Building delightful
AI software

Starfish is inspired by three passions: the joy of creation, the search for meaning, and the quixotic dream to infuse the frigid universe with free and warming intelligence.*Echoing Bertrand Russell's "What I have lived for"

Brought to you by folks from

  • LiveRamp
  • Scale AI
  • Airbyte
  • Liquid AI

Products we've built

A few projects coming out of the joy of creation.

Marauder Bot

A browser extension that reads the technical question on your screen and streams back a working solution in one click: annotated code, tests, and a complexity analysis, right in the side panel.

marauderbot.com
marauderbot.com/demo

Question

Longest Substring Without Repeating Characters

Given a string, find the length of the longest substring without repeating characters.

Example

Input: s = "abcabcbb"
Output: 3
Explanation: The answer is "abc", with the length of 3.

Answer

def length_of_longest_substring(s: str) -> int:
    pass
Side panel

Analyzing the question on this page…

ReadTube

Turns your YouTube subscriptions into a readable inbox. Every video becomes a summary and a full-length article you can read, search, translate, and take notes on. Depth instead of autoplay.

read.tube

How Transformers Actually Work

Welch Labs · 2 days ago · 18:42

Timeplot

Tracks tech-company hiring straight from the source. Raw job postings become signals about who is growing, who is freezing, and where the market is heading, turning hindsight into foresight.

timeplot.app

Open engineering roles

Frontier AI labs · tracked monthly

May → Aug 2026
OpenAI464277
Anthropic31896
ElevenLabs69149
Cohere12319
Figure9530
Deepgram3249

Open roles per company, straight from their own careers pages.