[] updated
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Shayan Rais
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@@ -1,6 +1,6 @@
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---
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name: weather
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description: Use this agent PROACTIVELY when you need to fetch and transform weather data for Karachi, Pakistan. This agent fetches real-time temperature from wttr.in API and applies transformation rules from input/input.md, writing results to output/output.md.
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description: Use this agent PROACTIVELY when you need to fetch and transform weather data for Karachi, Pakistan. This agent fetches real-time temperature from wttr.in API and applies transformation rules from weather-orchestration/input.md, writing results to weather-orchestration/output.md.
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tools: WebFetch, Read, Write
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model: haiku
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color: green
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@@ -32,9 +32,9 @@ Follow the weather-fetcher skill instructions to:
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### Step 2: Transform Temperature (weather-transformer skill)
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Follow the weather-transformer skill instructions to:
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- Read transformation rules from `input/input.md`
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- Read transformation rules from `weather-orchestration/input.md`
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- Apply the transformation to the fetched temperature
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- Write formatted results to `output/output.md`
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- Write formatted results to `weather-orchestration/output.md`
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## Final Report
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@@ -43,7 +43,7 @@ After completing both steps, provide a summary:
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- Original temperature fetched
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- Transformation rule applied
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- Final transformed result
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- Confirmation that output was written to `output/output.md`
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- Confirmation that output was written to `weather-orchestration/output.md`
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## Critical Requirements
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@@ -21,7 +21,7 @@ Use the Task tool to invoke the weather agent.
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Use the Task tool to invoke the weather agent:
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- subagent_type: weather
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- description: Fetch and transform Karachi weather
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- prompt: Fetch the current temperature for Karachi, Pakistan in [unit requested by user]. Then apply the transformation rules from input/input.md and write the results to output/output.md. The agent has preloaded skills (weather-fetcher and weather-transformer) that provide the detailed instructions.
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- prompt: Fetch the current temperature for Karachi, Pakistan in [unit requested by user]. Then apply the transformation rules from weather-orchestration/input.md and write the results to weather-orchestration/output.md. The agent has preloaded skills (weather-fetcher and weather-transformer) that provide the detailed instructions.
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- model: haiku
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Wait for the agent to complete its workflow.
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@@ -37,5 +37,5 @@ Wait for the agent to complete its workflow.
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Provide a clear summary to the user showing:
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- Temperature unit requested
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- Original temperature fetched
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- Transformation rule applied (from input/input.md)
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- Final transformed result (written to output/output.md)
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- Transformation rule applied (from weather-orchestration/input.md)
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- Final transformed result (written to weather-orchestration/output.md)
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@@ -18,9 +18,9 @@
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},
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"spinnerVerbs": {
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"mode": "replace",
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"verbs": ["Hiring new dev", "Burning mac harddisk", "Deleting production db", "rm -rf", "Switching to old commit"]
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"verbs": ["Hiring new dev", "Burning mac harddisk", "Switching to old commit", "Leaking API keys", "Hardcoding credentials", "Trusting user input", "Disabling 2FA", "Ignoring .gitignore", "Bypassing code review"]
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},
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"plansDirectory": "./plans",
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"plansDirectory": "./reports",
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"enableAllProjectMcpServers": true,
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"disableAllHooks": false,
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"hooks": {
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@@ -1,6 +1,6 @@
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---
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name: weather-transformer
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description: Instructions for applying mathematical transformations to temperature data based on rules in input/input.md
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description: Instructions for applying mathematical transformations to temperature data based on rules in weather-orchestration/input.md
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---
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# Weather Transformer Skill
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@@ -13,13 +13,13 @@ Apply mathematical transformations to a temperature value and write results to o
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## Instructions
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1. **Read Transformation Rules**: Use the Read tool to read `input/input.md` which contains the transformation instructions.
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1. **Read Transformation Rules**: Use the Read tool to read `weather-orchestration/input.md` which contains the transformation instructions.
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2. **Apply Transformation**: Apply the transformation rule to the temperature value.
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- Example: If instruction says "add +10", add 10 to the temperature
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- Example: If instruction says "multiply by 2", multiply temperature by 2
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3. **Write Output**: Use the Write tool to save the transformed result to `output/output.md` with proper formatting.
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3. **Write Output**: Use the Write tool to save the transformed result to `weather-orchestration/output.md` with proper formatting.
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## Expected Input
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@@ -30,7 +30,7 @@ Temperature: [X]°C
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## Expected Output
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Write to `output/output.md` with format:
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Write to `weather-orchestration/output.md` with format:
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```markdown
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# Weather Transformation Result
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@@ -38,7 +38,7 @@ Write to `output/output.md` with format:
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[X]°C
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## Transformation Applied
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[description from input/input.md]
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[description from weather-orchestration/input.md]
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## Final Result
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[Y]°C
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@@ -49,6 +49,6 @@ Write to `output/output.md` with format:
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## Notes
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- Read the exact transformation from input/input.md - don't assume
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- Read the exact transformation from weather-orchestration/input.md - don't assume
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- Show your work: include original value, transformation, and result
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- Ensure output/output.md is properly formatted and readable
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- Ensure weather-orchestration/output.md is properly formatted and readable
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@@ -13,9 +13,9 @@ A demonstration of the **Command → Agent → Skills** architecture pattern:
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- `/weather-orchestrator` command (`.claude/commands/weather-orchestrator.md`): Entry point that invokes the weather agent
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- `weather` agent (`.claude/agents/weather.md`): Executes workflow using preloaded skills
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- `weather-fetcher` skill (`.claude/skills/weather-fetcher/SKILL.md`): Instructions for fetching temperature from wttr.in API
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- `weather-transformer` skill (`.claude/skills/weather-transformer/SKILL.md`): Instructions for applying transformation rules from `input/input.md`, writes results to `output/output.md`
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- `weather-transformer` skill (`.claude/skills/weather-transformer/SKILL.md`): Instructions for applying transformation rules from `weather-orchestration/input.md`, writes results to `weather-orchestration/output.md`
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The agent has skills preloaded via the `skills` field, providing domain knowledge for sequential execution. See `docs/weather-flow-architecture.md` for the complete flow diagram.
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The agent has skills preloaded via the `skills` field, providing domain knowledge for sequential execution. See `weather-orchestration/weather-orchestration-architecture.md` for the complete flow diagram.
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### Skill Definition Structure
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Skills in `.claude/skills/<name>/SKILL.md` use YAML frontmatter:
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@@ -86,7 +86,7 @@ From experience with this repository:
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## Documentation
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- `docs/AGENTS.md`: Subagent orchestration troubleshooting
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- `docs/WEATHER.md`: Weather system flow diagram
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- `weather-orchestration/weather-orchestration-architecture.md`: Weather system flow diagram
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- `docs/COMPARISION.md`: Commands vs Agents vs Skills invocation patterns
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## Reports
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@@ -6,7 +6,11 @@ practice makes claude perfect
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</a>
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<p align="center">
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<img src="assets/claude-jumping.svg" alt="Claude Code mascot jumping" width="120" height="100">
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<img src="!/claude-jumping.svg" alt="Claude Code mascot jumping" width="120" height="100">
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</p>
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<p align="center">
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<img src="!/boris-cherny.png" alt="Claude Code Creator" width="50%" height="50%">
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</p>
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@@ -83,7 +87,7 @@ practice makes claude perfect
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## COMMAND + SKILL + SUBAGENT ARCHITECTURE
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<p align="center">
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<img src="assets/command-skill-agent-flow.svg" alt="Command Skill Agent Architecture Flow" width="600">
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<img src="!/command-skill-agent-flow.svg" alt="Command Skill Agent Architecture Flow" width="600">
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</p>
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| Component | Role | Example |
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@@ -96,7 +100,7 @@ practice makes claude perfect
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**Why it works:** Progressive disclosure • Single execution context • Clean separation • Reusability
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See [docs/weather-flow-architecture.md](docs/weather-flow-architecture.md) for implementation details.
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See [weather-orchestration/weather-orchestration-architecture.md](weather-orchestration/weather-orchestration-architecture.md) for implementation details.
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## SETTINGS
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@@ -1,13 +1,13 @@
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# Weather Transformation Result
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## Original Temperature
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25°C
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24°C
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## Transformation Applied
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Add +20 to the temperature value
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## Final Result
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45°C
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44°C
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## Calculation Details
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25°C + 20 = 45°C
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24°C + 20 = 44°C
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+10
-10
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│ │
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▼ ▼
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┌─────────────────────────┐ ┌─────────────────────────┐
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│ wttr.in API │ │ input/input.md │
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│ wttr.in API │ │ weather-orchestration/ │
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│ Fetch Temperature │ │ Read Transform Rules │
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│ for Karachi │ └─────────────────────────┘
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└─────────────────────────┘ │
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@@ -58,7 +58,7 @@ The weather system demonstrates the **Command → Agent → Skills** architectur
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│
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▼
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┌─────────────────────────┐
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│ output/output.md │
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│ weather-orchestration/output.md │
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│ Write Results │
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└─────────────────────────┘
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│
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@@ -102,17 +102,17 @@ The agent has skills preloaded into its context at startup. It follows the instr
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#### `weather-transformer` (Skill)
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- **Location**: `.claude/skills/weather-transformer/SKILL.md`
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- **Purpose**: Instructions for applying mathematical transformations
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- **Input Source**: `input/input.md` (transformation rules)
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- **Output Destination**: `output/output.md` (formatted results)
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- **Input Source**: `weather-orchestration/input.md` (transformation rules)
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- **Output Destination**: `weather-orchestration/output.md` (formatted results)
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### 4. Data Files
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#### `input/input.md`
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#### `weather-orchestration/input.md`
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- **Purpose**: Stores transformation rules
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- **Format**: Natural language instructions (e.g., "add +10 in the result")
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- **Access**: Read by weather agent following weather-transformer skill
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#### `output/output.md`
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#### `weather-orchestration/output.md`
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- **Purpose**: Stores formatted transformation results
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- **Format**: Structured markdown with sections:
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- Original Temperature
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@@ -128,9 +128,9 @@ The agent has skills preloaded into its context at startup. It follows the instr
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4. **Skill Execution** (within agent context):
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- **Step 1**: Agent follows `weather-fetcher` skill instructions to fetch temperature from wttr.in
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- **Step 2**: Agent follows `weather-transformer` skill instructions to:
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- Read transformation rules from `input/input.md`
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- Read transformation rules from `weather-orchestration/input.md`
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- Apply rules to the fetched temperature
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- Write formatted results to `output/output.md`
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- Write formatted results to `weather-orchestration/output.md`
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5. **Result Display**: Summary shown to user with:
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- Temperature unit requested
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- Original temperature
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@@ -150,9 +150,9 @@ Input: /weather-orchestrator
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│ ├─ Step 1 (weather-fetcher skill):
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│ │ └─ Fetches from wttr.in → 26°C
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│ ├─ Step 2 (weather-transformer skill):
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│ │ ├─ Reads: input/input.md ("add +10")
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│ │ ├─ Reads: weather-orchestration/input.md ("add +10")
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│ │ ├─ Calculates: 26 + 10 = 36°C
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│ │ └─ Writes: output/output.md
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│ │ └─ Writes: weather-orchestration/output.md
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│ └─ Returns: Complete report
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└─ Output:
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├─ Unit: Celsius
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