Assist in designing optimal DP states and transitions
Scanned 9/2/2026
Install to Claude Code
npx -y skills add a5c-ai/babysitter --skill dp-state-designer --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: dp-state-designer
description: Assist in designing optimal DP states and transitions
allowed-tools:
- Read
- Write
- Grep
- Glob
graph:
domains: [domain:computer-science]
specializations: [specialization:algorithms-optimization]
skillAreas: [skill-area:dynamic-programming]
roles: [role:backend-engineer, role:computational-scientist]
---
# DP State Designer Skill
## Purpose
Assist in designing optimal dynamic programming states, transitions, and optimizations for complex DP problems.
## Capabilities
- Identify subproblem structure from problem description
- Suggest state representations (dimensions, parameters)
- Derive transition formulas
- Identify optimization opportunities (rolling array, bitmask compression)
- Generate state space complexity estimates
- Detect overlapping subproblems
## Target Processes
- dp-pattern-matching
- dp-state-optimization
- dp-transition-derivation
- advanced-dp-techniques
## DP Design Framework
1. **Subproblem Identification**: What smaller problems compose the solution?
2. **State Definition**: What parameters uniquely identify a subproblem?
3. **Transition Formula**: How do we combine subproblem solutions?
4. **Base Cases**: What are the trivial subproblems?
5. **Computation Order**: In what order should we solve subproblems?
6. **Space Optimization**: Can we reduce memory usage?
## Input Schema
```json
{
"type": "object",
"properties": {
"problemDescription": { "type": "string" },
"constraints": { "type": "object" },
"examples": { "type": "array" },
"requestType": {
"type": "string",
"enum": ["fullDesign", "stateOnly", "transitions", "optimize"]
}
},
"required": ["problemDescription", "requestType"]
}
```
## Output Schema
```json
{
"type": "object",
"properties": {
"success": { "type": "boolean" },
"state": {
"type": "object",
"properties": {
"definition": { "type": "string" },
"parameters": { "type": "array" },
"complexity": { "type": "string" }
}
},
"transitions": { "type": "array" },
"baseCases": { "type": "array" },
"optimizations": { "type": "array" }
},
"required": ["success"]
}
```
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