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Comparison of Seed-2.0-code, Feynobg Background Remover, Krea 3 Realtime, Reflection: Beam 1.0 501B A23B
4 modelsByteDanceSeed-2.0-codeRemove ×fal-aiFeynobg Background RemoverRemove ×kreaKrea 3 RealtimeRemove ×reflectionReflection: Beam 1.0 501B A23BRemove ×
What’s differentA coding model optimized for real-world development environments, with reliable tool use in common IDEs such as Claude Code. It delivers strong front-end performance and supports Skills.FeyNobg is a state of the art AI model for background removal from feynincEdits 768×768 frames in a persistent WebSocket session; a fixed seed helps keep consecutive frames consistent.Apache-2.0 text model with 501B total and 23B active parameters; ships BF16, FP8 and NVFP4 weights.
DateApr 29, 2026ListedJul 28, 2026ListedOct 14, 2026ListedOct 16, 2026Released
Listed rate$0.50 in / $3.00 out/ 1M tokensDeepInfra · all routes ↗$0.001/ generationfal · all routes ↗See provider quotes$0.25 in / $1.00 out/ 1M tokensNebius · via OpenRouter · all routes ↗nebius/fp8 · quantization=fp8
Provider endpoints1 endpoint →1 endpoint →0 endpoints →6 endpoints →
AA Intelligence ↗4.3.2Not reportedNot reportedNot reported30.33 ↗Effort not specifiedIndependent result
AA-Briefcase ↗1.1Not reportedNot reportedNot reported976.2 ↗Effort not specifiedIndependent result
GDPval-AA ↗2.1Not reportedNot reportedNot reported1,177.08 ↗Effort not specifiedIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reportedNot reportedNot reported48.46% ↗Effort not specifiedIndependent result
Terminal-Bench 4.0 · AA ↗Not reportedNot reportedNot reported3.03% ↗Effort not specifiedHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reportedNot reportedNot reported48.5% ↗AA · Under reviewEffort not specifiedIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reportedNot reportedNot reported34.66% ↗Effort not specifiedIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reportedNot reportedNot reported11.6% ↗Effort not specifiedIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reportedNot reportedNot reported13.14% ↗AA · Under reviewEffort not specifiedIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reportedNot reportedNot reported1.5 ↗Effort not specifiedIndependent result
AA-LCR ↗1.1Not reportedNot reportedNot reported78% ↗Effort not specifiedIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reportedNot reported55.5% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reportedNot reported67.9% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reportedNot reported72.8% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reportedNot reported0% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reportedNot reported83.9% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reportedNot reported17.3% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reportedNot reported66.4% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reportedNot reportedNot reported80.2% ↗Effort: max · single runIndependent result
Context window256K——1M
Max output———943.7K
Parameters———501B
Tool callingNot reportedNot reportedNot reportedSupported
Structured outputNot reportedNot reportedNot reportedSupported
ReasoningNot reportedNot reportedNot reportedSupported
Prompt cachingNot reportedNot reportedNot reportedSupported
Open weightsNot reportedNot reportedNot reportedSupported