Optimization Articles
Browse 263 articles about Optimization.
What Is Context Rot in Claude Code Skills? How Bloated Skill Files Degrade Agent Performance
Context rot happens when skill.md files grow too large and flood the context window. Learn how to keep skills lean and outputs sharp.
How to Use Mermaid Diagrams in Claude Code Skills to Compress Context
Mermaid diagrams convey complex processes in hundreds of tokens instead of thousands. Learn how to use them in skill.md files for better AI performance.
How to Build a Self-Learning AI Skill System with a Learnings.md File and Wrap-Up Skill
Learn how to build a Claude Code skill system that captures what worked, what failed, and improves automatically after every session.
How to Optimize AI Agent Token Costs with Multi-Model Routing
Using the right model for each task—frontier for planning, smaller for sub-agents—can cut your AI token costs dramatically. Here's a practical routing strategy.
How to Build a Self-Learning Claude Code Skill with a Learnings.md File
Add a learnings.md file to any Claude Code skill and it will capture what worked, what failed, and what to do differently — improving automatically over time.
What Is Context Rot in Claude Code? How to Keep Your AI Agent Sharp
Context rot happens when stale information floods your agent's context window. Learn how to use /clear, /compact, and lean skill files to prevent it.
How to Build a Learnings Loop for Claude Code Skills That Self-Improve
Learn how to add a learnings.md feedback loop to your Claude Code skills so every session makes your AI workflows smarter and more consistent over time.
What Is the Inverted U Failure Pattern in AI Agents?
AI agents perform best on routine middle-of-distribution cases and worst on high-stakes edge cases. Learn why aggregate accuracy metrics hide this problem.
What Is the AutoResearch Eval Loop? How to Score AI Skill Quality with Binary Tests
Learn how to apply Karpathy's AutoResearch pattern to Claude Code skills using binary yes/no evals to score and improve output quality automatically.
How to Use AutoResearch to Optimize Any Business Metric Autonomously
AutoResearch runs experiments in a loop to improve any measurable metric—cold email reply rates, landing page conversions, ad copy—with zero human involvement.
How to Use GitHub Actions to Run AutoResearch Experiments on a Schedule
Deploy an AutoResearch loop to GitHub Actions to run A/B experiments on cold email, landing pages, or AI skills automatically every hour without a server.
Gemini Embedding 2: Variants, Dimensions, and Use Cases
A practical look at Gemini Embedding 2's variants and dimension settings, plus how teams are using it to simplify multimodal RAG and content search.
AI Brain Fry: Why Using More AI Tools Makes You Work Harder, Not Less
Research shows AI intensifies work instead of reducing it. Learn why cognitive fatigue spikes with AI use and how to protect your mental performance.
How to Set Boundaries with AI Tools to Protect Your Cognitive Performance
AI overuse leads to burnout, context switching, and cognitive debt. Here are practical strategies to use AI as a force multiplier without frying your brain.
AI Agent Use Cases for Knowledge Workers: What's Actually Working in 2026
From document processing to financial modeling, AI agents are reshaping knowledge work. See which use cases deliver real ROI and which are still hype.
How to Build Self-Improving AI Agents with Scheduled Tasks
Learn how to design AI agents that run on a schedule, log their own results, fix errors autonomously, and improve their prompts over time without you.
What Is Gemini 3.1 Flash Lite? Google's Fastest, Cheapest AI Model
Gemini 3.1 Flash Lite is Google's fastest and most cost-efficient model yet. Learn what it's designed for and when to use it in your AI workflows.
What Is Qwen 3.5? Alibaba's Open-Weight Model That Runs on Your Phone
Qwen 3.5 is a small open-weight model from Alibaba that runs locally on iPhones and older laptops. Learn what it can do and when to use it.
What Is Tool Search? How GPT-5.4 Cuts Token Usage by 47%
Tool search lets AI models discover tools on demand instead of loading all definitions upfront, cutting token costs by up to 47%. Here's how it works.
AI Image Generation Templates for Social Media Managers
Ready-to-use MindStudio templates that help social media managers generate on-brand images for every platform in seconds.