Oaica 35B A3B β engine containers (260827)
Kwaipilot/KAT-Coder-V2.5-Dev β clean
upstream code / tool-calling model, Qwen3.6-35B-A3B MoE, Apache-2.0, unmodified lineage
(no fine-tune, no merge) β packed into the proprietary .oqm container for the
oaica inference engine. GGUF-free standalone boot.
Two quant lanes, same weights, different footprints:
| file | variant | size | notes |
|---|---|---|---|
oaica-35b-a3b-260827-bf16.oqm |
bf16, default | 69,367,107,584 B | full-precision. 64.6 GiB resident on an A100-class GPU (--gpu-mem auto), or offload with --gpu-mem <GiB> |
kat_v25_bf16.pqm |
byte-identical legacy name of the above | 69,367,107,584 B | same sha256; kept because the id shipped |
kat_v25_raw.pqm |
k4h (Q4_K/Q6_K mix) | 19,737,964,544 B | ~18.4 GiB, runs on any VRAM including 0 (--gpu-mem 0) |
kat_v25.tok |
tokenizer | 8,944,940 B | apexneu_unified_48k_v5 |
Context: 256k native (max_position_embeddings), no YaRN or env change needed. For 1M,
add OAICA_ROPE_YARN=1 --max-seq 1048576 OAICA_KV_F16=1 β a served-config change, not a
different file.
Serve
export OAICA_OQM_STANDALONE=1
export OAICA_OQM=<path>/oaica-35b-a3b-260827-bf16.oqm # or kat_v25_raw.pqm for k4h
export OAICA_TOKENIZER=<path>/kat_v25.tok
./oaica_server "$OAICA_OQM" 0.0.0.0:<port> --max-seq 262144
OAICA_OQM, OAICA_OQM_STANDALONE and OAICA_TOKENIZER are the canonical names; the older
PRISMX_PQM* / PRISM_PQM* / PRISMX_TOKENIZER spellings still work β the engine rewrites
them at startup and prints a deprecation line.
bf16 safetensors
For a transformers-loadable bf16 build with the vision tower, see
sprappcom/oaica-35b-a3b-vision-bf16.
Siblings
| model | repo |
|---|---|
| + vision tower | oaica-35b-a3b-vision |
| Malay CPT/SFT | oaica-35b-a3b-malay |
| Malay + coder merge | oaica-35b-a3b-malay-coder |
| Malay + agents merge | oaica-35b-a3b-malay-agents |
| Malay + vision | oaica-35b-a3b-malay-vision |
License & attribution
- Base model weights β Apache-2.0. Β© 2026 Kwaipilot / Kuaishou. These are the open
Apache-2.0
KAT-Coder-V2.5-Devweights (themselves Qwen3.6-35B-A3B-based), repacked only β not the separate closed API-only "KAT-Coder" product. - Proprietary layer β Β© 2026 BCZ Singapore Pte Ltd. All rights reserved. The
.oqmcontainer format and packaging, and theoaicainference engine (Rust/CUDA), are proprietary and are not licensed under Apache-2.0.
See NOTICE for the full per-component attribution.
Model tree for sprappcom/oaica-35b-a3b
Base model
Kwaipilot/KAT-Coder-V2.5-Dev