Engineering & Automation Log
Practical strategies and technical blueprints on full-stack architecture, workflow automations, and scaling software systems.
AI Agent Security 2026: How to Stop Prompt Injection, Tool Hijacks, and Data Leaks
What AI agent security actually meansIn 2026 the biggest risk isn’t “AI gets smarter.” It’s that you connected an AI to your CRM, inbox, cal...
Agent Observability 2026: How to Monitor, Debug, and Improve AI Agents in Production
Why AI agents fail differently than normal softwareTraditional software fails in predictable ways: a function throws, a service times out, a...
AI Agent Cost Stack 2026: How to Build Automations That Don’t Bleed Tokens
The hidden problem with AI agents in 2026Everyone wants “autonomous agents” because it sounds like AGI. The reality is more boring and more ...
ChatGPT’s New Image Generator (GPT Image 1.5): Faster, Better Edits, Real “Creative Studio” Workflows
What’s new in ChatGPT image generationChatGPT just upgraded its built-in image generation experience with a newer image model (commonly refe...
OpenAI Circuit Sparsity: The Open-Source Toolkit for Finding Task-Specific “Circuits” Inside Models
What “circuit sparsity” is trying to doCircuit sparsity is the idea that a model’s behavior on a specific task can often be explained and re...
Integral AI AGI Agent Cloud: The “Agent OS” Era Just Started
The problem with “AI tools” in 2025Most so-called AI automation is still glorified babysitting. You stitch together prompts, connectors, bri...
Google Deep Research Agent Lands for Developers: Autonomous Research You Can Ship
What “Deep Research” actually isGoogle’s Deep Research Agent is a research-focused agent designed to do more than answer a question.It’s bui...
ChatGPT 5.2 Is Here: The Release That Turns “Chat” Into A Real Work Engine
ChatGPT 5.2 ChatGPT 5.2 officially launched on December 11, 2025, rolling into ChatGPT and the OpenAI API as the next step up from 5.1.This ...
Mistral Devstral 2: Repo-Scale Open Coding Engine For Autonomous Agents
Devstral 2 Most “AI coders” are autocomplete with good PR. Mistral’s Devstral 2 is built for something else: agents that can actually work a...