What I'm Working On Now
Inspired by Derek Sivers' /now page movement: a transparent snapshot of my current professional focus, active venture builds, technical research, and intellectual curiosities.
What I'm Currently Building
Active ventures, platforms & software in production
Edvance Prime: Complete Smart Learning Suite
Flagship VentureRole: Head of IT, Admin, HR & Tech Architecture
Expanding our interactive smart digital classroom software with NEP 2020 & NCF-aligned 3D content, teacher AI lesson helpers, and automated institutional school ERP systems across partner schools.
Autonomous Agentic Research & Automation Workflows
AI ProductRole: R&D & Engineering
Developing self-healing LangGraph-based workflow agents that automate compliance digests, cross-border document processing, and structured multi-format data exports.
Pravin AI Reader & Book Intelligence Platform
Intelligence EngineRole: Full-Stack Product Engineering
Upgrading our AI reading engine with multilingual Hindi/English outputs, interactive 'Ask the Book' semantic Q&A, and structured mental model extracts.
What I'm Learning & Researching
Technical depth, emerging paradigms & code experiments
Local LLMs & Quantized Inference at the Edge
Experimenting with 4-bit and 8-bit quantized open-weights models (Llama 3, Mistral) running entirely offline on edge hardware to ensure zero data leakage for confidential business workflows.
Embedded Microcontroller & Telemetry Architectures
Refining ESP32-based sensory attendance logs and environmental telemetry nodes communicating over lightweight MQTT protocols.
Deterministic Guardrails for Non-Deterministic Agents
Designing strict JSON-schema validation pipelines that guarantee 100% structured reliability when orchestrating probabilistic LLM agents.
What I'm Thinking About
Systems thinking, human adoption & operational scale
The Human Element in EdTech Adoption
Why the most technologically advanced digital board software fails if teachers need more than 3 clicks to start an interactive lesson.
Automation as Cognitive Liberation
How eliminating repetitive administrative spreadsheets frees up human creative bandwidth for strategic, empathetic decisions.
Scale, Perspective, and Long-Term Systems
Keeping intellectual perspective on the long-term societal and educational impact of the digital systems we engineer today.
Working on something similar?
I am always keen to exchange notes on smart classroom architectures, process automation, and practical AI implementations.