Ring Flash 2.0
Sep 2025
Ring Flash 2.0Compare inon
Benchmarks of Ring Flash 2.027
BenchmarkByScoreRank
Overall1
Knowledge4
Science2
Coding1
Writing14
Documents1
Legacy · saturated or no longer reported4
No benchmark matches
—per task?
self-host onlyprice
—output speed?
128Kcontext
Rankingin thinking mode?
Alternatives?
ModelScoreCostPer taskWhat changes
BetterGPT-6 Lunalow×9.3—$0.005Function calling only with none · Chat Completions+3
OpenQwen3.8 Flashthinking×40.1—$0.37Memory (4-bit): 62 GB → 108 GB+6BetterGPT-5.6 Lunalow×9.3—$0.01
BetterClaude Haiku 5.5low×32.9—$0.024Remove sampling parameters+5
BetterMiMo v2.5thinkingOpen×13.4—$0.042Memory (4-bit): 62 GB → 186 GBModelScoreCostPer taskWhat changes
Nothing here yet.
ModelScoreCostPer taskWhat changes
GPT-6 Lunalow×9.3—$0.005Function calling only with none · Chat Completions+3GPT-5.6 Lunalow×9.3—$0.01Claude Haiku 5.5low×32.9—$0.024Remove sampling parameters+5MiMo v2.5thinkingOpen×13.4—$0.042Memory (4-bit): 62 GB → 186 GBGPT-6.1 Terralow×54.6—$0.055ModelScoreCostPer taskWhat changes
Qwen3.8 FlashthinkingOpen×40.1—$0.37Memory (4-bit): 62 GB → 108 GB+6
Nemotron 3.5 Super VLthinkingOpen×38.1—$0.19Memory (4-bit): 62 GB → 75 GB
Solar Open2 250BOpen×20.6——Memory (4-bit): 62 GB → 150 GBQwen3.8 27BxhighOpen×19.6—$1.15max_tokens range · QwenCloud+4Nemotron 3.5 Bolt 74B-A9BOpen×15.4——ModelScoreCostPer taskWhat changes
Ling 3.1 Flash 1019×93.7—$1.49Ling 3.1 FlashOpen×64.9—$1.01Memory (4-bit): 62 GB → 343 GBRing 2.6 1TOpen×13.4—$0.29Memory (4-bit): 62 GB → 615 GBLing 3.0 Flash FinthinkingOpen×9.3—$0.06 / $0.18Memory (4-bit): 62 GB → 76 GBLing 3.0 Flash VLthinkingOpen×7.2—$0.06 / $0.18Memory (4-bit): 62 GB → 75 GBLing 3.0 FlashthinkingOpen×6.2—$0.028Memory (4-bit): 62 GB → 76 GBRing 1TOpensame—$0.57 / $2.29Context: 128K → 64K+1Ling 1Tnon-thinkingOpensame—$0.57 / $2.29Context: 128K → 32K+1All inclusionAI models →Run it yourself
estimateFits on✗ 8 GB (phone, laptop)✗ 16 GB✗ 24 GB GPU✗ 48 GB GPU✓ 80 GB GPU · compressed
LicenceMITfree for commercial use
Benchmarks
all categoriesChat & Knowledge
Humanity's Last Exam9.6#200
AA Omniscience Index-58.6#253
CritPt (physics)0.3#181
AA Intelligence Index 4.3.2≈7.2#277
AA Omniscience · Accuracy16.6#210
GPQA Diamond72.5#174
AIME 2025 · AA archived83.7#34
Coding
LiveCodeBench · AA archived62.8#68
Agents & Tool Use
τ²-bench · AA0#232
Writing & Language
IFBench (instructions)43.3#140
FAQ
How much does Ring Flash 2.0 cost?›
There is no per-unit API price: self-host only.
Is Ring Flash 2.0 free to use?›
There is no free API. The weights are open, so you can run it yourself.
How good is Ring Flash 2.0, and what is it best at?›
#199 of 336 in Chat & Knowledge, #137 of 239 in Coding, #229 of 242 in Agents & Tool Use, #142 of 197 in Writing & Language.
Is Ring Flash 2.0 better than Tri 21B Think?›
On CritPt (physics), Ring Flash 2.0 scores 0.3 vs 0.3 — about the same.
What is the context window of Ring Flash 2.0?›
128K tokens.
When was Ring Flash 2.0 released? Is there a newer version?›
Released 2025-09-19. It is the current version in its line.
Is Ring Flash 2.0 open source?›
Yes, the weights are open (MIT licence).
Can I run Ring Flash 2.0 locally?›
The weights are open and can be self-hosted; hardware needs are not confirmed yet.
Can Ring Flash 2.0 read images?›
No, it accepts text only.
What is Ring Flash 2.0?›
Ring Flash 2.0 is an open-weights language model from inclusionAI, released Sep 2025.
What are the best alternatives to Ring Flash 2.0?›
GPT-6 Luna (better), Qwen3.8 Flash (open weights).