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Gemini 2.5 Flash

Google's best model in terms of price-performance, offering well-rounded capabilities. Gemini 2.5 Flash is best for large scale processing, low-latency, high volume tasks that require thinking, and agentic use cases.

See the code
Model IDgemini-2.5-flash

What it can do.

Streaming
celeste.text.generateGenerate text
celeste.images.analyzeUnderstand media
celeste.audio.analyzeUnderstand media
celeste.videos.analyzeUnderstand media

Parameters.

Supported controls from Celeste’s model registry. Values and availability differ between models.

Gemini 2.5 Flash parameters and constraints
ParameterAccepted values
temperature0 – 2
max_tokens1 – 65536
thinking_budget-1 – 24576
toolsList of tool definitions
output_schemaPydantic BaseModel
imageImage artifacts
videovideos
audioaudio

Start with a few lines

Put it to work.

Use your provider credentials. Call the model through the SDK and build around its output.

Generate
import celeste
response = await celeste.text.generate(
model="gemini-2.5-flash",
prompt="Write a project brief for a neighborhood repair café." )
print(response.content)

This example uses text.generate. Explore the quickstart for installation and authentication.