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project-development - Plan and iterate LLM-powered projects

Guides task evaluation, architecture design, structured-output pipelines, agent-assisted development, and cost estimation for LLM-powered projects.

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Updated: 2026-09-29

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Evaluate task-model fit
  • Prototype representative tasks
  • Design staged pipelines
  • Track state with files
  • Specify structured outputs
  • Parse variable responses
  • Iterate agent implementations
  • Estimate processing costs
  • Choose agent architectures
  • Reduce unnecessary complexity

Inputs

  • Project goals
  • Project constraints
  • Representative task example
  • Target model
  • Source data
  • Output format requirements
  • Item counts
  • Token estimates
  • Token prices

Outputs

  • Task suitability assessment
  • Architecture plan
  • Pipeline design
  • Prompt templates
  • Parsing strategy
  • Implementation iterations
  • Cost estimate
  • Final reports
  • Generated files
  • Pipeline state files

Requirements

  • LLM access
  • Agent-capable model for agent-assisted development
  • File system access for pipeline state

Source

  • Spec: SKILL.md

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LLM development
agent architecture
pipeline design
structured output
prompt engineering
cost estimation
Evaluate task-model fit
Prototype representative tasks
Design staged pipelines
Track state with files
Project goals
Project constraints
Representative task example
Task suitability assessment
Architecture plan
Pipeline design