About Me
I'm Shankar, an AI + Web3 Engineer with a track record of building production systems that solve real problems.
After 2.5 years at Amazon (6-month internship + 2 years as SDE-I) working on Finance Automation systems, I transitioned to building AI agents, automation tools, and Web3 applications full-time.
My strength lies in turning ambiguous workflows into deterministic agents with human-in-the-loop guardrails. I ship fast across the entire stack: design → data → infrastructure → backend → frontend.
Current Focus
Agentic Systems
Tool-enabled AI agents with RAG, function calling, and action graphs
Production Automations
Content, ecommerce research, finance ops — all end-to-end
Solana + Web3
On-chain data, heuristics, and social sentiment fusion
Human-in-the-Loop
Deterministic workflows with guardrails and approvals
Impact & Achievements
Invoice processing via LedgerPilot with vendor/item auto-creation
Research acceleration with EcomRadar + DropIntel
Content production cycles via ReelrOS/DreamReelr pipelines
Philosophy
Ship fast, measure outcomes. I prefer clean, premium UX with demonstrable impact over feature bloat.
End-to-end ownership. From initial design and data pipelines to infrastructure, backend APIs, and frontend — I handle the full stack to ensure cohesive solutions.
Human-in-the-loop by default. AI agents should augment human decision-making, not replace it. Every system I build includes approval workflows and audit trails.
Currently
Building NeuralEdge — an umbrella for AI agents and integration frameworks, with a focus on positioning and delivery systems for production use cases.