Lakshay Papneja
Online
Systems engineer building autonomous data infrastructure, web automation engines, and agent-native protocols.
Systems
Scrapers.tech
Production intelligence hub and catalog of 24 autonomous actors powering high-volume web extraction and analysis.
Apify Actors
Containerized cloud workers monetized under Pay-Per-Event. Social sentiment miners, commerce trackers, and competitive decoders.
Model Context Protocol
Native MCP servers linking frontier LLMs and reasoning agents directly to live web data streams and headless browser pools.
Principles
Simple systems fail simply. Avoid speculative abstractions. Make failure modes explicit and inspectable.
Speed is UX, DX, and AX. Latency degrades human focus and exhausts agent context budgets. Optimize cold starts.
Self-explaining layouts. If an interface needs helper labels to make sense, fix the hierarchy instead of adding prose.