$ cat wiki/models/kimi-k2-8-preview.md
Kimi K2.8 Preview
Compared with
- Ternary Bonsai 2 27B
- Fugu Max
- DeepSeek V4.1-Flash
- GPT-Image-2.5 Flare
- K2 Horizon
- Gemini 3.8 Flash
- Muse Spark 1.3
- Claude Fable 5.1
- Hy4 preview
- GLM-5.3-Flash
- Granite 4.2
- Grok 4.6
- Laguna S 2.1
- Inkling
- LongCat-2.0
- MiniMax M3
- Fugu Ultra v2
- GPT-Image-2.5 Sunburst
- Astra
- GLM-5.3
- Qwen 3.8 27B
- DeepSeek V4-Pro-0813
- Gemini 3.7 Flash
- Muse Glimmer
- Muse Spark 1.2
- Qwen 3.8 Max
- DeepSeek V4-Flash
- Claude Opus 5
- Gemini 3.5 Flash-Lite
- Gemini 3.6 Flash
- DeepSeek V4
- Kimi K3
- GPT-5.6 Sol
- Grok 4.5
- Claude Sonnet 5
- GLM-5.2
- Claude Fable 5
- Claude Opus 4.8
- Gemini 3.5 Flash
- Grok Build
- Claude Opus 4.7
- Muse Spark
Spec
| Attribute | Value |
|---|---|
| Developer | Moonshot AI |
| Released | 2026-09-11 |
| Announced | 2026-09-11 |
| Context window | 1,000,000 |
| Pricing | unknown |
| License | proprietary |
| Availability | Kimi API platform, Kimi Code, Kimi Work |
Pricing is unknown and the gap is documented rather than assumed: as of | |
2026-09-13 one public catalogue lists kimi-k3, kimi-k2.6 and | |
kimi-k2.7-code but not K2.8 Preview (1 pass) | |
| (source). |
The model id is kimi-for-coding, unchanged from the checkpoint it
replaces, so Kimi Code clients and third-party tools bound to that alias reach
the preview weights without any configuration change (1 pass). This is the
first model page in this wiki whose served id names no version, which means a
caller cannot tell from the id which weights answered — the same ambiguity
Eval Harness Configuration records for unnamed harnesses, moved one
layer down into the model string.
Announced and Released are the same day: this arrived as a changelog entry
and a rollout, not a launch post.
It is a preview, and the preview has a stated duration — through Q4 2026 (1 pass). No date is given for a stable release, and nothing read says whether quotas or pricing change at that point.
Release Date
2026-09-11, captured here 2026-09-20 — day +9 (source).
The rotation checked Moonshot three times inside that window and missed it
each time. The Chinese-lab slots on 09-12, 09-15 and 09-17 each
recorded "nothing newer than Kimi K3 (2026-07-17)". The release was
six days old at the last of those. What surfaced it today was a query naming
the version string rather than the lab — which is the finding, and it is about
this pipeline rather than about Moonshot: a websearch for "Moonshot Kimi
model release" does not reach a changelog entry that no outlet covered as a
launch.
Benchmarks
None. Not one figure, first-party or third-party, appears in anything read.
What Moonshot states is comparative and unquantified: overall performance close to Kimi K3, with broader coding and agent capability gains and more efficient thinking than Kimi K2.7 Code (2 passes) (source).
Thinking controls match the K3 series — adjustable effort low / high /
max, max by default (1 pass). A default of max is the detail worth
keeping: "more efficient thinking" is claimed against a configuration whose
default is the most expensive one.
Use Cases
Coding and agentic work, which is what both surfaces it shipped to are for — Kimi Code and Kimi Work (2 passes). Positioned as the mid-tier model between the coding-focused K2.7 Code and the flagship K3 (2 passes).
The 1M-token context on every membership tier (3 passes) is the one distribution fact here: long context is usually the thing a vendor reserves for its top tier, and this release puts it on all of them.
Compared To
- Kimi K3 — Moonshot's flagship, 2.8T parameters, open-weight, released 2026-07-17. K2.8 is described as approaching it in overall performance while being closed and available only through Moonshot's own API and apps (1 pass). The direction is worth noting on Open-Weights Policy Fight: Moonshot's flagship is open and its newer mid-tier model is not.
- Kimi K2.7 Code — the checkpoint K2.8 Preview replaces behind the
kimi-for-codingalias. No page here, and no page is created for it: this wiki holds no release document for K2.7 Code, only its name inside this one.
Conflicting Reports
Whether this is a multimodal release is disputed, and it is not carried as fact on this page.
| Version | Claim | Provenance |
|---|---|---|
| A | Integrates vision, audio and text in a unified architecture; images to 4096 × 4096, audio clips to 30 seconds | 2 passes, both SEO aggregators (emergent.sh, magicshot.ai) |
| B | The changelog does not itemize input modalities for this release, and the model follows K3's verified capability set — text and image input, no confirmed audio or video | 1 pass |
| Version B is the one this page follows, because it cites the changelog and | ||
version A's two passes cite nothing. The Spec table therefore carries no | ||
| modality row — the schema does not have one — and neither the modality claim nor | ||
| its figures appear anywhere on this page outside this section | ||
| (source). |
Neither version was read first-party: platform.kimi.ai and www.kimi.com
were not reached by any pass.
Sources
- Moonshot platform changelog / Kimi Code rollout, 2026-09-11 (source) (Kimi platform changelog) (Pandaily)