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The Human Bit

Moonshot AI · Kimi Code

Kimi K2.7 Code

Kimi’s dedicated coding model for long-context, tool-using software work, with a separate high-speed endpoint for the same model.

The Human Bit position

Keep it as a specialist comparison. Run the same repository task against K3 and the current coding tool before accepting the provider’s improvement claim.

Use it for

  • Long-context repository work
  • Multi-step coding agents
  • Code tasks that use image or video evidence
Leave it alone when

Do not choose a specialist coding model for ordinary knowledge work, or assume the high-speed endpoint improves the answer rather than only its output speed.

Effort without the jargon

Thinking on

The coding task needs multi-step reasoning; this model does not offer a non-thinking mode.

Advanced recordCost, limits, privacy and operations

K2.7 Code is a specialist coding endpoint with a long context window; use it only where the coding workflow can preserve its reasoning state and handle fixed parameters.

API cost
Depends on surfaceKimi publishes model-specific token rates in its live pricing pages; the cited quickstart does not give a stable amount to reproduce here.
Context window
Officially disclosed256,000 tokens
Maximum output
Not disclosedNot disclosed in the cited record
Knowledge cutoff
Not disclosedNot disclosed in the cited record
Recorded inputs
Text · Images · Video through documented formats
Recorded output
Text · Tool calls

Data handling is a product decision

Not disclosedThe cited model and pricing records do not state a portable retention or training rule. Confirm the Kimi API terms before repository or customer data is sent.

Operational constraints

  • Non-thinking mode is not supported.
  • Tool choice is limited to auto or none, and reasoning content must be retained during multi-step tool calls.
  • The high-speed endpoint is the same model with limited capacity and potentially fluctuating service.

Unknown means the cited official record does not disclose a safe value. It is not an estimate. Prices are provider list prices in USD where stated and can change before this record's review date.

Keep the evidence separate

Canonical provider claim

Moonshot positions K2.7 Code as its specialist coding model with 256K context, multimodal tool use and improved long-horizon instruction following over K2.6.

Independent observation

No sufficiently useful independent note has been added yet. That absence is not filled with our guess.

Readiness · informational

No Human Bit result is claimed; use this as evaluation guidance only.

Human Bit test

Not scheduled

No Human Bit result is claimed for this model yet.

Sources