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Model guide

Skill testfree2023/airein/skills/model-guide

模型选择策略和上下文窗口管理指南From its SKILL.md

Install
npx -y skills add testfree2023/airein --skill model-guide

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 3 stars3 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

SKILL.md

1.1 KB, 222 tokens by cl100k_base, as published. Nobody here has run it

Model Selection & Context Management

Model Selection Strategy

Haiku 4.5 (90% of Sonnet capability, 3x cost savings):

  • Lightweight agents with frequent invocation
  • Pair programming and code generation
  • Worker agents in multi-agent systems

Sonnet 4.6 (Best coding model):

  • Main development work
  • Orchestrating multi-agent workflows
  • Complex coding tasks

Opus 4.5 (Deepest reasoning):

  • Complex architectural decisions
  • Maximum reasoning requirements
  • Research and analysis tasks

Context Window Management

Avoid last 20% of context window for:

  • Large-scale refactoring
  • Feature implementation spanning multiple files
  • Debugging complex interactions

Safe in late context:

  • Single-file edits
  • Independent utility creation
  • Documentation updates
  • Simple bug fixes

Build Troubleshooting

If build fails:

  1. Fix build/type errors with minimal diffs; re-run the project build
  2. Analyze error messages
  3. Fix incrementally
  4. Verify after each fix

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.

Keep looking

Skills are one crate of 325,949. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.