ai-native-development

```bash

npx ai-agent-hub@latest

```

One command, two simple questions:

1. 📍 Where to install? → Project / Desktop / Both
2. ⚡ Which mode? → Classic (learning) / Squad (production)

Then in Claude Code:

```

"Build a viral TikTok app"

```

✨ Agents auto-activate based on your needs and share context automatically!

---

Squad Mode transforms Claude into a coordinated team that works in parallel, not sequentially.

Visual Comparison

Traditional (Sequential):

```

Agent 1 works (30 min) → Agent 2 waits then works (30 min) → Agent 3 waits then works (30 min)

Total: 90 minutes

```

Squad Mode (Parallel):

```

Agent 1 works ┐

Agent 2 works ├─ All working simultaneously (30 min)

Agent 3 works ┘

Total: 30 minutes (66% faster!)

```

Performance Gains

• 97% fewer tokens - Slim, focused agents
• 66-79% faster - Parallel execution
• Smart coordination - Automatic task distribution
• Zero conflicts - File-level mutex

Parallel Commands in Claude Code

```markdown

# 1. Allocate Tasks

/allocate-tasks-parallel real-time dashboard with user analytics

# Analyzes and distributes to optimal agents (1-10)

# 2. Start Execution

/start-parallel

# Launches multiple agents simultaneously

# 3. Sync Progress

/sync-parallel

# Coordinates results and dependencies

```

When to Use Each Mode

| Classic Mode | Squad Mode |

|-----------------|----------------|

| Learning agents | Production apps |

| Small tasks | Complex features |

| Exploration | Tight deadlines |

---

NEW: Production-grade quality enforcement with evidence-based verification!

How Intelligence Works

```

User says: "Fix the login bug" → System analyzes:

├── Intent: Debug/Fix (not create)

├── Complexity: Score 3 (single domain)

├── Domain: Authentication/Frontend

└── Routes to: Frontend Developer + Quality Reviewer

```

Semantic Analysis Features

• 🎯 Intent Classification - Understands what you're trying to achieve
• 📊 Complexity Scoring - Evaluates task difficulty (1-10 scale)
• 🔍 Domain Detection - Identifies which specializations are needed
• 🤝 Smart Handoffs - Agents suggest next specialists automatically
• 📈 Continuous Learning - Improves routing decisions over time

AUTOMATIC: All agents now auto-load context middleware for seamless collaboration!

How It Works

```

1. First agent creates session → Writes decisions to .claude/context/
2. Next agent reads context → Knows what's done, continues work
3. All agents stay in sync → Real-time sharing, no duplicate effort
4. Next session continues → Picks up exactly where you left off

```

What's New in 3.5.0

• ✅ Evidence-based verification - Proof over promises with exit codes, test results
• ✅ Quality gates - Complexity scoring prevents overwhelming tasks
• ✅ **Auto-security scanning