Skip to content
Figure 1: Kolibri-1 78B · diagram by Sebastian Raschka · click to zoom
Sparse MoEAleph Alpha 🇩🇪 · October 3, 2026

Kolibri-1 (78B)

Aleph Alpha's German-English reasoning model uses 50 MoE blocks with a 4:1 mix of sliding-window and global GQA.

Key detail

Uses top-6 routing over 384 experts plus one shared expert, with sandwich RMSNorm, RoPE in local layers, and NoPE in global layers.

Total params

78B

Active / token

3.5B

Context

256K

Fact sheet

Scale
78B total, 3.46B active (4.4% active)
Context window
262,144 native; 1,048,576 extrapolated tokens
Decoder type
Sparse MoE
Attention
GQA with QK-Norm and 4:1 sliding-window/global attention
Layer mix
40 sliding-window + 10 global GQA
KV cache / token (bf16)
100 KiB · Moderate
License
Apache License 2.0
Released

Efficiency

Parameters active per token

4.4%

3.5B of 78B weights run for each token.

KV cache per token (bf16)

100 KiB

Smaller than 42% of models in the atlas. How it’s calculated

Use the ← and → keys to step through releases.

Similar architectures

  • Architecture diagram of Recursive Flint (40B-A2.5B)

    Recursive, released 2026-10-18. Sparse MoE decoder, 40B total, 2.5B active, 256K context. Attention: GQA with QK-Norm, learned attention sinks, and sliding-window/global attention.

  • Architecture diagram of Arcee AI Trinity Large (400B)

    Arcee AI, released 2026-01-27. Sparse MoE decoder, 400B total, 13B active, 512K context. Attention: GQA with gated attention and 3:1 sliding-window/global attention.

  • Architecture diagram of Reflection Beam (501B)

    Reflection, released 2026-10-16. Sparse MoE decoder, 501B total, 23B active, 1M context. Attention: Gated GQA with QK-Norm and sliding-window/global attention.

  • Architecture diagram of Muse Spark Open (816B-A42B)

    Meta, released 2026-10-15. Sparse MoE decoder, 816B total, 42B active, 1M context. Attention: Gated GQA with scaleless QK-Norm, local-only RoPE, global NoPE, and 3:1 sliding-window/global attention.

Search the atlas

Jump to a model, concept or page