#MoE
In-depth reports on projects with confirmed rising signals — checked against the original source and analyzed for practitioners.
DeepSeek V4.1 Flash-1017 and Its Harness: What to Check
A look at the Flash-1017 checkpoint, deepseek-harness and the inference-kernel repositories, based on public material, with a practical plan for testing them.
Gemma 4 Open Models: What to Check Before Running Them Locally
Open-weight multimodal Gemma models now span 2.3B to 31B parameters. Here is where they fit in creative and dev work, with the reported evidence and limits.