lakshit sachdeva

i build machine learning products, retrieval systems, and weirdly specific tools that feel useful the second you touch them. currently spending time at ey and shipping things on my own.

most of what i like sits somewhere between software, ml, and product taste. private memory, numeric reasoning, agent workflows, interfaces that make complicated systems feel obvious.
also shipping experiments at athair and recurdo.

now

building at ey

base

mumbai

focus

retrieval, reasoning, local-first systems

side quests

research, products, open source

selected work

Recurdo - local-first AI memory engine

A private memory layer that indexes files, screenshots, browser activity, chats, and saved links so information can be retrieved through contextual natural-language search instead of exact filenames.

FastAPIReactFAISSSQLite FTSlocal-first

Athair - trade thesis stress testing

An AI-powered engine that pressure-tests trade ideas with thesis decomposition, volatility regime detection, fat-tailed Monte Carlo simulation, and confidence-driven invalidation logic.

LLM agentsquant riskMonte Carlotrading

drift - local-first AutoML CLI

An open-source AutoML system that turns plain-English and Hinglish requests into trained, validated ML models through structured planning, self-healing retries, and hard reliability gates.

PythonFastAPIagentic workflowsAutoML

Smart waste management system

A hardware-software co-design build with a fine-tuned ResNet-50, OpenCV-based live inference, Streamlit monitoring, and Arduino-driven servo actuation for automated waste segregation.

PyTorchOpenCVArduinocomputer vision

Financial portfolio management system

A full-stack tracker with secure JWT auth, multi-asset portfolio views, real-time performance analytics, and Supabase-backed live updates for holdings and allocations.

ReactSupabasePostgreSQLanalytics

CAPTCHA-X benchmark study

A synthetic benchmark reliability study showing CAPTCHA recognition performance can collapse under cross-generator transfer, backed by a 160,000-image benchmark and reliability-aware evaluation.

researchCNNsOOD evaluationbenchmarking

toolkit

ml / ai

PyTorchscikit-learnLLM integrationRAGFAISSCNNsResNetreinforcement learning

backend / data

FastAPISupabasePostgreSQLSQLite FTSSQLNode.js

frontend / product

ReactNext.jsTypeScriptStreamlitTauri

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