@Akashpanchal

Context Engineering Part 2: The Sliding Window Trap

4d ago · 2 min read · The most common solution to AI amnesia is also the worst: sliding windows. It seems reasonable—keep only the most recent messages, drop the oldest when full. But this seemingly logical approach create

Context Engineering Part 1: Why Your AI Chatbot Forgets Everything

Mar 12 · 5 min read · Every Large Language Model has amnesia. And it's not a bug—it's a fundamental design constraint that costs companies millions in lost productivity and wrong code decisions. In this first part of our C

I Solved Claude Code's Biggest Flaw: Context Compaction Amnesia

Feb 25 · 8 min read · How a frustrating afternoon led to a breakthrough that changed how I use AI forever The Breaking Point It was 3 AM on a Tuesday. I'd been working with Claude Code for six hours straight, architecting

From O(n) to O(1): How We Fixed Our API Key Validation Performance

Feb 25 · 6 min read · When you're building a SaaS API, every millisecond counts. We recently discovered that our API key validation was a ticking time bomb—and fixed it before it exploded. The Problem Our API uses bearer t

From O(n) to O(1): How We Fixed Our API Key Validation Performance

Jan 24 · 7 min read · When you're building a SaaS API, every millisecond counts. We recently discovered that our API key validation was a ticking time bomb—and fixed it before it exploded. The Problem Our API uses bearer tokens for authentication. Every request includes a...