Rupta AI

Rupta Brain

Brain

Brain turns a mixture-of-models into one unified OpenAI-compatible model API with system intelligence.

Brain routes requests across a model pool through vLLM Semantic Router
Built on open-source vLLM Semantic Router.
Brain Model is available as rupta/brain-v1-flash rupta/brain-v1-pro rupta/brain-v1-secure

What is Brain?

One interface for a routed model fleet.

Brain exposes balanced, accuracy-first, and security-first behavior without changing the application API.

01

One API for many models

Integrate once, then route across model providers and private fleets without rebuilding application logic.

02

Preference-aware routing

Choose cost-first, safety-first, quality-first, or balanced behavior at the system layer.

03

Collaboration beyond one model

Use routing and model cooperation to improve outcomes on tasks where a single model is not the best abstraction.

Tech Behind

Built on open-source vLLM Semantic Router.

vLLM Semantic Router provides the open-source routing core behind Brain: semantic signals, projection, decision, and serving over heterogeneous model pools.

vLLM Semantic Router logo
  1. Signaltask semantics, cost, safety, latency, privacy
  2. Projectmap requests and model strengths into one routing space
  3. Routeselect model, collaboration path, and fallback strategy
  4. Serveexecute across open, closed, private, or vLLM-backed pools

How to Use

Three models for three operating modes.

Pick the preference your product needs: balanced throughput, accuracy-first reasoning, or security-first policy control. Brain keeps one API while changing the routing behavior underneath.

Balance

rupta/brain-v1-flash

Default routing for daily products, agents, search, and coding workflows.

Accuracy

rupta/brain-v1-pro

Quality-first routing for hard reasoning, research, and code review.

Security

rupta/brain-v1-secure

Security-first routing for policy-gated, privacy-sensitive, and adversarial workloads.

Model Capability

Beat frontier models.

Early VSR scorecards show routed model systems beating displayed frontier and Fugu baselines on LiveCodeBench and GPQA-D.

Early result scorecard comparing VSR with Fugu and frontier models
Early scorecard: VSR leads the displayed LiveCodeBench and GPQA-D comparisons against Fugu and Fugu Ultra.

Router Capability

Routing quality is measurable.

RouterArena gives a public readout of routing accuracy across competing router systems.

RouterArena leaderboard screenshot showing vLLM Semantic Router
RouterArena snapshot: vLLM Semantic Router ranked at the top of the public routing leaderboard.