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GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
Motif 3
◆ OPEN
by Motif Technologies
OPEN WEIGHTSHOSTEDAGENTSWRITING HELPEVERYDAY TASKSWORK ASSISTANT
RANKED #29 OF 267 ASSISTANTS · OVERALL #43 OF 6,566 · VIBE SCORE 6.8 · 2,950 VOICES
A dependable text AI designed to help with daily tasks and writing.
HAPPY9.1
6 mentions
SAD5.9
2 mentions
VIBE TRAJECTORY
26 weeks · 6,472 voices
AGING WELL
The crowd is warmer now than it was at the start.
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 Motif 3 once and it's yours. No subscription, no rate limits, works offline.
314B total parameters (sparse MoE, ~13.2B active per token), an NVFP4/Q4 quant requires roughly 160 GB to 180 GB of memory
- BARE MINIMUM
Apple Mac Studio (M2/M3 Ultra, 192GB Unified Memory)
192 GB UNIFIED MEMORY
~$6,500 NEWToo big for typical consumer GPUs; runs Q4 quantization entirely in unified RAM with minimal context at ~6 tok/s
- SWEET SPOT
Custom 8x NVIDIA RTX 3090 24GB Workstation Rig
192 GB VRAM
~$6,800 USEDRuns NVFP4 or 4-bit quant across 8 GPUs via vLLM expert parallelism at ~22 tok/s with moderate context
- FULL POWER
Enterprise Node with 2x NVIDIA B200 180GB
360 GB VRAM
~$70,000 NEWFull official NVFP4 / FP8 deployment with native 256K context and MTP speculative decoding at ~55 tok/s
LEARN HOW TO SET IT UP
WILL MY BOX RUN MOTIF 3?
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 Motif 3 takes, and how good the crowd says it is at that kind of work.
| THE JOB | BARE MINIMUMApple Mac Studio (M2/M3 Ultra, 192GB Unified Memory) | SWEET SPOTCustom 8x NVIDIA RTX 3090 24GB Workstation Rig | FULL POWEREnterprise Node with 2x NVIDIA B200 180GB |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | ~83 S★★★★★ | ~23 S★★★★★ | ~9 S★★★★★ |
| Summarize a documenta long report boiled down to the points that matter | ~4.2 MIN★★★★★ | ~68 S★★★★★ | ~27 S★★★★★ |
| Build a websitea small landing page, markup and styles together | ~22 MIN★★★★★ | ~6.1 MIN★★★★★ | ~2.4 MIN★★★★★ |
| Build a backendan API with routes, storage and tests | ~69 MIN★★★★★ | ~19 MIN★★★★★ | ~7.6 MIN★★★★★ |
| Build a gamea playable browser game in one file | ~42 MIN★★★★★ | ~11 MIN★★★★★ | ~4.5 MIN★★★★★ |
STARS ARE THE COMMUNITY SCORE FOR THAT KIND OF WORK, DOCKED FOR HOW SQUASHED THE WEIGHTS GET AT EACH TIER. TIMES ARE COMPUTED FROM RESEARCHED SPEEDS. BALLPARK, NOT GOSPEL.
WHAT THE INTERNET SAYS
Users appreciate Motif 3 for being stable and dependable in everyday use. However, frequent outages, errors, and usage limits often disrupt the experience.
950 POSTS · 2000 COMMENTS · GITHUB · REDDIT · LEMMY · BLOG · X
PEOPLE LOVE
- Stable and dependable (1 mentions)
PEOPLE COMPLAIN ABOUT
- Outages, errors, or limits get in the way (8 mentions)
TOPIC BY TOPIC
- Working when you need itA SORE SPOT
1 thumbs up · 8 thumbs down
LOOKING FOR AN ALTERNATIVE?
Checked picks first: tags say why you would switch, stars say how fully each one stands in for Motif 3.
GLM 5.3
DeepSeek V4 Flash> SOURCES (12)
- REDDIT · 2026-08-13 · 61 UPVOTESOpen Models - July 2026
Open Models - July 2026
- REDDIT · 2026-08-10 · 54 UPVOTESMotif-Technologies/Motif-3 official realese
Motif-Technologies/Motif-3 official realese
- REDDIT · 2024-09-23 · 51 UPVOTES[N] The last paper in the Matrix Profile series: “Matrix Profile XXXI: Motif-Only Matrix Profile: Orders of Magnitude Faster”
[N] The last paper in the Matrix Profile series: “Matrix Profile XXXI: Motif-Only Matrix Profile: Orders of Magnitude Faster”
- REDDIT · 2026-08-31 · 41 UPVOTESLocal AI News You Missed - August 2026
Local AI News You Missed - August 2026
- BLOG · 2026-08-02 · 32 UPVOTESLatest open artifacts (#23): Laguna S2.1, Inkling, & Kimi K3 show the utility of open models on the Pareto frontier
Consolidation has been one of the paths that many astute observers predicted for the near-future of labs training models. It was labelled as inevitable, as training costs are increasing by orders of magnitude every year. Yet, as someone who in 2024 would’ve…
- REDDIT · 2026-08-18 · 16 UPVOTESHow to optimise local AI for lots of RAM but not a lot of VRAM?
How to optimise local AI for lots of RAM but not a lot of VRAM?
- REDDIT · 2026-08-17 · 15 UPVOTESCould today’s AI models give us an “LK-99 moment” — but this time for real?
Could today’s AI models give us an “LK-99 moment” — but this time for real?
- REDDIT · 2026-07-04 · 13 UPVOTESBaryGraph - knowledge graph where every relationship is its own embedded document (not an edge) [R]
BaryGraph - knowledge graph where every relationship is its own embedded document (not an edge) [R]
- REDDIT · 2026-08-18 · 8 UPVOTESComment in r/singularity
Comment in r/singularity
- REDDIT · 2026-08-18 · 8 UPVOTESComment in r/ollama
Comment in r/ollama
- REDDIT · 2026-08-18 · 5 UPVOTESIf AI+People Covering The Weak Spots Can Solve Complex Math, We Can Solve AI
If AI+People Covering The Weak Spots Can Solve Complex Math, We Can Solve AI
- REDDIT · 2025-08-12 · 0 UPVOTESWhy Do Independent AI Models Develop Similar Metaphors? A Testable Theory About Transformer Geometry and Symbolic Convergence
Why Do Independent AI Models Develop Similar Metaphors? A Testable Theory About Transformer Geometry and Symbolic Convergence