Optimization Articles
Browse 214 articles about Optimization.
Use Opus as a Senior Adviser to Sonnet and Haiku: A Pattern Guide
Treat Opus like a senior colleague who briefs Sonnet or Haiku before execution. A pattern guide with prompt structures, context tips, and 2% benchmark gains.
What Is Claude Code's Advisor Strategy? How to Use Opus as an Adviser With Sonnet or Haiku
The Anthropic Advisor Strategy pairs Opus as a senior adviser with Sonnet or Haiku as executor. Learn how it cuts costs 11% while improving code quality.
The Anthropic Advisor Strategy: Cut Claude Costs by 11%
Anthropic's advisor strategy pairs Opus as planner with Sonnet or Haiku as executor. Here's the cost math and how to wire it up in MindStudio without code.
What Is the Anthropic Advisor Strategy? How to Cut AI Agent Costs by 12% Without Losing Quality
The Anthropic advisor strategy uses Opus as a senior adviser and Haiku or Sonnet as executor, reducing costs while improving benchmark performance.
What Is the Anthropic Advisor Strategy? How to Use Opus as an Adviser With Haiku or Sonnet
The Anthropic advisor strategy pairs Opus as a senior adviser with Haiku or Sonnet as executor, cutting costs by 12% while improving performance.
What Is the Claude Code Builder-Validator Chain? How to Build Quality Checks Into AI Workflows
The builder-validator chain uses one sub-agent to build and another to review, giving you automated quality checks without manual code review.
File-Based Signaling in Claude Code: Patterns for the Monitor Tool
Wire up the Claude Code monitor tool with file-based signals so background builds, tests, and watchers notify the agent on completion — no polling required.
What Is the Claude Code Operator Pattern? How to Run Multiple AI Agents in Parallel Terminals
The operator pattern lets you run multiple Claude Code sessions in isolated Git worktrees simultaneously, each with its own clean context window.
How to Save Tokens in Claude Code Using Opus Plan Mode
Using /model opus-plan in Claude Code switches to Opus for planning and Sonnet for execution, extending your session limit without sacrificing quality.
What Is the Anthropic Advisor Strategy? How to Cut AI Agent Costs Without Sacrificing Quality
The Anthropic Advisor Strategy uses Opus as an expert adviser and Haiku or Sonnet as executors, reducing costs by 12% while improving performance on hard tasks.
How to Save Tokens in Claude Code Using the Opus Plan Mode
Use /model opus-plan in Claude Code to plan with Opus and execute with Sonnet. This guide shows how to extend your session limit and cut token costs.
Seedance 2.0 on Runway: Is the Unlimited Plan Worth It?
Runway offers unlimited Seedance 2.0 generations for $76–$95/month. Learn what's included, what the limitations are, and whether it's the best value available.
Claude Code Ultra Plan vs Local Plan Mode: Speed, Quality, and Token Cost Compared
Ultra Plan finishes in minutes while local plan mode takes 30–45 minutes. Here's what the difference means for your Claude Code workflows.
What Is Gemma 4's Mixture of Experts Architecture? How 26B Parameters Run Like a 4B Model
Gemma 4's MoE model has 128 experts with 8 active per token, giving you 27B-level intelligence at 4B compute cost. Here's the architecture explained.
How to Use Claude Code Ultra Plan: Requirements, Token Costs, and When to Use It
Ultra Plan requires a Git repo, a Pro or Max subscription, and CLI access. Here's what it costs, how many tokens it uses, and when it's worth it.
What Is Magnific Video Upscaler? How to Upscale AI Video From 720p to 2K
Magnific's video upscaler cleans up skin tones and maintains character consistency without over-sharpening. Here's how it performs on Seedance 2.0 clips.
What Is Anthropic's Prompt Caching and Why Does It Affect Your Claude Subscription Limits?
Anthropic uses prompt caching to reduce compute costs. When third-party tools break caching, your session limits drain faster. Here's the technical explanation.
AI Agent Token Budget Management: How Claude Code Prevents Runaway API Costs
Claude Code enforces hard token limits, compaction thresholds, and pre-execution budget checks. Here's how to implement the same pattern in your own agents.
How to Use Open Router Free Models With Claude Code to Cut AI Costs by 99%
Configure Claude Code to route through Open Router's free model tier instead of Anthropic's paid API. A step-by-step guide with the exact settings.json setup.
AI Token Management: Why Your Claude Code Session Drains Faster Than It Should
Token costs compound exponentially in long conversations. Learn the 18 habits that drain your Claude Code session and how to fix each one.