LOADING DATASHEET
GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
Automotive
◆ OPEN
by Flywheel Ai
OPEN WEIGHTSLOCALSMALLCHINA-MADE
RANKED #41 OF 237 ASSISTANTS · OVERALL #71 OF 6,570 · VIBE SCORE 6.5 · 198 VOICES
automotive on Hugging Face (text generation). 322,628 downloads. Open weights for local or hosted use.
HAPPY10.0
1 mentions
SAD-
0 mentions
VIBE TRAJECTORY
26 weeks · 181 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 Automotive once and it's yours. No subscription, no rate limits, works offline.
35B parameters (A3B architecture), a Q4_K_M GGUF is about 20 GB
- BARE MINIMUM
NVIDIA GeForce RTX 3090 24GB (used)
24 GB VRAM
~$650 USEDQ4_K_M, ~25 tok/s, 8k context offloaded entirely to VRAM
- SWEET SPOT
Apple Mac Studio M2 Max (30-core GPU)
64 GB UNIFIED MEMORY
~$1,800 USEDQ4_K_M to Q8_0, ~20-30 tok/s, 32k+ context with high stability
- FULL POWER
Dual NVIDIA GeForce RTX 3090 24GB workstation
48 GB VRAM
~$1,600 USED BUILDFP16/BF16 safetensors via vLLM, ~40+ tok/s, 32k full context
LEARN HOW TO SET IT UP
WILL MY BOX RUN AUTOMOTIVE?
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 Automotive takes, and how good the crowd says it is at that kind of work.
| THE JOB | BARE MINIMUMNVIDIA GeForce RTX 3090 24GB (used) | SWEET SPOTApple Mac Studio M2 Max (30-core GPU) | FULL POWERDual NVIDIA GeForce RTX 3090 24GB workstation |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | ~20 S★★★★★ | ~20 S★★★★★ | —★★★★★ |
| Summarize a documenta long report boiled down to the points that matter | ~60 S★★★★★ | ~60 S★★★★★ | —★★★★★ |
| Build a websitea small landing page, markup and styles together | ~5.3 MIN★★★★★ | ~5.3 MIN★★★★★ | —★★★★★ |
| Build a backendan API with routes, storage and tests | ~17 MIN★★★★★ | ~17 MIN★★★★★ | —★★★★★ |
| Build a gamea playable browser game in one file | ~10 MIN★★★★★ | ~10 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
Not enough discussion about Automotive yet to call it. We found 198 posts but people did not say much either way.
166 POSTS · 32 COMMENTS · X · HACKER NEWS · REDDIT · LEMMY · DEV.TO · GITHUB
PEOPLE LOVE
- No fan mail yet. The crowd is still warming up.
PEOPLE COMPLAIN ABOUT
- No complaints yet. The internet is still looking for one. Suspicious.
LOOKING FOR AN ALTERNATIVE?
Other models the crowd has fully reviewed, starting with text models like this one.
GLM 5.3> SOURCES (12)
- REDDIT · 2025-07-28 · 2352 UPVOTESMicrosoft released a study that lists the 40 jobs most at risk of being replaced by AI and the 40 jobs least at risk of being replaced by AI
Microsoft released a study that lists the 40 jobs most at risk of being replaced by AI and the 40 jobs least at risk of being replaced by AI
- REDDIT · 2026-01-31 · 855 UPVOTESIRON makes another appearance after XPENG announced that its first prototype unit has successfully rolled off the production line,…
IRON makes another appearance after XPENG announced that its first prototype unit has successfully rolled off the production line, achieving automotive-grade standards eyeing mass production this year
- REDDIT · 2025-03-12 · 716 UPVOTESWant to unlock master-level results with ChatGPT? Here’s how.
Want to unlock master-level results with ChatGPT? Here’s how.
- REDDIT · 2023-03-12 · 336 UPVOTESWow, Stable Diffusion technology has completely revolutionized my design workflow! As a designer, I can now effortlessly create moodboards,…
Wow, Stable Diffusion technology has completely revolutionized my design workflow! As a designer, I can now effortlessly create moodboards, automotive designs, clothes, graphic designs, and even captivating stories all on my own. It's truly life-changing!
- REDDIT · 2025-10-02 · 248 UPVOTESConsistencyLoRA-Wan2.2-I2V-A LoRA Method for Generating High-Consistency Videos
ConsistencyLoRA-Wan2.2-I2V-A LoRA Method for Generating High-Consistency Videos
- HACKER NEWS · 2024-07-25 · 227 UPVOTESDefense of Lisp macros: The automotive field as a case in point
Defense of Lisp macros: The automotive field as a case in point
- REDDIT · 2025-08-02 · 172 UPVOTESSuper impressed by how well Flux Krea Dev handles motion and particles
Super impressed by how well Flux Krea Dev handles motion and particles
- REDDIT · 2026-03-23 · 147 UPVOTESMicron predicts that cars will need 300GB of RAM — memory-laden vehicles could exacerbate shortages but create 'robust long-term growth in…
Micron predicts that cars will need 300GB of RAM — memory-laden vehicles could exacerbate shortages but create 'robust long-term growth in automotive memory demand'
- REDDIT · 2024-03-16 · 120 UPVOTESWhy Apple wasted 10 years of R&D on its Car project instead of building a useful household Robot?
Why Apple wasted 10 years of R&D on its Car project instead of building a useful household Robot?
- HACKER NEWS · 2016-06-08 · 109 UPVOTESAnnouncing the Qt Automotive Suite
Announcing the Qt Automotive Suite
- LEMMY · 2026-06-03 · 108 UPVOTESEU launches major tech push to break US and China dependence
EU launches major tech push to break US and China dependence
- REDDIT · 2026-04-21 · 102 UPVOTESJeff Bezos's "Project Prometheus" is raising $10B at a $38B valuation to build "Physical AI".
Jeff Bezos's "Project Prometheus" is raising $10B at a $38B valuation to build "Physical AI".