I started this six months ago because nobody else seemed to. Hedge funds spent the last decade extracting alpha from satellite imagery, credit-card panels, parking-lot photos. The venture-capital equivalent — public engineering activity on GitHub — was sitting in plain sight, and most institutional sourcing teams I knew still ran on Crunchbase, warm intros, and Twitter. So I built a crawler. That
You count the weeks between today and your on site. Twelve. You pull up a 90 day FAANG prep plan and the structure looks reasonable: easy problems for two weeks, mediums for six, hards for the rest. Six weeks in, you hit binary trees and realise your recursion is shaky. Two weeks later you try a DP problem and can't formulate the recurrence. Suddenly the 12 week plan is a 6 week plan with 6 weeks
Quick Answer: To connect AI agents across different cloud environments, developers must replace synchronous HTTP with asynchronous brokers like Celery and Redis, externalize state memory, secure tool execution using the Model Context Protocol (MCP), bypass strict NAT firewalls via Pilot Protocol transport, and trace distributed workflows with OpenTelemetry. Deploying a Multi-Agent System (MAS) acr
Building an AI-Powered Dog Breed Recommender with Flask, Nyckel, and Google Gemini Overview This application takes a photo or image URL of a dog and passes it to an external API to determine the breed. Once the breed is identified, a custom prompt is sent to Google Gemini and the results are returned to the user as a tailored list of care recommendations for that specific breed. Tech
Stripe is opinionated: a Price object has one currency. If your product is priced at $79 USD, that's what Stripe charges. But for conversion optimization, you want to display the price in the visitor's local currency — Argentinians see ARS, Brazilians see BRL, Germans see EUR — converted at the live FX rate. The math is simple. The trick is doing it without a 200ms client-side flash. Stripe holds
Showing prices in a user's local currency increases trust, reduces bounce rates, and improves conversions — especially for international audiences. Here's how to do it automatically in React. Detect the user's currency from their IP address (no user input needed) Fetch the live exchange rate for that currency Format the price according to their locale // hooks/useCurrency.ts import { useEffect, us
IP geolocation is one of the most accessible fraud signals available. It won't stop sophisticated attackers, but it catches a significant amount of low-effort fraud with very little implementation overhead. Impossible travel: A user logs in from Germany, then from Brazil 10 minutes later. Country mismatch: Billing address is in the US, but the IP is in a different region. High-risk region matching