How ML Improves Web Scraping Beyond Rule-Based Selectors
Language models adapt scrapers to layout changes that break traditional selectors.
Colin Weldon
Section
Browser Automation
25 stories in Browser Automation.
headless browser APIs built for AI agents: hosted and serverless options compared
Hosted session pools beat serverless for multi-step agent workflows.
Ayana Okoro
serverless runtimes for browser automation: platforms compared on V8 isolate constraints
V8 isolates and Chromium can't coexist, forcing three distinct platform architectures.
Reuben Colson
headless browser services purpose-built for AI agents
Explosive AI agent traffic is forcing a rethinking of browser automation from the ground up.
Colin Weldon
programmable web rendering environments for agentic pipelines
Agents need specialized rendering layers to handle real pages—not just static HTML.
Reuben Colson
serverless runtimes for hosting MCP servers
New protocol changes let MCP servers run as stateless serverless functions.
Ayana Okoro
MCP transport mechanisms compared: SSE vs Streamable HTTP vs stdio
Streamable HTTP replaces deprecated SSE as the MCP standard for modern infrastructure.
Mira Sepulveda
Autonomous Web Agent Reliability and Error Recovery
Web agents fail predictably; design recovery into each failure type.
Colin Weldon
Structured Data Extraction from Browsers Using AI
Modern websites run on JavaScript, so rendering matters more than the AI model itself.
Reuben Colson
Replacing Screenshot-Analyze-Click Loops with Structured Browser Actions
Structured actions cut compute costs by eliminating visual inference and repeated page captures.
Ayana Okoro
Using chrome-devtools-mcp for Agent Browser Control
MCP eliminates the human relay work between agent fixes and browser debugging feedback.
Ayana Okoro
Running Stagehand on a Remote Browser
Stagehand now runs efficiently on remote browsers without adapter overhead or extra latency.
Reuben Colson
Deploying a Playwright MCP Server
HTTP transport and Durable Objects enable stateful agent workflows without reinvention.
Reuben Colson
Beautiful Soup Web Scraping in Agent Data Pipelines
Beautiful Soup parses static HTML; everything else needs different tools.
Reuben Colson
Agentic Design Patterns for Browser-Based Tasks
Six stacked patterns manage browser automation from tool foundations to error correction.
Reuben Colson
Python Web Scraping Libraries for AI Agent Pipelines
Break down your web scraping pipeline into three distinct layers to isolate failures.
Reuben Colson
Headless Browsers as a Perception Layer for AI Agents
Headless browsers let AI agents see what humans see on the web.
Reuben Colson
What Are Agentic AI Tools
AI systems that act autonomously toward goals, not just answer questions.
Reuben Colson
Agentic Workflow Real World Examples
Agents enrich leads, score fit, and send personalized emails without human involvement.
Reuben Colson
Agentic Workflow vs Agentic AI Distinctions
Single agents handle bounded tasks; agentic AI coordinates multiple agents toward emergent goals.
Reuben Colson
Agentic AI Workflow Architecture Patterns
Organizations deploy agentic AI in three concurrent tiers, not sequential levels.
Reuben Colson
Agentic Workflow Builder Tools Compared
Know the difference between agentic workflows and simple automation before choosing a tool.
Reuben Colson
End-to-End Testing with AI-Generated Test Cases
AI-generated tests find edge cases humans skip under deadline pressure.
Reuben Colson
Playwright vs Cypress for AI Agent Testing
Playwright handles multi-origin AI agent testing where Cypress hits architectural limits.
Reuben Colson
Machine Learning Techniques for Web Scraping
Machine learning shifts web scraping from position-based rules to meaning-based extraction.
Reuben Colson