Structured tutorials and reference knowledge—organized for learning and lookup
Current Situation Analysis Most engineering teams treat Product-Market Fit (PMF) as a retrospective business analysis. You build a feature, deploy it to 100% of users, wait three weeks for analytics to aggregate, and then decide if it "worked." This latency is catastrophic.
Current Situation Analysis Most engineering teams treat Clean Architecture as a folder structure. This is a category error that leads to what I call "Clean Architecture Theater.
## Current Situation Analysis Infrastructure drift occurs when the actual state of deployed resources diverges from the desired state defined in Infrastructure as Code (IaC). Despite the widespread ad
Current Situation Analysis We were spending $14,200/month on inference for our internal coding assistant and customer support bot. The architecture was naive: every request, regardless of complexity, hit a Llama-3.1-70B-Instruct instance served via vLLM 0.4.3. The pain points were immediate: 1.
# Data Loss Prevention: Engineering Robust Controls for Modern Architectures ## Current Situation Analysis Data Loss Prevention (DLP) has evolved from a perimeter-based compliance checkbox to a critic
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.
