Ling 3.0 Flash
Ling 3.0 Flash Fin by inclusionAI, optimized for multi-step financial workflows while retaining strong reasoning, coding, and math.
API Model ID
ling-3.0-flash
Developer
inclusionAI
Context Window
262K tokens
Median Latency (TTFT)
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Capabilities & Features
Tools Reasoning
Pricing & Access
Free on Starter accounts (no quota charge)
This model is immediately available via Web App and API without consuming paid quota balance.
API Usage Example (/v1/chat/completions)
BotConnector provides an OpenAI-compatible chat completions endpoint.
cURL
curl https://api.botconnector.id/v1/chat/completions \
-H "Authorization: Bearer $BOTCONNECTOR_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "ling-3.0-flash",
"messages": [
{"role": "user", "content": "Hello from BotConnector!"}
]
}'Python (OpenAI SDK)
from openai import OpenAI
import os
client = OpenAI(
base_url="https://api.botconnector.id/v1",
api_key=os.environ.get("BOTCONNECTOR_API_KEY")
)
response = client.chat.completions.create(
model="ling-3.0-flash",
messages=[
{"role": "user", "content": "Explain machine learning concisely."}
]
)
print(response.choices[0].message.content)Provider & Infrastructure Disclaimer
This model was developed by inclusionAI. BotConnector accesses models via official developer APIs or verified large-scale cloud providers. BotConnector does not rebrand or alter original developer attributions.