Inkling
Thinking Machines LabThinking Machines Lab's first open-weight foundation model, released 2026-07-15. A natively multimodal MoE (975B total / 41B active) that accepts text, image, and audio inputs with a 1M-token context window, trained on 45T tokens. Apache-2.0 weights on Hugging Face; positioned as a customizable base (via Tinker LoRA) rather than the strongest overall open or closed model. Family also includes Inkling-Small (276B / 12B active), folded into this entry.
Inkling, 975B total / 41B active MoE (6-of-256 + 2 shared experts), hybrid local/global attention, native text/image/audio. Released 15 Jul 2026 under Apache-2.0. Inkling-Small (276B/12B) is a sibling preview in the same family — not a separate map entry. Training data not redistributed.
Openness
3 high confidence- weights
- open(Apache-2.0 on HF, BF16 + NVFP4)
- data
- closed(public+third-party+synthetic, not redistributed)
- code
- partial(day-0 transformers/SGLang/vLLM/llama.cpp
- license
- Apache-2.0(OSI for weights only)
Apache-2.0 weights are OSI-licensed, but training data and full training code are withheld — open_weights / 3, not open_source / 5. Press often calls this 'open source' because of the license tag; our spectrum requires open data + code for class open_source.
- https://huggingface.co/thinkingmachines/Inkling recorded 2026-07-19
Apache-2.0 license tag; 975B/41B MoE; weights downloadable; model card states data from public, third-party, and synthetic sources (not released)
- https://thinkingmachines.ai/news/introducing-inkling/ recorded 2026-07-19
primary announcement — open weights on HF, Tinker availability, Inkling-Small sibling
Adoption
3 medium confidenceHF card shows ~13K downloads in the first days and 1K+ likes; day-0 serving via Tinker plus partners (Together, Modal, Fireworks, etc.). Early but broad distribution for a ~1T open-weight model; level 3 until cumulative usage settles.
- https://huggingface.co/thinkingmachines/Inkling recorded 2026-07-19
~13.5K downloads last month, 1129 likes (as of 2026-07-19)
- https://thinkingmachines.ai/news/introducing-inkling/ recorded 2026-07-19
Tinker availability and third-party inference partner rollout
Capability
4 high confidenceStrong open-weight multimodal base — beats Nemotron 3 Ultra on SWE Verified (77.6 vs 70.7) but trails Kimi K2.6 (80.2) and DeepSeek-V4-Pro (80.6). Vendor card is explicit that Inkling is not the strongest overall model; scored 4 (high open-weight tier, not frontier-defining 5).
- https://huggingface.co/thinkingmachines/Inkling recorded 2026-07-19
vendor eval table vs Nemotron 3 Ultra / Kimi K2.6 / DeepSeek V4 Pro / closed frontier peers
- https://thinkingmachines.ai/model-card/inkling/ recorded 2026-07-19
model card with architecture and evaluation details
Unchanged since 2026-07-30 (last edited, not re-checked)