AjithThaduri
Building intelligent systems that are secure, scalable, and genuinely impactful.
Impact Snapshot
Systems
Satisfaction
Uptime
Deployments
"AI must be secure, controllable, and genuinely useful."
Core Philosophy
Technical Excellence
From research concepts to production-ready platforms.
Philosophy
Building AI systems that are operational infrastructure, not experimental demos.
My work centers on deploying intelligent systems in environments where failures are unacceptable—systems that must be auditable, secure, and controllable by design.
I have delivered multiple end-to-end AI platforms, including enterprise- and government-grade conversational and document intelligence systems, all engineered with:
- ● Strict PHI/PII protection
- ● Compliance-aware guardrails
- ● End-to-end auditability
- ● Reliability guarantees
Career Journey
A consistent track record of delivering production-grade AI systems.Collaborated with 4 major enterprises and associated with 3 innovative startups.
AI / ML Consultant
CurrentGovernment-Grade & Enterprise AI Systems
- Delivered end-to-end AI platforms with strict compliance and auditability.
- Built conversational AI systems with controlled LLM behavior.
- Designed agentic systems for autonomous, multi-step reasoning.
- Architected RAG pipelines processing high-volume documents.
Lead ML Engineer
PreviousLarge-Scale Document Intelligence Platforms
- Architected document intelligence systems processing massive document streams daily.
- Implemented compliance-aware AI guardrails.
- Optimized infrastructure to significantly reduce operational costs.
- Mentored and guided junior ML engineers.
ML Engineer
PreviousAI Research & Applied Systems
- Built custom NLP models achieving high domain accuracy.
- Developed real-time ML inference APIs at scale.
- Designed automated data pipelines improving processing efficiency.
Technical Stack
A production-tested toolkit built through real-world AI system delivery. I select tools for stability, scalability, and security.
AI / ML Frameworks
- LangChain / LangGraph
- Hugging Face Transformers
- OpenAI-compatible APIs
- Advanced Model Tuning
Vector & Data Systems
- Pinecone / Weaviate
- FAISS / Chroma
- PostgreSQL / pgvector
- Distributed Retrieval
Backend & Operations
- Python / FastAPI
- Node.js / Express
- Kubernetes / Docker
- MLOps & CI/CD
AI Security
- PII/PHI Detection
- AI Guardrails
- Observability
- Adversarial Defense
Document Intelligence
- OCR & Text Extraction
- Embeddings & Semantic Search
- Complex Parsing
- Structure Recognition
Frontend
- React / Next.js
- TypeScript
- Tailwind CSS
- D3.js / Visualization
What I Offer
End-to-end AI solutions tailored for security, scale, and real-world constraints.
Generative AI Development
Custom LLM applications with controlled behavior, context awareness, and model fine-tuning.
Agentic AI Systems
Autonomous agents capable of complex reasoning, multi-step execution, and tool orchestration.
Secure AI Deployment
Enterprise-grade AI with PHI/PII protection, guardrails, and audit logging.
Document Intelligence
High-accuracy processing of unstructured data, OCR, and semantic search at scale.
AI Architecture & Consulting
Strategic guidance, system design, roadmapping, and technology selection.
Team Training
Hands-on workshops for engineering teams on LLMs, RAG, and best practices.
Selected Work
Anonymized case studies demonstrating high-impact deployments in regulated industries.
Secure Generative AI Platform
Controlled LLM behavior with strict PHI/PII protection. Serving tens of thousands of users reliably with compliance-aware document reasoning.
Agentic AI Workflow System
Multi-agent architecture for task orchestration and intelligent tool integration, delivering significant operational efficiency improvements.
High-Risk Document Intelligence
Structured data extraction from complex unstructured documents. Deployed in high-security, restricted environments with optimized accuracy.
Scalable RAG Infrastructure
Distributed vector search architecture providing real-time retrieval at scale with high availability and near-perfect uptime.
Let’s Build
Something Trustworthy.
Ready to deploy secure, scalable AI systems? Reach out directly to discuss your project requirements.