I architect and build production-grade AI systems — from agentic automation layers and conversational chatbots to on-device voice interfaces and LLM-powered developer tools. I specialize in decomposing complex, ambiguous problems into well-scoped, executable components, and in keeping AI systems lean, maintainable, and free of unnecessary framework bloat. I've collaborated with teams across India, the USA, Germany, and Israel.
Services
AI Transformation
Identifying high-value AI use cases for your organization and translating them into concrete project plans — from feasibility through roadmap.
Agentic Digital Coordination
Designing and building a highly connected agentic automation layer that orchestrates your existing digital systems, data sources, and APIs into coherent workflows.
Voice Interfaces
Handsfree, speech-first interfaces — wake-word detection, ASR, TTS, and LLM logic — orchestrated into your existing products and backend systems.
De-bloating
Rescuing agentic projects from heavy frameworks like LangChain or LlamaIndex. Replace opaque abstractions with lean, auditable code that you actually own.
Code Modernization
Using agentic tools to systematically refactor and modernize legacy codebases — adding tests, documentation, and structure at scale.
Hiring & Training
Helping teams plan AI headcount, consolidate requirements, conduct technical interviews, and build structured onboarding and training programs for AI roles.
Products
ZenoCortex
A prompt-driven, hyper-extensible chatbot core built for production. Instead of hardcoding agent logic in Python, ZenoCortex uses a table-of-contents-driven RAG architecture to dynamically select instructions at runtime — making it trivial to add new capabilities without cascading code changes.
Available as Python source code for licensing. Suitable for teams that want a solid, maintainable chatbot foundation without framework lock-in.
Open Source
GitHub: github.com/charstorm
LLMBinge
Generative AI tool to generate and explore Wiki-like articles using LLMs. Great for deep-diving into a topic through an auto-generated knowledge graph.
LinkItAll
A dependency-graph tool for capturing hierarchical knowledge structure — ideas defined in YAML with prerequisite dependencies, enabling comprehensive learning paths.
Reshka
Handsfree transcription — a browser-based voice-to-text tool running client-side.
Vilberta
An interactive voice assistant: three-stage ASR + LLM + TTS pipeline with intelligent interruption handling and MCP tool-calling support.
Experience
Skills
Contact
- Email nk.vinay@gmail.com
- Phone +91 89216 38478
- LinkedIn linkedin.com/in/vinay-krishnan-genai
- GitHub github.com/charstorm
- Location Thiruvananthapuram, Kerala, India