Projects_

Quant researcher, ex-BlackRock VP, Citadel and Schonfeld alumna, Columbia MS in mathematical finance. I build and ship AI products across markets, language, and culture.

At the terminals

Markets

Equities · Research · Signals
Dashboard · RAG agent

Equity Research

An equity dashboard for the Russell 3000 with a research chatbot on top. It tracks how every sector and industry is performing, surfaces the highest-scored companies inside the leaders, and flags the week's biggest earnings beats and misses.
russell3000-research-dashboard
Web app · Rules + model

Watchlist

The watchlist tracks the companies in my portfolio on both fundamental and technical metrics. The data refreshes 3 times a day, and the tool recommends a course of action for each name: exit, trim, hold, or pile on.
watchlist
Email · Two digests

Trade Alerts

I set up two trade alerts: one tracks the trades made by members of Congress, and the other tracks the trades made by company insiders. The Congress routine runs once a day, and the insider routine runs every hour on trading days.
trade-alerts · daily digest

Write-up

AI use cases in investment management

Having spent 12 years on the buy side across trading desks and multi-manager funds, I wanted to explore second-generation AI workflows that move beyond speeding up existing work to unlock new capabilities. The piece covers four themes: human and AI recursive self-improvement, generating alpha from under-exploited and proprietary data, building new signals through systematic research, and standardizing data and code. Each use case comes with the guardrails needed to implement it securely and protect the firm's data.

Language

Vocabulary · Nuance · Precision
Chrome extension · Multi-model

Vocab Premium

Vocab Premium catches generic intensifier-plus-adjective phrases as you write and suggests precise single-word alternatives that fit the tone, the nuance, and the context.
a writer's draft · flagged
glaringconspicuousblatanttransparent
It underlines a generic expression and suggests a more precise alternative that fits the intensity, the nuance, and the context
a writer's draft · revised
Pick one and the sentence is rewritten
iOS app
1983 maps vocabulary as cartography. You browse the word-clusters, learn each word in its context, quiz yourself, and track your mastery over time. The quizzes started with recognition, picking the word that fits a definition. I soon found that recognizing a word is not the same as producing it, so I added quiz types that test recall. They have become part of my morning routine, with my morning coffee and LED mask.
6 screens · scroll
01Explore: clusters as cassette tapes
Cluster map
02Every cluster, a map by intensity and register
Word detail
03Tap a word for meaning and a literary citation
Quiz
04Quiz: which word fits the definition
05Progress: a 90-day mastery map
06Marketing: envy vs jealousy, an AI-built clip
6 screens · scroll

Culture

Philosophy · Art · Community
iOS app

Le Salon

App Store ↗
Le Salon is your digital cultural journal. You can review books, movies, and TV shows, share cultural activities with your friends, and keep everything you are looking forward to in a single list.
6 screens · scroll
La Liste
01La Liste: everything to read, watch, hear
Reviews
02Reviews and ratings
03A weekly philosophical movement
04Activity: weekly picks for your city
05Your weekly journal
06Marketing: the Kierkegaard week as one reel
6 screens · scroll

Tools

Claude skills · plugins
Claude skill

Chart Selection

Inspired by the FT charts, the skill selects the charts that best answer the question.
chart-selection / from question to chart
On GitHub ↗
Claude Code plugin

Agent Crew

I used Mods to add a side panel and visualize my crew of agents working. It also helps me track context usage and cache expiration.
agent-crew / a side panel for Claude Code
On GitHub ↗
How to contact me
SOUMAYA / PROJECTS "How it's built" opens the deep dive