UltimaCore is a lightweight Python orchestration library that enables multiple AI models to collaborate, review, and improve each other’s outputs.
It is designed to make multi-model teamwork simple, fast, and accessible — even for non-experts.
Most AI tools work like this:
One prompt → One model → One response
Real problem-solving doesn’t work that way.
UltimaCore introduces a team-based AI approach, where multiple models work together — just like humans in a team.
UltimaCore allows multiple AI models to:
- Receive the same input
- Generate independent responses
- See each other’s outputs
- Review, discuss, and improve results together
- Produce a stronger final answer
All of this happens automatically.
pip install ultima-ai
(Note: package name may be finalized during initial release)
from ultimaai import UltimaCore
result = UltimaCore.asyncio( models=[model_a, model_b], prompt="Design database schema" ).run()
print(result)
That’s it.
- No async code
- No complex setup
- No framework knowledge required
- Runs multiple models in parallel
- Allows models to see each other’s outputs
- Enables natural, free-form collaboration
- Returns a unified final result
UltimaCore handles all orchestration internally.
UltimaCore is built on three strict principles:
- Simplicity First
- One function
- One prompt
- One result
- Even non-coders should be able to use it
- Model-Agnostic
- No dependency on OpenAI, Google, or any single provider
- Works with any model or API the user supplies
- You bring your own models
- Speed Matters
- Lightweight
- Async-powered internally
- Scales from 2 models to many (user-controlled)
By default, models collaborate freely.
For users who want structure, UltimaCore supports optional role-based coordination:
UltimaCore.roles.asyncio( coder=model_a, reviewer=model_b, prompt="Optimize this algorithm" ).run()
Freedom by default. Structure when needed.
- Lock users into a specific API provider
- Hide outputs between collaborating models
- Force complex abstractions or deep async knowledge
- Models can collaborate openly
- Fast execution
- Clean, readable usage
- User control
Early-stage open-source project.
Core ideas, API design, and orchestration logic are being finalized before implementation.
Hardik Sen
Founder, Master AI
India
UltimaCore is an experimental orchestration library. APIs may evolve as real-world usage informs improvements.