Engineering & Automation Log
Practical strategies and technical blueprints on full-stack architecture, workflow automations, and scaling software systems.
WebMCP in Chrome: The Standard That Turns Websites Into Tools for AI Agents
Websites are tired of being scraped like a dumpsterRight now, most “web agents” work by:reading HTML like it’s a crime scenetaking screensho...
Qwen 3.5 and the Agentic UI Takeover: When Models Stop Talking and Start Clicking
The real shift: “model” becomes “operator”Alibaba is explicitly pitching Qwen 3.5 for the “agentic AI era,” meaning it’s designed to run mul...
Agentic Identity: Why AI Agents Break Legacy IAM (and the Framework That Fixes It)
Legacy IAM was built for humans, not non-deterministic robotsMost identity and access management assumes a predictable actor: a human user, ...
Latam-GPT: The “Cultural Context” Model That Turns Localization Into Infrastructure
The shift nobody budgets for: context is the productMost “global” AI models are trained like the world is a footnote to English. Then compan...
Gemini 3 Deep Think Just Leveled Up: The “Research Mode” That Turns Hard Problems Into Pipelines
The shift: models stop being “chat” and start being “work”Most AI tools are still glorified autocomplete with confidence issues.Deep Think i...
GLM-5 and the New China Wave: Open Models, Agentic Coding, and the Cost Collapse Coming for Agencies
The real headline is not “another model”The headline is pricing gravity.A year after DeepSeek shook the market with low-cost open models, Ch...
Claude Opus 4.6: The 1M-Context Model That Turns “Big Codebases” Into a Solvable Problem
The real shift: long context stops being a gimmickMost “big context” talk is marketing until it saves real engineering time.Opus 4.6 is expl...
X’s Open-Sourced “For You” Algorithm: What It Reveals (and How Agencies Can Weaponize It)
The drop that matters more than another chatbot benchmarkOn January 20, 2026, X’s engineering team published the repo for its “For You” feed...
Seedance 2.0: The Audio-Native Video Model Turning Prompts Into Full Scenes
The shift nobody is ready forAI video used to be silent. You generated visuals, then duct-taped audio on top with separate tools and a praye...