Ranking Every Single AI Model From Worst to Best
This summer had so many banger releases like Qwen 3.8, Kimi K3, Opus 5, Fable 5, GPT 5.6, Deepseek v4 and like 100 others... But which one is truly the best in terms of price, usage, and consistent intelligence RIGHT NOW?
DeepSeek v4 PRO running in DwarfStar on a DGX Station.
Can go faster, already peaks 50 t/s without DSpark: dynamic VRAM/RAM allocation of experts based on past statistics, 4k t/s prefill on big chunks. VRAM/RAM layer-major streaming. Mixed RAM/VRAM inference requires care.
Deepseek just gave away the thing everyone else charges $200 a month for.
Your feed calls it an open source coding agent. It is not. They open sourced the harness. The harness is everything around the model: which tools it gets, what loop it runs in, what enters context, what
Autonomous agents fail when prompts get too short (Brevity Bias) or when iterative memory rewrites wipe out accumulated experience (Context Collapse).
Stanford and SambaNova published Agentic Context Engineering (ACE, ICLR 2026) to solve this without updating model weights.
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All of deepseek