Structured tutorials and reference knowledge—organized for learning and lookup
Current Situation Analysis When we scaled our AI SaaS platform from beta to 50k daily active users, the naive Retrieval-Augmented Generation (RAG) architecture collapsed.
# Design System Architecture ## Current Situation Analysis Design systems are frequently misdiagnosed as UI projects. Teams invest heavily in component aesthetics, Figma libraries, and Storybook showc
Current Situation Analysis We were running a Llama-3-70B service for enterprise code completion at $28,400/month on H100s. The p99 latency was 340ms, and we were bleeding money on idle capacity. The standard tutorial advice is to run model.quantize(load_in_4bit=True) and hope for the best.
## Current Situation Analysis Product teams routinely treat Total Addressable Market (TAM) as a static slide-deck artifact rather than a dynamic engineering signal. Strategy and finance departments co
Current Situation Analysis Managing a digital asset portfolio at scale is rarely a storage problem. It's a routing, state, and cost problem. When we inherited a portfolio of 48 million assets (images, videos, PDFs, design files) at a previous FAANG-scale platform, the architecture followed the stan...
## Current Situation Analysis Pricing is rarely treated as an engineering problem, yet it is one of the most architecturally complex domains in SaaS. Teams typically approach pricing as a sales or mar
Current Situation Analysis Refactoring critical path services in production is rarely about code cleanliness; it's about risk management. When we attempted to refactor our legacy PaymentOrchestrator (Node.js 18, monolithic architecture) to a modular TypeScript 5.
# Startup Partnership Strategies: Engineering the Integration Layer ## Current Situation Analysis Startups routinely treat partnerships as sales negotiations rather than technical product integrations
