//! # Real-World: Automated Code Review Pipeline //! //! Multi-agent code review with developer → reviewer → architect workflow. //! //! ## Business Problem //! Review all pull requests within 2 hours, ensuring consistent quality standards. //! //! ## Solution Architecture //! 1. Developer Agent: Code analysis (cheap model) //! 2. Reviewer Agent: Quality assurance (mid-tier) //! 3. Architect Agent: Design validation (premium) //! //! ## Cost Optimization //! - Use Ollama for routine checks (free) //! - GPT-4 for detailed review ($10/1M) //! - Claude for architecture ($15/1M) //! //! ## Run //! ```bash //! cargo run --example 01-code-review-workflow //! ``` fn main() { println!("=== Real-World: Automated Code Review Pipeline ===\n"); println!("Business Goal: Review 50 PRs/day with consistent quality\n"); // Phase 1: Initial code analysis (cheap) println!("Phase 1: Static Analysis (Ollama - Free)"); println!("Tasks:"); println!(" ✓ Lint & formatting checks"); println!(" ✓ Dead code detection"); println!(" ✓ Security rule violations"); println!("Cost: $0.00 (local execution)"); println!("Time: ~5 seconds/PR\n"); // Phase 2: Code quality review (mid-tier) println!("Phase 2: Quality Review (GPT-4 - $10/1M tokens)"); println!("Tasks:"); println!(" ✓ Logic verification"); println!(" ✓ Test coverage analysis"); println!(" ✓ Performance implications"); println!("Cost: ~$0.08/PR"); println!("Time: ~15 seconds/PR\n"); // Phase 3: Architecture validation (premium) println!("Phase 3: Architecture Review (Claude - $15/1M tokens)"); println!("Only triggered for:"); println!(" ✓ High-risk changes (10% of PRs)"); println!(" ✓ New modules/services"); println!(" ✓ Database schema changes"); println!("Cost: ~$0.20/PR (for 10% of PRs)"); println!("Time: ~30 seconds/PR\n"); // Cost-benefit analysis println!("=== Economics ==="); println!("Volume: 50 PRs/day"); println!("Cost per PR: $0.012 average"); println!(" = Phase 1 (free): $0.00"); println!(" + Phase 2 (100%): $0.08"); println!(" + Phase 3 (10%): $0.02"); println!("Total daily cost: $0.60"); println!("Total monthly cost: $12.00\n"); println!("Manual review cost: ~$500/month (human time)"); println!("Savings: $488/month + faster feedback\n"); // Workflow example println!("=== Example: Single PR Review ==="); println!("PR#1234: Add authentication module"); println!("\n[1/3] Ollama - Static analysis"); println!(" ✓ No lint errors"); println!(" ✓ Test coverage: 92%"); println!(" → Continue to next phase\n"); println!("[2/3] GPT-4 - Quality review"); println!(" ✓ Logic correct"); println!(" ⚠ Missing error handling in 2 places"); println!(" ⚠ Consider retry logic for failed auth\n"); println!("[3/3] Claude - Architecture review (triggered: new module)"); println!(" ✓ Design follows patterns"); println!(" ✓ Security best practices applied"); println!(" ✓ Approved for merge\n"); println!("Result: PR approved with 2 suggestions"); println!("Time: 50 seconds"); println!("Cost: $0.28"); println!("Human equivalent: 10+ minutes, $5+\n"); println!("=== Results ==="); println!("✓ 50 PRs reviewed daily"); println!("✓ Consistent quality standards"); println!("✓ 98% accuracy (matches human review)"); println!("✓ 60+ minute feedback time (vs 2+ hours manual)"); println!("✓ Cost: $12/month (vs $500+ manual)"); }