Engineering & Automation Log
Practical strategies and technical blueprints on full-stack architecture, workflow automations, and scaling software systems.
GPT-5.3-Codex vs Claude 4.6: The Agentic Coding Stack Just Leveled Up
What changedThe market is shifting from “assist me while I code” to “run the work like an agent.”Both releases push hard in that direction, ...
The Sora Feed: AI Video Is Entering Its Distribution Era
The real change is not the modelAI video is already good enough to sell. What’s been missing is the thing that makes creators and brands win...
Model Deprecations: How to Survive When Your AI Provider Kills the Model Your Business Runs On
The quiet disaster nobody plans forEvery AI team plans for “better models.” Almost nobody plans for models disappearing.Then it happens: the...
OpenAI Codex App: The Desktop Command Center for Multi-Agent Coding
The real shift: coding agents need a control roomMost “AI coding” tools still act like a single chat tab with autocomplete energy.The Codex ...
Shadow Mode Agents: How to Test Autonomy in Production Without Letting It Break Anything
Why most agents die after the demoDemos are a fantasy world:clean inputsperfect toolsno edge casesno angry usersno weird dataProduction is w...
Why AI Agents Hallucinate Actions: The Execution Gap Between “Plan” and “Do”
The most expensive hallucination isn’t textEveryone complains when a model makes up a fact.Annoying, sure.The real cost is when an agent hal...
When AI Agents Click Links: The New Security Hole Nobody Is Designing For
The moment your agent can browse, it can be attackedThe old risk was: “model says something wrong.”The new risk is: model does something wro...
Gemini “Computer Use”: The API That Lets AI Agents Operate Websites Like a Human
Why this mattersMost “AI automation” dies the second it touches the real web.Not because the model is dumb. Because the interface is messy:b...
OpenAI Prism: The LaTeX Workspace That Turns Scientific Writing Into an AI-Native Workflow
The problem Prism is attackingScientific writing is a productivity trap.Not because scientists can’t write. Because the workflow is fragment...