwidth wall, copper vapor chamber thermals, and iOS Jetsam limits running 3B to 7B LLMs on-device.
Computer use lets an AI agent operate a browser or desktop. Here is the action loop that turns model output into clicks, keystrokes, screenshots, and verified results.