LLM Reference

Kimi K2.6 vs North Mini Code 1.0

Kimi K2.6 (2026) and North Mini Code 1.0 (2026) are agentic coding models from Moonshot AI and Cohere. Kimi K2.6 ships a 262k-token context window, while North Mini Code 1.0 ships a 256k-token context window. On SWE-bench Verified, Kimi K2.6 leads by 12.6 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

North Mini Code 1.0 is safer overall; choose Kimi K2.6 when coding workflow support matters.

Decision scorecard

Local evidence first
SignalKimi K2.6North Mini Code 1.0
Best forcustom coding agents, code generation, and tool loopscustom coding agents, code generation, and tool loops
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window262k256k
Cheapest output$3.49/1M tokens-
Provider routes9 tracked1 tracked
Shared benchmarksSWE-bench Verified leader3 shared

Decision tradeoffs

Choose Kimi K2.6 when...
  • Kimi K2.6 holds a shared-benchmark lead on SWE-bench Verified, ahead by 12.6 points.
  • Kimi K2.6 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Kimi K2.6 has broader tracked provider coverage for fallback and procurement flexibility.
  • Kimi K2.6 uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags Kimi K2.6 for Coding, RAG, and Agents.
Choose North Mini Code 1.0 when...
  • Local decision data tags North Mini Code 1.0 for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Kimi K2.6

$1,457

Cheapest tracked route/tier: OpenRouter

North Mini Code 1.0

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Kimi K2.6 -> North Mini Code 1.0
  • No overlapping tracked provider route is sourced for Kimi K2.6 and North Mini Code 1.0; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.
North Mini Code 1.0 -> Kimi K2.6
  • No overlapping tracked provider route is sourced for North Mini Code 1.0 and Kimi K2.6; plan for SDK, billing, or endpoint changes.
  • Kimi K2.6 adds Vision and Multimodal in local capability data.

Specs

Specification
Released2026-04-202026-06-09
Context window262k256k
Parameters1T30B (MoE, 3B active)
ArchitectureMixture of ExpertsMixture of Experts
LicenseMITOSI-approvedApache 2.0OSI-approved
OpennessOpen sourceOpen source
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff2025-04-

Pricing and availability

Pricing attributeKimi K2.6North Mini Code 1.0
Input price$0.73/1M tokens-
Output price$3.49/1M tokens-
Providers

Capabilities

CapabilityKimi K2.6North Mini Code 1.0
VisionYesNo
MultimodalYesNo
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkKimi K2.6North Mini Code 1.0
SWE-bench Verified80.267.6
SWE-bench Pro58.640.2
Terminal-Bench 2.066.736.0

Deep dive

On shared benchmark coverage, SWE-bench Verified has Kimi K2.6 at 80.2 and North Mini Code 1.0 at 67.6, with Kimi K2.6 ahead by 12.6 points; SWE-bench Pro has Kimi K2.6 at 58.6 and North Mini Code 1.0 at 40.2, with Kimi K2.6 ahead by 18.4 points; Terminal-Bench 2.0 has Kimi K2.6 at 66.7 and North Mini Code 1.0 at 36, with Kimi K2.6 ahead by 30.7 points. The largest visible gap is 30.7 points on Terminal-Bench 2.0, which matters most when that benchmark mirrors your workload. Treat isolated benchmark wins as directional, because provider routing, prompt style, and tool access can move real application results.

The capability footprint differs most on vision: Kimi K2.6 and multimodal input: Kimi K2.6. Both models share reasoning mode, function calling, tool use, and structured outputs, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

Pricing coverage is uneven: Kimi K2.6 has $0.73/1M input tokens and North Mini Code 1.0 has no token price sourced yet. Provider availability is 9 tracked routes versus 1. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose Kimi K2.6 when coding workflow support, larger context windows, and broader provider choice are central to the workload. Choose North Mini Code 1.0 when coding workflow support are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship.

FAQ

Which has a larger context window, Kimi K2.6 or North Mini Code 1.0?

Kimi K2.6 supports 262k tokens, while North Mini Code 1.0 supports 256k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Is Kimi K2.6 or North Mini Code 1.0 open source?

Kimi K2.6 is listed under MIT. North Mini Code 1.0 is listed under Apache 2.0. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, Kimi K2.6 or North Mini Code 1.0?

Kimi K2.6 has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.

Which is better for multimodal input, Kimi K2.6 or North Mini Code 1.0?

Kimi K2.6 has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for reasoning mode, Kimi K2.6 or North Mini Code 1.0?

Both Kimi K2.6 and North Mini Code 1.0 expose reasoning mode. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Where can I run Kimi K2.6 and North Mini Code 1.0?

Kimi K2.6 is available on Cloudflare Workers AI, NVIDIA NIM, Moonshot AI Kimi, Fireworks AI, and OpenRouter. North Mini Code 1.0 is available on Cohere API. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-15. Data sourced from public model cards and provider documentation.