AI & ML interests
Large Language Models, LLM Observability, Production AI, MLOps, AI Safety, Generative AI, Agentic AI, Autonomous Systems, Guardrails, Hallucination Detection, Drift Detection, AI Evaluation, Healthcare AI, NLP, Transformer Models, Open Source AI
Recent Activity
Ambharii Labs
Human-Centered AI · Built for Impact · Production-Proven
We build open-source AI infrastructure that enterprises can trust in regulated industries — healthcare, energy, financial services.
Founded by Anil Prasad, Head of Engineering & Product at Duke Energy. 28 years of production AI across Fortune 100 companies.
Our Products
🔍 ARGUS — LLM Observability
Traces tell you what happened. ARGUS prevents it.
Production LLM output evaluation across six dimensions:
| Dimension | Measures | |
|---|---|---|
| G | Groundedness | Grounded in context? |
| A | Accuracy | Factually correct? |
| R | Reliability | Consistent? |
| V | Variance | Prompt drift? |
| I | Inference Cost | Within budget? |
| S | Safety | PII, injection, toxicity? |
pip install argus-llm
🌐 AI Aether — Enterprise AI Readiness
Eight-dimension maturity model for Fortune 100 AI strategy.
Proven at Scale
- $4.1B acquisition — R1 RCM CloudmedAI
- Grid intelligence — Duke Energy CASPAR
- Clinical AI — Ambry Genetics GenAI pipeline
- Enterprise AI — UnitedHealth, Medtronic, Xcel Energy
Connect
🌐 ambharii.com 👤 anilsprasad.com 💼 linkedin.com/in/anilsprasad 🐙 github.com/anilatambharii 🐦 @anilsprasad
Top 100 AI Leaders USA 2024 · Stanford · BITS Pilani · IEEE