Project Development
Skill Verified ActiveThis skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing between LLM and traditional approaches.
To guide users in effectively starting, structuring, and iterating on LLM projects, ensuring task-model fit, efficient pipeline architecture, and cost-effective development.
Features
- Task-model fit analysis framework
- Canonical pipeline architecture patterns
- File system state management for pipelines
- Structured output design and parsing guidance
- Cost estimation formulas and tracking advice
- Agent-assisted development practices
Use Cases
- Starting a new project that may benefit from LLMs
- Designing batch processing pipelines with structured outputs
- Evaluating task suitability for agents versus traditional code
- Estimating costs and timelines for LLM-heavy projects
Non-Goals
- Providing specific code implementations for LLM models
- Acting as a general project management tool outside of LLM development
- Detailed tool design or multi-agent orchestration patterns (refer to other skills)
Workflow
- Task Analysis: Define input/output, classify task, set error rate, estimate value.
- Manual Validation: Test one example, evaluate quality, identify failure modes, estimate tokens.
- Architecture Selection: Choose single/multi-agent, identify tools/data, design storage/caching, plan parallelization.
- Cost Estimation: Calculate tokens x price with buffer, estimate development time, identify infrastructure needs.
- Development Plan: Implement stage-by-stage, define testing strategy, set iteration milestones, plan deployment.
Practices
- Task-Model Fit Recognition
- Pipeline Architecture Design
- Structured Output Design
- Agent-Assisted Development
Installation
First, add the marketplace
/plugin marketplace add muratcankoylan/Agent-Skills-for-Context-Engineering/plugin install Agent-Skills-for-Context-Engineering@context-engineering-marketplaceQuality Score
VerifiedTrust Signals
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