Recent things:
The metric is part of the model - a lesson from a trading side-projectLLMs Work Better Together: Lessons from Building a Multi-Model ToolBuilding Autonomous Road At HomeHow to build RC Lego carHi! I'm Amit

The metric is part of the model - a lesson from a trading side-project

Amit Taller, 07/03/2026

For a few months I've been working on a small algorithmic trading project on the side — partly to learn ML on real (and brutally noisy) data, partly because finance is one of the places where measurement and model meet in interesting ways. The setup is unremarkable: a universe of 16 sector and broad-market ETFs (SPY, QQQ, DIA, the XL- sector series, IWM, IYY), per-ticker models that produce daily forecasts, and a rules-based execution layer with stop-losses on top.

LLMs Work Better Together: Lessons from Building a Multi-Model Tool

Amit Taller, 04/16/2025

The most striking thing about LLMs, to me, is that they’re doing exactly what they think they've been asked to do. Not what I asked — what they perceived I asked. That gap between intent and interpretation shows up constantly in development work, and it’s what pushed me to explore a better way to work with these models.

Building Autonomous Road At Home

Amit Taller, 01/23/2023

Autonomous Vehicles (AV) have been discussed widely, so much so that I wouldn't consider myself even to be a beginner. The subject has many technological aspects (to say the least), many of which I have no clue about. There is one thing I can say, however - I think that the mainstream discipline of how to control individual cars is, with all due respect, wrong.

How to build RC Lego car

Amit Taller, 01/23/2023

When I was at mid-elementary school age I boarded for the first time in my life (and last) on a $20 million yacht. Needless to say, as a child from a small and simple town, I was perplexed. I never imagined myself that things like that even exist. It was like a mansion on water: 3-4 floors of unbelievably luxury, all-wooden floors, some of which was carved with white decorations, cinema room, bar room, engine room (I'm spitting anything I remember - don't judge), on sea level floor there was another boat inside the yacht itself! Anyway - It left a big impression on me. So the next day, I've done what I had always done to digest things - I've built it in Lego! And boy - what a (lego built) yacht that was…

Hi! I'm Amit

Amit Taller, 01/22/2023

A software developer based in the Bay Area, California. For the last four years, I worked at Check Point as a security engineer. In addition to security, I'm interested in a wide range of topics and technologies, both professionally and personally.

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