By reflection ยท Updated 2026-11-01 ยท Open weights ยท apache-2.0long-context / RAGcheap high-volumestep-by-step reasoningopen weights / self-hostable
Reflection: Beam 1.0 501B A23B is best suited for long-context / RAG, cheap high-volume, step-by-step reasoning, open weights / self-hostable. Access it through one Appmo API key alongside 444 other models โ Appmo's optimizer can route to it automatically when it is the best value for a request. Weights: huggingface.co/reflection/Beam-1.0-501B-A23B.
Not enough posts yet to judge community sentiment. 4 new GitHub repos mentioning it. How we measure this.
curl https://appmo.com/v1/chat/completions \
-H "Authorization: Bearer $APPMO_KEY" \
-d '{"model":"reflection/beam-1.0-501b-a23b","messages":[{"role":"user","content":"Hello"}]}'How much does Reflection: Beam 1.0 501B A23B cost?
Reflection: Beam 1.0 501B A23B costs $0.25 per 1M input tokens and $1 per 1M output tokens ($0.438 blended), as of 2026-11-01. Prices are expected to fall as competition increases.
What is Reflection: Beam 1.0 501B A23B best for?
Reflection: Beam 1.0 501B A23B is best suited for long-context / RAG, cheap high-volume, step-by-step reasoning, open weights / self-hostable.
How do I use Reflection: Beam 1.0 501B A23B?
Send requests to Appmo's OpenAI-compatible endpoint with model id "reflection/beam-1.0-501b-a23b" and one API key โ no separate provider account needed.
Is Reflection: Beam 1.0 501B A23B open source?
Yes โ its weights are public on Hugging Face (reflection/Beam-1.0-501B-A23B) under the apache-2.0 license; check the license terms before commercial use.
Can Reflection: Beam 1.0 501B A23B create images?
No, Reflection: Beam 1.0 501B A23B works with text.