Get the Agent OS + join 4,000+ founders inside the AI Profit Boardroom → Join AIPB ($59/mo)
Real head-to-head · same prompt, one shot

MiMo-V2.6 Pro vs Kimi K2.7 · No-Think

Open weights that score level with Opus 5 on agents, for cents. vs Pure execution mode — no chain of thought.

MiMo-V2.6 Pro · context1M tokens
Kimi K2.7 · No-Think · context256K tokens
MiMo-V2.6 Pro · price$0.435 in / $0.87 out per M tokens
Kimi K2.7 · No-Think · priceFlat plan (no per-token bill)
MiMo-V2.6 Pro · vendorXiaomi
Kimi K2.7 · No-Think · vendorMoonshot AI

What I tested — same prompt, two models

I run the same fixed prompt set through every new model the day it drops — same string, one shot, single HTML file out — and I score the result 0–10 on whether it ran, how close it hit the brief, and how good it looked. Below is what came out when I gave the exact same prompts to MiMo-V2.6 Pro and Kimi K2.7 · No-Think, side by side, on 47 shared tasks inside the Agent Operating System.

Both models were given identical prompts inside the Agent Operating System — no help, no iteration, no "best of N" tricks. I run each prompt once, save the HTML file the model produces, and score it 0–10 on whether it ran, how close it hit the brief, and how good it looked. The scoring is mine. The verdicts below are pulled from my source comparison guides at agentos.guide where I publish every score and the reasoning behind it.

MiMo-V2.6 Pro · Benched on all 50 GoldieBench tasks through OpenRouter at the model's default reasoning effort: one-shot build, real rendered poster, Opus 4.8 vision judge, game tasks skill-infused. No retries, no hand fixes; the broken builds are scored as they shipped.

Kimi K2.7 · No-Think · Reserved for templated transforms where the plan is already in the prompt — the model just executes.

Side-by-side on 50 shared tasks

Click any cell to play that model's actual one-shot attempt. Medals are derived from my 0–10 scores per task (highest = 🥇, second = 🥈, third = 🥉).

Task ↓
MiMo-V2.6 Pro
Kimi K2.7 · No-Think
Game
🥈MiMo-V2.6 Pro on Arcade
Kimi K2.7 · No-Think on Arcade
Game
MiMo-V2.6 Pro on Crypt
Kimi K2.7 · No-Think on Crypt
Game
🥈MiMo-V2.6 Pro on Dogfight
Kimi K2.7 · No-Think on Dogfight
Game
MiMo-V2.6 Pro on Doom
Kimi K2.7 · No-Think on Doom
MiMo-V2.6 Pro on Dragonflight
Kimi K2.7 · No-Think on Dragonflight
MiMo-V2.6 Pro on Dragonrealm
Kimi K2.7 · No-Think on Dragonrealm
Game
MiMo-V2.6 Pro on Flightsim
Kimi K2.7 · No-Think on Flightsim
Game
MiMo-V2.6 Pro on Game
Kimi K2.7 · No-Think on Game
Game
MiMo-V2.6 Pro on Gtadrive
Kimi K2.7 · No-Think on Gtadrive
Game
MiMo-V2.6 Pro on Gtafoot
Kimi K2.7 · No-Think on Gtafoot
🥈MiMo-V2.6 Pro on Neonblaster
Kimi K2.7 · No-Think on Neonblaster
Game
🥈MiMo-V2.6 Pro on Neoncity
Kimi K2.7 · No-Think on Neoncity
Game
MiMo-V2.6 Pro on Neonracer
Kimi K2.7 · No-Think on Neonracer
MiMo-V2.6 Pro on Nordiccrypt
Kimi K2.7 · No-Think on Nordiccrypt
Game
MiMo-V2.6 Pro on Outrun
Kimi K2.7 · No-Think on Outrun
Game
MiMo-V2.6 Pro on Parachute
Kimi K2.7 · No-Think on Parachute
Game
MiMo-V2.6 Pro on Pool
Kimi K2.7 · No-Think on Pool
Game
MiMo-V2.6 Pro on Racing
Kimi K2.7 · No-Think on Racing
Game
MiMo-V2.6 Pro on Raycaster
Kimi K2.7 · No-Think on Raycaster
Game
MiMo-V2.6 Pro on Rpg
Kimi K2.7 · No-Think on Rpg
Game
MiMo-V2.6 Pro on Skyrim
Kimi K2.7 · No-Think on Skyrim
MiMo-V2.6 Pro on Twilightvale
Kimi K2.7 · No-Think on Twilightvale
Game
MiMo-V2.6 Pro on Voxelcraft
Kimi K2.7 · No-Think on Voxelcraft
Page
MiMo-V2.6 Pro on Aipbpromo
Kimi K2.7 · No-Think on Aipbpromo

Strengths & weaknesses I logged

MiMo-V2.6 Pro

Strengths

  • Simulations and visual pieces are top-tier one-shots: the black hole lensing scored 9.0 and the matrix rain, lava lamp, ocean waves, web desktop, boids and galaxy all landed 8.6 or higher
  • Strong flight and driving output when the build holds together: a polished 3D dogfight (8.6), a flight sim (8.4) and the synthwave outrun (8.4)
  • Big, complete files: builds ran 30 to 70 KB with full HUDs, control hints and settings panels
  • The weights are MIT and on Hugging Face, so the same model can run on your own hardware

Trade-offs

  • 18 of 50 builds scored under 5: long game files shipped with garbled tokens (a stray 'martin' or 'martial' identifier breaks the whole script), uninitialised references and bad canvas values, so the HUD paints but the 3D scene stays black
  • Two hard crashes: the RPG threw an engine fault on load and the solar system rendered nothing at all
  • It reasons for a long time at default effort: builds took 5 to 60 minutes each through OpenRouter

Kimi K2.7 · No-Think

Strengths

  • Skips planning to ship straight to code
  • Useful when you've already done the reasoning in the prompt
  • Predictable latency for batched jobs

Trade-offs

  • Loses ground on multi-step tasks that benefit from planning
  • Not scored on the standalone bench — see methodology

Pricing & context — the spec sheet

Spec MiMo-V2.6 Pro Kimi K2.7 · No-Think
VendorXiaomiMoonshot AI
Context window1,000,000 tokens256,000 tokens
Price$0.435 in / $0.87 out per M tokensFlat plan (no per-token bill)
Pricing detailXiaomi's September 2026 open-weight flagship (MIT licence, 1.02T total / 42B active parameters). $0.435 per million input tokens and $0.87 per million output on OpenRouter, with cache hits at a fraction of a cent, which is roughly a quarter of Grok 4.7 and a twentieth of the closed frontier models it scores level with on agent benchmarks.Same flat-rate plan as standard Kimi K2.7 — No-Think disables the chain-of-thought layer at runtime. Vendor: Moonshot AI (moonshot.ai).
Release2026-092026-06
Bench coverage50/50 scored · avg 6.35/100/47 scored · avg —

The verdict — which should you pick?

Not enough scored shared tasks yet for a head-to-head average. The live demos for both are on the matrix above — play them and form your own opinion.

If you only run one of these inside your stack, the head-to-head average above is the call. If you can run both, my honest play is to wire MiMo-V2.6 Pro and Kimi K2.7 · No-Think both into the Agent Operating System and dispatch each from the kanban by task type — simulations, shaders and visual scenes in one shot, at a fraction of frontier prices → MiMo-V2.6 Pro, templated transforms where the plan is in the prompt → Kimi K2.7 · No-Think. That's the same setup I run for the 4,000+ founders inside the AI Profit Boardroom.

FAQ — MiMo-V2.6 Pro vs Kimi K2.7 · No-Think

Which is better, MiMo-V2.6 Pro or Kimi K2.7 · No-Think?

On Goldie Bench, MiMo-V2.6 Pro averages no scored verdicts yet across the shared tasks, with 5 gold, 8 silver, 4 bronze overall. Kimi K2.7 · No-Think averages no scored verdicts yet, with 0 gold, 0 silver, 0 bronze. Not enough scored shared tasks yet to call a winner.

How much does MiMo-V2.6 Pro cost vs Kimi K2.7 · No-Think?

MiMo-V2.6 Pro: Xiaomi's September 2026 open-weight flagship (MIT licence, 1.02T total / 42B active parameters). $0.435 per million input tokens and $0.87 per million output on OpenRouter, with cache hits at a fraction of a cent, which is roughly a quarter of Grok 4.7 and a twentieth of the closed frontier models it scores level with on agent benchmarks. Kimi K2.7 · No-Think: Same flat-rate plan as standard Kimi K2.7 — No-Think disables the chain-of-thought layer at runtime. Vendor: Moonshot AI (moonshot.ai).

What's the context window for MiMo-V2.6 Pro vs Kimi K2.7 · No-Think?

MiMo-V2.6 Pro has a 1,000,000 tokens context window. Kimi K2.7 · No-Think has a 256,000 tokens context window.

When should I pick MiMo-V2.6 Pro over Kimi K2.7 · No-Think?

Pick MiMo-V2.6 Pro for: Simulations, shaders and visual scenes in one shot, at a fraction of frontier prices; High-volume agent work where an open, MIT-licensed model matters; Pair it with a self-fix loop for games: the failures are single broken tokens, not missing ideas. The trade-off is the weaknesses we logged on the bench: 18 of 50 builds scored under 5: long game files shipped with garbled tokens (a stray 'martin' or 'martial' identifier breaks the whole script), uninitialised references and bad canvas values, so the HUD paints but the 3D scene stays black; Two hard crashes: the RPG threw an engine fault on load and the solar system rendered nothing at all; It reasons for a long time at default effort: builds took 5 to 60 minutes each through OpenRouter.

When should I pick Kimi K2.7 · No-Think over MiMo-V2.6 Pro?

Pick Kimi K2.7 · No-Think for: Templated transforms where the plan is in the prompt; Batched code generation jobs; Workflows where you want the model to stop second-guessing. The trade-off is the weaknesses we logged on the bench: Loses ground on multi-step tasks that benefit from planning; Not scored on the standalone bench — see methodology.

How does Goldie Bench score MiMo-V2.6 Pro vs Kimi K2.7 · No-Think?

Every demo on this page was built by Julian Goldie inside the Agent Operating System — same fixed prompt for both models, one shot, single HTML file out. Each result gets a 0–10 score on whether it ran, how close it hit the brief, and how good it looked. The highest score on each task gets gold; second gets silver; third gets bronze. See methodology for full provenance.

The same stack Julian uses

Run this stack yourself.

Every demo on this bench was built inside the Agent Operating System — one prompt, one shot, single HTML file out. The Agent OS, the prompts, the templates, the weekly walkthroughs and 4,000+ founders shipping with it every day all live inside the AI Profit Boardroom.

4,000+founders
258documented wins
38countries
$59/momonthly