PKPuneet Khandelwalinai-kluex.hashnode.dev·1d ago · 3 min readStop Over-Engineering Your AI PipelinesEvery team building on top of large language models eventually hits the abstraction trap. You start with a simple script calling an api endpoint. Within weeks, your codebase sprouts custom orchestrati00
PKPuneet Khandelwalinai-kluex.hashnode.dev·2d ago · 1 min readRethinking AI Model Size: The Cost of HypeThe AI model size conundrum is everywhere. Every week brings a massive new release requiring cluster-level compute just to train. The industry narrative claims bigger means better, leaving smaller arc00
PKPuneet Khandelwalinthecitizenschronicle.hashnode.dev·3d ago · 2 min readVerifiable Voting Code: Securing Ballots Without Breaking AnonymityWhen engineers look at elections, they usually want to reach for a database. Tracking state transitions and managing concurrency are standard problems. But applying a standard ledger breaks a fundamen00
PKPuneet Khandelwalinai-kluex.hashnode.dev·4d ago · 2 min readComputer-Using Agents: OpenAI vs Anthropic in ProductionTraditional RPA breaks the second a frontend engineer moves a button two pixels. Hardcoded UI selectors and brittle XPaths can't handle real software. Now, Computer-Using Agents perceive pixels, read 00
PKPuneet Khandelwalinthecitizenschronicle.hashnode.dev·5d ago · 2 min readAPIs aren't enough to open government dataOpen data portals feel like a checkbox agencies check to say “We did transparency.” The portal goes live. A CSV sits there. Maybe an API that nobody uses because nobody trusts it. That’s not a feedbac00
