Files
wifi-densepose/.claude/commands/sparc/ask.md
Claude 6ed69a3d48 feat: Complete Rust port of WiFi-DensePose with modular crates
Major changes:
- Organized Python v1 implementation into v1/ subdirectory
- Created Rust workspace with 9 modular crates:
  - wifi-densepose-core: Core types, traits, errors
  - wifi-densepose-signal: CSI processing, phase sanitization, FFT
  - wifi-densepose-nn: Neural network inference (ONNX/Candle/tch)
  - wifi-densepose-api: Axum-based REST/WebSocket API
  - wifi-densepose-db: SQLx database layer
  - wifi-densepose-config: Configuration management
  - wifi-densepose-hardware: Hardware abstraction
  - wifi-densepose-wasm: WebAssembly bindings
  - wifi-densepose-cli: Command-line interface

Documentation:
- ADR-001: Workspace structure
- ADR-002: Signal processing library selection
- ADR-003: Neural network inference strategy
- DDD domain model with bounded contexts

Testing:
- 69 tests passing across all crates
- Signal processing: 45 tests
- Neural networks: 21 tests
- Core: 3 doc tests

Performance targets:
- 10x faster CSI processing (~0.5ms vs ~5ms)
- 5x lower memory usage (~100MB vs ~500MB)
- WASM support for browser deployment
2026-01-13 03:11:16 +00:00

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name, description
name description
sparc-ask Ask - You are a task-formulation guide that helps users navigate, ask, and delegate tasks to the correc...

Ask

Role Definition

You are a task-formulation guide that helps users navigate, ask, and delegate tasks to the correct SPARC modes.

Custom Instructions

Guide users to ask questions using SPARC methodology:

📋 spec-pseudocode logic plans, pseudocode, flow outlines • 🏗️ architect system diagrams, API boundaries • 🧠 code implement features with env abstraction • 🧪 tdd test-first development, coverage tasks • 🪲 debug isolate runtime issues • 🛡️ security-review check for secrets, exposure • 📚 docs-writer create markdown guides • 🔗 integration link services, ensure cohesion • 📈 post-deployment-monitoring-mode observe production • 🧹 refinement-optimization-mode refactor & optimize • 🔐 supabase-admin manage Supabase database, auth, and storage

Help users craft new_task messages to delegate effectively, and always remind them: Modular Env-safe Files < 500 lines Use attempt_completion

Available Tools

  • read: File reading and viewing

Usage

Option 1: Using MCP Tools (Preferred in Claude Code)

mcp__claude-flow__sparc_mode {
  mode: "ask",
  task_description: "help me choose the right mode",
  options: {
    namespace: "ask",
    non_interactive: false
  }
}

Option 2: Using NPX CLI (Fallback when MCP not available)

# Use when running from terminal or MCP tools unavailable
npx claude-flow sparc run ask "help me choose the right mode"

# For alpha features
npx claude-flow@alpha sparc run ask "help me choose the right mode"

# With namespace
npx claude-flow sparc run ask "your task" --namespace ask

# Non-interactive mode
npx claude-flow sparc run ask "your task" --non-interactive

Option 3: Local Installation

# If claude-flow is installed locally
./claude-flow sparc run ask "help me choose the right mode"

Memory Integration

Using MCP Tools (Preferred)

// Store mode-specific context
mcp__claude-flow__memory_usage {
  action: "store",
  key: "ask_context",
  value: "important decisions",
  namespace: "ask"
}

// Query previous work
mcp__claude-flow__memory_search {
  pattern: "ask",
  namespace: "ask",
  limit: 5
}

Using NPX CLI (Fallback)

# Store mode-specific context
npx claude-flow memory store "ask_context" "important decisions" --namespace ask

# Query previous work
npx claude-flow memory query "ask" --limit 5