The prefrontal cortex
for generative AI.
Agentic systems that reason causally, not just respond. Built at the intersection of frontier research and production-scale engineering.
What is Vaish.ai
An intelligence OS.
Not an AI wrapper.
Three functions, one operating layer, built for decisions that cannot afford to be wrong.
Prototype lab
From research hypothesis to working system. Vaish.ai incubates research prototypes engineered to the reliability and scale demanded by production infrastructure.
Research studio
Active research into causal reasoning architectures, reinforcement learning for agentic decision loops, and model reliability, backed by peer-reviewed work spanning three continents.
Intelligence OS
Vaish.ai is the umbrella runtime. ARCH is its reasoning engine. CORTEX is its reliability suite. Together, an intelligence stack for high-stakes environments.
Active R&D · Independent research
The intelligence stack.
Two research systems in active development. Whitepapers pending.
ARCH
Autonomous Reasoning & Causal Hierarchy
A metacognitive executive layer for frozen-model inference, combining structural causal models, do-calculus, and reinforcement learning with a working-memory buffer. ARCH lets agents reason hierarchically, evaluate counterfactuals, and converge on high-confidence conclusions without retraining the base model.
CORTEX
Model Reliability Evaluation Suite
A testing and benchmarking framework for evaluating large language model reliability under adversarial conditions and distributional shift. CORTEX surfaces failure modes before they reach production. Built to stress-test ARCH, and any model, in high-stakes environments.
The architect
Vaishnavi Yeruva.
Published researcher. Production engineer. Eight-plus years building AI systems at the scale of hundreds of millions of users.
The Architect · Vaish.ai
Research lineage
- 🎓
M.S. Artificial Intelligence
Northwestern University · Evanston, IL, USA
- 🔬
Research · Speech & Signal Processing
Indian Institute of Science (IISc), Bangalore. Collaboration with GE Healthcare: 66% reduction in system processing time.
- 📄
6 Peer-Reviewed Publications & Talks
INTERSPEECH · Speaker Odyssey · ICANN · IEEE INDICON · NCC
- 🎤
Speaker · Grace Hopper Celebration India
Associative Memory Frameworks for Speech Recognition, 2016
Engineering pedigree
- ⚙️
Senior AI Engineering Consultant
Architecting agentic LLM systems (multi-agent orchestration, MCP-integrated workflows, evaluation, guardrails, and observability) for Fortune 500 clients within the applied AI practice of a global Big Four consultancy.
- 🤖
Agentic SDLC Transformation
Re-engineered enterprise software delivery for a Fortune 500 financial services firm around agentic development patterns, cutting feature cycle time from one week to one day and tripling team capacity.
- 🛰️
Autonomous Diagnostics at Internet Scale
Designed agentic root-cause-analysis systems for one of the world's largest consumer internet platforms, embedding expert investigative reasoning into semi-autonomous workflows spanning hundreds of millions of users.
- 🏥
Explainable AI for Healthcare
Predictive risk pipelines and XAI for clinical decision support: patient outcomes, health equity, and personalized preventive care.
Selected research
Publications & talks.
Initialize connection
Working on something that demands real AI reasoning?
Whether you're a researcher, founder, or hiring for frontier AI roles, let's talk. Research conversations and collaborations are always welcome.