Engineering & Automation Log
Practical strategies and technical blueprints on full-stack architecture, workflow automations, and scaling software systems.
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...
Kimi K2.5: The Open Visual Agentic Model That Turns Screenshots Into Shippable Work
The real problem Kimi is attackingMost “AI builders” still live in a fantasy: you describe something in text and the model magically ships a...
Mistral Vibe 2.0: The Terminal Coding Agent That Asks Before It Breaks Your Repo
The problem with most coding agentsMost “AI coding agents” still behave like this:you give an instructionit guesses intentit changes five fi...