index

hi, i'm ani.

I build minimal interfaces for complex systems, with a focus on AI workflows, execution speed, and product clarity.

about

I am currently building an investment research platform for PGI, serving analysts and quants across top institutions.

Previously I built analytics tooling for Atlantic and automation systems for Range Media Partners while launching profitable web products.

selected work

[+]

Quantercise

featured

Quant interview prep for Jane Street, Citadel, Two Sigma.

2024-

400+ problems with Python code editor, KaTeX math rendering, instant grading, and gamification. Next.js 15, React 19, Postgres (Aurora to Neon migration), Lambda for sandboxed execution.

Next.js 15TypeScriptPostgresAWS LambdaMonacoStripe

./case_study.md ./launch_site.sh

[+]

iMessage MCP

placeholder

Read-only iMessage analysis and tooling.

2026

Local-first MCP server and analytics toolkit focused on communication patterns, search, and relationship intelligence.

TypeScriptMCPSQLiteLLM Tooling

./view_source.git

view all work

latest thoughts

JPEGMAFIA is our kanye west

Why boundary-pushing builders ship faster when they ignore consensus and optimize for signal.

musicproductexecution

February 12, 2026

Search will be dead by 2030

Search does not disappear, but the interface collapses into agents, context memory, and proactive retrieval.

aisearchproduct

January 31, 2026

view all thoughts