Seminal AI
§1

Arctic-AWM-8B

Narrow but useful: a small model RL-trained specifically for multi-turn MCP tool calling.

Data checked 2026-09-06

Other notable labs ga open weights Snowflake/Arctic-AWM-8B

Context window
Max output
Input
per 1M tokens
Output
per 1M tokens
Released
2026-02-10
Parameters
8B (Qwen3 base, agentic RL)
Licence
Apache 2.0

A What it is for

Also ships at 4B and 14B. Treat it as a research artifact, not a general chat model.

B Capabilities

tool-use agentic multi-turn mcp
Input modalitiestext
Output modalitiestext

C Others from Other notable labs

Model Context Max out In $/M Out $/M Blended Status
Jamba Large 1.7 jamba-large-1.7 256K 4.1K $2.00 $8.00 $3.50 ga open
Jamba Mini 1.7 jamba-mini-1.7 256K 4.1K $0.20 $0.40 $0.25 ga open
Jamba2 Mini ai21labs/AI21-Jamba2-Mini 256K ga open
Jamba2 3B ai21labs/AI21-Jamba2-3B 256K ga open
Jamba Reasoning 3B ai21labs/AI21-Jamba-Reasoning-3B ga open
Reka Core reka-core $2.00 $6.00 $3.00 ga
Reka Flash reka-flash $0.80 $2.00 $1.10 ga
Reka Edge (reka-edge-2603) reka-edge $0.10 $0.10 $0.10 ga open
Reka Flash 3.1 RekaAI/reka-flash-3.1 ga open
Olmo 3.1 32B Think allenai/Olmo-3.1-32B-Think 65.5K 32.8K ga open
Olmo 3.1 32B Instruct allenai/Olmo-3.1-32B-Instruct 65.5K ga open
Olmo 3 32B Base allenai/Olmo-3-32B 65.5K ga open

D Verify before you commit

Model pricing changes without notice and this page is a snapshot. Confirm against the vendor's own page before you build a budget on it.

Source: huggingface.co · checked 2026-09-06 · Other notable labs pricing · API docs

Some figures on this page are recorded at medium confidence — the vendor does not publish them in a single authoritative place. Treat them as indicative.