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Models2026-07-28 · source-backed
Ant Group's inclusionAI released a 100B non-embedding-parameter MoE diffusion model adding Levenshtein Editing, explicit DELETE and INSERT control tokens, so diffusion decoding can restructure a sequence and open insertion slots during parallel generation instead of only unmasking in place. That editing capability is what makes multi-turn tool use and error correction tractable for a diffusion model. Trained with L-EBPO using agentic environment rewards; 128K context via Block Routing. They evaluated the SWE-bench series using the Claude Code scaffold, which is its own small signal. (Hugging Face)
Each link below shares sources, entities, or timing with this story.
Simon Willison uses Claude Code / Shared entities / Same source domain / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Simon Willison uses Claude Code); both cover Claude Code, MoE, SWE; reported by the same outlet (huggingface.co).
Hugging Face criticizes OpenAI / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Hugging Face criticizes OpenAI); both cover Claude Code, SWE; overlapping topics (capability, claude, code, context, model).
Claude Code uses Opus / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Claude Code uses Opus); both cover Claude Code, MoE, SWE; overlapping topics (claude, code, model).
Linked by a graph relationship (Claude Code uses Opus); both cover Claude Code, MoE, SWE, Trained; overlapping topics (claude, code, context, model).
Claude Code uses Sonnet / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Claude Code uses Sonnet); both cover Claude Code, SWE; overlapping topics (claude, code, context, token).
Hugging Face criticizes OpenAI / Shared entities / Same source domain / Earlier coverage
Linked by a graph relationship (Hugging Face criticizes OpenAI); both cover Hugging Face, MoE, SWE; reported by the same outlet (huggingface.co).
Hugging Face criticizes OpenAI / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Hugging Face criticizes OpenAI); both cover MoE, SWE; overlapping topics (code, model, token).
Claude Code uses Opus / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Claude Code uses Opus); both cover MoE, SWE; overlapping topics (agentic, capability, model).