Suresh

I build Agentic AI systems — tool orchestration, memory, RAG, evals — and ship production-ready AI products. Sharing projects and deep dives here.

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Agentic Systems

Tool calling, routing, reflection, and guardrails.

Evals

Golden sets, win-rate, tool success, hallucination tracking.

RAG

Grounded answers with filters + metadata + retrieval-required.

Production

Latency, retries, observability, cost controls.

Featured Projects

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Finnie — AI Finance Assistant

Live

A production multi-agent AI system with six specialist agents for financial education, portfolio analysis, live market data, goal planning, news synthesis, and tax guidance.

PythonLangGraphGemini 2.0 FlashFAISS

Agentic Systems Playbook

WIP

Reusable patterns for planning, tool use, memory, and evaluation.

LangGraphRAGEvalsNext.js