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smart-model-switching

Auto-route tasks to the cheapest Claude model that works correctly. Three-tier progression: Haiku → Sonnet → Opus. Classify before responding. HAIKU (default): factual Q&A, greetings, reminders, status checks, lookups, simple file ops, heartbeats, casual chat, 1-2 sentence tasks. ESCALATE TO SONNET: code >10 lines, analysis, comparisons, planning, reports, multi-step reasoning, tables, long writing >3 paragraphs, summarization, research synthesis, most user conversations. ESCALATE TO OPUS: architecture decisions, complex debugging, multi-file refactoring, strategic planning, nuanced judgment, deep research, critical production decisions. Rule: If a human needs >30 seconds of focused thinking, escalate. If Sonnet struggles with complexity, go to Opus. Save 50-90% on API costs by starting cheap and escalating only when needed.

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安装与使用

请根据来源仓库和你的 AI 工具说明安装此技能。先阅读技能文件和依赖要求,再添加到工作流。

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技能说明

Smart Model Switching

Three-tier Claude routing: Haiku → Sonnet → Opus

Start with the cheapest model. Escalate only when needed. Save 50-90% on API costs.

The Golden Rule

If a human would need more than 30 seconds of focused thinking, escalate from Haiku to Sonnet. If the task involves architecture, complex tradeoffs, or deep reasoning, escalate to Opus.

Cost Reality

Model Input Output Relative Cost
Haiku $0.25/M $1.25/M 1x (baseline)
Sonnet $3.00/M $15.00/M 12x
Opus $15.00/M $75.00/M 60x

Bottom line: Wrong model selection wastes money OR time. Haiku for simple, Sonnet for standard, Opus for complex.


💚 HAIKU — Default for Simple Tasks

Stay on Haiku for:

  • Factual Q&A — "what is X", "who is Y", "when did Z"
  • Quick lookups — definitions, unit conversions, short translations
  • Status checks — calendar, file reads, session monitoring
  • Heartbeats — periodic checks, HEARTBEAT_OK responses
  • Memory & reminders — "remember this", "remind me to..."
  • Casual conversation — greetings, small talk, acknowledgments
  • Simple file ops — read, list, basic writes
  • One-liner tasks — anything answerable in 1-2 sentences
NEVER do these on Haiku
  • ❌ Write code longer than 10 lines
  • ❌ Create comparison tables
  • ❌ Write more than 3 paragraphs
  • ❌ Do multi-step analysis
  • ❌ Write reports or proposals

💛 SONNET — Standard Work (The Workhorse)

Escalate to Sonnet for:

Code & Technical
  • Code generation — write functions, build features, scripts
  • Code review — PR reviews, quality checks
  • Debugging — standard bug investigation
  • Documentation — README, comments, user guides
Analysis & Planning
  • Analysis & evaluation — compare options, assess trade-offs
  • Planning — project plans, roadmaps, task breakdowns
  • Research synthesis — combining multiple sources
  • Multi-step reasoning — "first... then... finally"
Writing & Content
  • Long-form writing — reports, proposals, articles (>3 paragraphs)
  • Creative writing — blog posts, descriptions, copy
  • Summarization — long documents, transcripts
  • Structured output — tables, outlines, formatted docs

❤️ OPUS — Complex Reasoning Only

Escalate to Opus for:

Architecture & Design
  • System architecture decisions
  • Major codebase refactoring
  • Design pattern selection with tradeoffs
  • Database schema design
Deep Analysis
  • Complex debugging (multi-file, race conditions)
  • Security reviews
  • Performance optimization strategy
  • Root cause analysis of subtle bugs
Strategic & Creative
  • Strategic planning — business decisions, roadmaps
  • Nuanced judgment — ethics, ambiguity, competing values
  • Deep research — comprehensive multi-source analysis

🔄 Implementation

For Subagents

```javascript // Routine monitoring sessions_spawn(task="Check backup status", model="haiku")

// Standard code work
sessions_spawn(task="Build the REST API endpoint", model="sonnet")

// Architecture decisions sessions_spawn(task="Design the database schema for multi-tenancy", model="opus") ```

For Cron Jobs

```json { "payload": { "kind": "agentTurn", "model": "haiku" } } ``` Always use Haiku for cron unless the task genuinely needs reasoning.


📊 Quick Decision Tree

``` Is it a greeting, lookup, status check, or 1-2 sentence answer? YES → HAIKU NO ↓

Is it code, analysis, planning, writing, or multi-step? YES → SONNET
NO ↓

Is it architecture, deep reasoning, or critical decision? YES → OPUS NO → Default to SONNET, escalate if struggling ```


📋 Quick Reference Card

``` ┌─────────────────────────────────────────────────────────────┐ │ SMART MODEL SWITCHING │ │ Haiku → Sonnet → Opus │ ├─────────────────────────────────────────────────────────────┤ │ 💚 HAIKU (cheapest) │ │ • Greetings, status checks, quick lookups │ │ • Factual Q&A, definitions, reminders │ │ • Simple file ops, 1-2 sentence answers │ ├─────────────────────────────────────────────────────────────┤ │ 💛 SONNET (standard) │ │ • Code > 10 lines, debugging │ │ • Analysis, comparisons, planning │ │ • Reports, proposals, long writing │ ├─────────────────────────────────────────────────────────────┤ │ ❤️ OPUS (complex) │ │ • Architecture decisions │ │ • Complex debugging, multi-file refactoring │ │ • Strategic planning, deep research │ ├─────────────────────────────────────────────────────────────┤ │ 💡 RULE: If a human needs > 30 sec thinking → escalate │ │ 💰 COST: Haiku 1x → Sonnet 12x → Opus 60x │ └─────────────────────────────────────────────────────────────┘ ```


Built for Claude-only setups with Haiku, Sonnet, and Opus. Inspired by save-money skill, extended with three-tier progression.

使用示例

查看来源仓库中的使用示例与配置说明。

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来源历史

收录时间
2026-03-11
索引更新时间
2026-03-11
Branch
main

收录与同步日期属于本站记录。源码修改历史请查看来源仓库。

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