LOADING DATASHEET
GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
Kimi K2.6
◆ OPEN
by Moonshot
OPEN WEIGHTSLOCALAPILONG CONTEXTPAIDREASONING
RANKED #70 OF 228 ASSISTANTS · OVERALL #116 OF 6,618 · VIBE SCORE 6.2 · 200 VOICES
Kimi K2.6 is Moonshot AI's next-generation multimodal model, designed for long-horizon coding, coding-driven UI/UX generation, and multi-agent orchestration. It handles complex end-to-end coding tasks across Python, Rust, and Go, and...
HAPPY9.3
28 mentions
SAD5.7
16 mentions
VIBE TRAJECTORY
26 weeks · 301 voices
QUIETLY DEGRADING
Recent vibe and chatter are both sliding.
HOW TO USE IT
Open weights. You can use a hosted service, or download it and run it yourself, free.
RUN IT ON YOUR OWN MACHINE
Open weights: download Kimi K2.6 once and it's yours. No subscription, no rate limits, works offline.
1T parameters (32B active MoE), a native INT4 file is about 594 GB, dynamic 2-bit is about 350 GB
- BARE MINIMUM
Custom PC with AMD Ryzen 9 7900X, 512 GB DDR5 RAM, and RTX 3
512 GB SYSTEM RAM + 12 GB VRAM
~$2,200 BUILTExtreme offloading; model is too massive for single consumer GPUs, runs dynamic 2-bit or Q2 via CPU/RAM at very slow spe
- SWEET SPOT
Apple Mac Studio M3 Ultra with 512 GB Unified Memory
512 GB UNIFIED MEMORY
~$6,999 NEWQuantized 2.5-bit to 3-bit MLX or GGUF quants, comfortable local response at ~8-14 tok/s with moderate context
- FULL POWER
Dedicated Enterprise Server with 8x NVIDIA RTX 6000 Ada 48GB
384 GB TO 512 GB VRAM
~$55,000 WORKSTATIONNative INT4/FP8 weights at full speed across 8 GPUs, ~35-50 tok/s with full 256k context
LEARN HOW TO SET IT UP
WILL MY BOX RUN KIMI K2.6?
The three cards above are researched picks. Search the machine you actually have — we only say yes if it should reply at a usable speed, not just load the weights and crawl.
HARDWARE PICKS & PRICES ARE RESEARCHED FROM THE LIVE WEB AND REFRESHED AUTOMATICALLY. TREAT THEM AS BALLPARK, NOT GOSPEL.
WHAT CAN YOU ACTUALLY DO WITH IT?
Everyday jobs on each of those rigs: how long Kimi K2.6 takes, and how good the crowd says it is at that kind of work.
| THE JOB | BARE MINIMUMCustom PC with AMD Ryzen 9 7900X, 512 GB DDR5 RAM, and RTX 3 | SWEET SPOTApple Mac Studio M3 Ultra with 512 GB Unified Memory | FULL POWERDedicated Enterprise Server with 8x NVIDIA RTX 6000 Ada 48GB |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | —★★★★★ | ~45 S★★★★★ | ~12 S★★★★★ |
| Summarize a documenta long report boiled down to the points that matter | —★★★★★ | ~2.3 MIN★★★★★ | ~35 S★★★★★ |
| Build a websitea small landing page, markup and styles together | —★★★★★ | ~12 MIN★★★★★ | ~3.1 MIN★★★★★ |
| Build a backendan API with routes, storage and tests | —★★★★★ | ~38 MIN★★★★★ | ~9.8 MIN★★★★★ |
| Build a gamea playable browser game in one file | —★★★★★ | ~23 MIN★★★★★ | ~5.9 MIN★★★★★ |
STARS ARE THE COMMUNITY SCORE FOR THAT KIND OF WORK, DOCKED FOR HOW SQUASHED THE WEIGHTS GET AT EACH TIER. A DASH MEANS NO SPEED WAS RESEARCHED FOR THAT RIG. TIMES ARE COMPUTED FROM RESEARCHED SPEEDS. BALLPARK, NOT GOSPEL.
WHAT THE INTERNET SAYS
People are mostly happy with Kimi K2.6. Biggest praise: help with code. Biggest gripe: saying no too much.
167 POSTS · 33 COMMENTS · HACKER NEWS · BLUESKY · GITHUB · REDDIT · X · DEV FORUMS · LEMMY · DEV.TO · BLOG
PEOPLE LOVE
- Popular for coding help (6 mentions)
- People feel it is worth the money (4 mentions)
PEOPLE COMPLAIN ABOUT
- Refuses or lectures more than people like (2 mentions)
TOPIC BY TOPIC
- Help with codePEOPLE LOVE THIS
6 thumbs up · 1 thumbs down
- PricePEOPLE LOVE THIS
4 thumbs up · 1 thumbs down
- Saying no too muchA SORE SPOT
1 thumbs up · 2 thumbs down
IN THEIR OWN WORDS
- FROM BLOG >
“The tech report goes into great detail, including the architectural changes used to achieve better and cheaper long-context performance.”
LOOKING FOR AN ALTERNATIVE?
Other models the crowd has fully reviewed, starting with multimodal models like this one.
Grok 4.6
Qwen3.8 27B
Gemini 3.7 Flash> SOURCES (12)
- REDDIT · 2026-07-26 · 1110 UPVOTESDifferences Between Fable 5 and Opus 5 on MineBench.ai
Differences Between Fable 5 and Opus 5 on MineBench.ai
- HACKER NEWS · 2026-04-20 · 710 UPVOTESKimi K2.6: Advancing open-source coding
Kimi K2.6: Advancing open-source coding
- REDDIT · 2026-06-11 · 616 UPVOTESDifferences Between Claude Opus 4.8 and Claude Fable 5 on MineBench
Differences Between Claude Opus 4.8 and Claude Fable 5 on MineBench
- REDDIT · 2026-04-20 · 576 UPVOTESKimi 2.6 has been released
Kimi 2.6 has been released
- REDDIT · 2026-05-31 · 507 UPVOTESDifferences Between Opus 4.7 and Opus 4.8 on MineBench
Differences Between Opus 4.7 and Opus 4.8 on MineBench
- REDDIT · 2026-04-27 · 406 UPVOTESDifferences Between GPT 5.4 and GPT 5.5 on MineBench
Differences Between GPT 5.4 and GPT 5.5 on MineBench
- HACKER NEWS · 2026-05-03 · 380 UPVOTESKimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge
Kimi K2.6 just beat Claude, GPT-5.5, and Gemini in a coding challenge
- REDDIT · 2026-07-14 · 281 UPVOTESDifferences Between GPT-5.5 Pro and GPT-5.6 Sol on MineBench
Differences Between GPT-5.5 Pro and GPT-5.6 Sol on MineBench
- REDDIT · 2026-05-08 · 232 UPVOTESMade the switch to DeepSeek and here are my thoughts as a long time Claude user (spoiler: it's great)
Made the switch to DeepSeek and here are my thoughts as a long time Claude user (spoiler: it's great)
- REDDIT · 2026-05-19 · 224 UPVOTESCerebras is running a trillion parameter model (Kimi K2.6) at 1000 tokens/s
Cerebras is running a trillion parameter model (Kimi K2.6) at 1000 tokens/s
- REDDIT · 2026-05-03 · 219 UPVOTESFirst 1$ spent on deepseek
First 1$ spent on deepseek
- REDDIT · 2026-04-30 · 215 UPVOTESMade this comparison table to show why you don't have to cancel GHCP.
Made this comparison table to show why you don't have to cancel GHCP.