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, Enthurial India
UltimaCore is an experimental orchestration library. APIs may evolve as real-world usage informs improvements.