Deepractice Cloud is more than a model gateway. It organizes roles, memory, tools, resources, and model routing so AI agents can work like real team members.
The platform separates AI work into governable layers: individuals and roles, tools and equipment, resources and documents, models and billing. Models are the foundation; agent collaboration is the main path.
Attach search, document parsing, resource management, deployment, tickets, and other capabilities to specific roles.
Manage temporary attachments, working files, semantic documents, and reusable assets without flooding model context.
Use Harness, tickets, and role memory to record decisions and verification, making agent behavior traceable and iterative.
All agent calls share one account, model catalog, and usage ledger so teams can choose models while controlling cost.
Keep OpenAI and Anthropic compatible endpoints for existing applications, while the agent runtime schedules those model capabilities behind the scenes.
from openai import OpenAI
client = OpenAI(
base_url="https://api.deepractice.ai/openai",
api_key="your-api-key"
)
response = client.chat.completions.create(
model="deepseek-v3",
messages=[{"role": "user", "content": "Hello!"}]
)
print(response.choices[0].message.content)Unified access to foundation model providers
Agents should collaborate, use tools, and accumulate context, not just answer one prompt.
Organize agents with roles, duties, goals, and memory so multiple specialists can collaborate in one business space.
Connect conversation, tool calls, file handling, task execution, and state updates into one work loop.
Models remain the foundation: unified access, capability-aware routing, and usage metering for every agent.
Model supply is the foundation: access leading AI models with per-million-token pricing.
Qwen
MoonshotAI
Anthropic
DeepSeek
Anthropic
MiniMax
xAI
StepFun
Anthropic
MoonshotAI
Anthropic
Anthropic
Anthropic
Anthropic
Anthropic
Anthropic
Anthropic
Anthropic
Anthropic
Anthropic
Anthropic
Anthropic
DeepSeek
DeepSeek
DeepSeek
DeepSeek
DeepSeek
DeepSeek
DeepSeek
DeepSeek
DeepSeek
DeepSeek
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
OpenAI
Begin with one role, then connect tools, resources, models, and team workflows.