Fetching from the wire…
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Infra2026-08-14 · source-backed
The project (pure C, Apache-2.0, 71 stars) lazy-fetches only the bytes an inference touches and caches them locally, sending 4 KB activations to peers holding the relevant experts rather than transferring expert weights. Local and remote paths share identical code to guarantee byte-for-byte identical output. Trust is SHA256 checksums per MiB plus optional spot-check re-execution on replica peers to catch dishonest nodes. Engine binaries exist for OLMoE, GLM, Inkling, Kimi K3 and DeepSeek V4.
Each link below shares sources, entities, or timing with this story.
Inkling benchmarked against Intelligence Index / Shared entities / Earlier coverage
Linked by a graph relationship (Inkling benchmarked against Intelligence Index); both cover Apache, GLM, Inkling, MoE; earlier Apache coverage from 2026-07-16.
Kimi K3 built by Moonshot / Shared entities / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (Kimi K3 built by Moonshot); both cover Apache, Kimi K3; reported by the same outlet (github.com).
Unsloth supports Kimi K3 / Shared entities / Same source domain / Earlier coverage
Linked by a graph relationship (Unsloth supports Kimi K3); both cover Apache, Local, MoE; reported by the same outlet (github.com).
Kimi K3 competes with OpenAI / Shared entities / Same source domain / Earlier coverage
Linked by a graph relationship (Kimi K3 competes with OpenAI); both cover GLM, Kimi K3, MoE; reported by the same outlet (github.com).
Claude Code uses Kimi K3 / Shared entities / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (Claude Code uses Kimi K3); both cover GLM, Kimi K3; reported by the same outlet (github.com).
Kimi K3 competes with DeepSeek V4 / Shared entities / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (Kimi K3 competes with DeepSeek V4); both cover DeepSeek V4, GLM; reported by the same outlet (github.com).
Kimi K3 competes with DeepSeek V4 / Shared entities / Earlier coverage / Tension
Linked by a graph relationship (Kimi K3 competes with DeepSeek V4); both cover DeepSeek V4, GLM, MoE; earlier DeepSeek V4 coverage from 2026-05-05.
Claude Code uses Kimi K3 / Shared entities / Same source domain
Linked by a graph relationship (Claude Code uses Kimi K3); both cover Apache, GLM, Kimi K3; reported by the same outlet (github.com).