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Kimi K3.1 Pro Highspeed vs Pro: we measured the real speedup

Same model, twice the price. Highspeed generated text 2 to 3x faster but did not start sooner; a coding agent finished 2.5x faster for 1.5x the cost.

9 min readxiunxiao.hashnode.dev

Shivam KumarNov 6

The Hy4 Playbook Is Old News — Kimi K3.1 Pro Just Moved the Open-Weights Goalposts for Startups

The Hy4 Playbook Is Old News — Kimi K3.1 Pro Just Moved the Open-Weights Goalposts for Startups Startups got a new toy this week, and it weighs 1.56 terabytes. On November 4, 2026, Moonshot AI publish

5 min readshivaysinghrajput.hashnode.dev

Aditi GuptaOct 30

Kimi K3.1 Pro Explained: Specs, Benchmarks, Pricing, and When Not to Pay

Imagine you give an AI a real job on a Friday afternoon. Fix a bug in your repo, rebuild a spreadsheet from two company reports, or turn a sketch into a 3D object you can print. Kimi K3.1 Pro is built

10 min readhonestaireview.hashnode.dev

MatthewOct 29

Kimi K3.1 Pro: Parameters, Capabilities, Prices, and Model Comparisons

1M context, disclosed architecture, reasoning and tool controls, USD/CNY prices, and reproducible token budgets.

18 min readmatthewmodelflare.hashnode.dev

UplinkSwitchOct 27

Kimi API cost per request, October 2026: a chat turn and a long document

Input, cached and output prices for every Kimi model, Moonshot AI's list price next to ours, and what a chat turn and a long-document request cost on Kimi K3, K2.7 Code and K2.5.

5 min readuplinkswitch.hashnode.dev

CloudGPUOct 27

Use Kimi K2.6 and K3 through an OpenAI-compatible API: curl, the OpenAI SDK, Cline and Aider

One base URL, one key, two Kimi model IDs, and the exact settings for your coding agent

4 min readcloudgpu.hashnode.dev

bdAug 31

Kimi K3 Review: Model Capabilities, Coding Performance and API Access

Explore Kimi K3's architecture, coding and agent capabilities, 1M context window, API pricing and how developers can access Kimi K3 through DDS Hub.

8 min readddshubcc.hashnode.dev

NickAug 14

Deploying Kimi K3 with vLLM: Verified GPU Pods, Quants, and Serving Recipes

Kimi K3 is Moonshot AI's 2.8-trillion-parameter Mixture-of-Experts model for coding, reasoning, agents, and multimodal work. It activates 16 of 896 routed experts for each token and supports a native

10 min readgpus-market.hashnode.dev

Tran Tien VanJul 31

The Context-Window Race Is Becoming the Wrong Comparison

One million tokens is no longer a differentiator among Kimi K3, Claude Opus 5, and GPT-5.6 Sol: each supports that scale. The more consequential industry change is that buyers now need evidence from c

2 min readvandatateam.hashnode.dev