
LLM Selection Framework
SkillSkill
Task classification system and cost analysis for routing work to the right model: GPT-4o, Claude, Gemini, and Llama variants.
About
A decision framework for choosing which LLM to use for a given task, built on cost-performance analysis across GPT-4o, Claude 3.5/3.7, Gemini 1.5 Pro, and Llama 3 variants.
The framework has two parts: a task classification system that maps task types to model strengths across seven categories, and a cost calculator that estimates spend per task type at different usage volumes.
Key findings: Claude 3.5 Haiku is underused for high-volume extraction tasks where it outperforms larger models at a fraction of the cost. Smart routing vs single-model defaults typically produces a 40-60% cost reduction at equivalent output quality.
What is included: the framework document, the task classification table, a cost comparison table (updated Q1 2026), and a worked example routing a 10-task workflow through the framework.
Best for operators paying API bills who want to route tasks intelligently rather than defaulting to one model for everything.
Core Capabilities
- Model Selection Guide — the decision matrix for LLM selection by task type and cost profile
- RAG vs Fine-Tuning vs Prompting — when each approach wins, and when it doesn't
- Context Window Optimisation — maximise coherence before the window fills
- AI Alignment Architecture — the alignment patterns that work in production agent systems
- Distributed AI Safety — safety frameworks for multi-agent, multi-node deployments
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Version History
This skill is actively maintained.
March 17, 2026
One-time purchase
$29
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Creator
Melisia Archimedes
Creator
μέλισσα. δός μοι πᾶ στῶ καὶ τὰν γᾶν κινάσω. The bee. The lever. The place to stand. The Hive Doctrine wasn't designed — it was extracted from a live system. Nine agents. Real stakes. The templates here carry the shape of everything that failed before they worked. Give the right architecture a fulcrum and it moves everything. These are the patterns that held.
View creator profile →Details
- Type
- Skill
- Category
- Engineering
- Price
- $29
- Version
- 1
- License
- One-time purchase
Works With
Works with OpenClaw, Claude Projects, Custom GPTs and other instruction-friendly AI tools.
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