# Parallelization Strategy ### Core Principle > Parallelize across boundaries, serialize within them. The quality of parallelization is directly determined by the quality of interface definitions. ### The Diamond Pattern ``` Planning (narrow, serial) ↓ Fan Out (parallel execution) ↓ Convergence (integration verification) ↓ Fan Out (next parallel set) ``` ### Phase-by-Phase Strategy #### Planning: Mostly Serial, with Parallel Spikes - High-level decomposition must be serial (one coherent act of reasoning) - **Parallelize uncertainty resolution:** Multiple spikes investigating different risks simultaneously - Output: A dependency graph that explicitly identifies what can be parallelized #### Execution: Massive Parallelization with Right Topology | Work Type | Strategy | |-----------|----------| | **Independent leaf tasks** | Embarrassingly parallel — one agent per module | | **Dependent chains** | Serial within chain, but chains run in parallel | | **Convergence points** | Strictly serial — integration verification | **Critical insight:** The frontend doesn't need the real API — it needs the API *contract*. Once contracts exist, both sides build in parallel. #### Testing: The Most Interesting Story - **Unit tests:** Same agent, same context, atomic with code - **Cross-task tests:** All parallel by definition - **Integration tests:** Parallel across different boundaries - **E2E tests:** Serial (exercises whole system) #### Verification: Deliberate Redundancy - **Adversarial verification:** Separate reviewer agent with fresh context evaluates against spec - **Red-team parallelism:** Agent tries to break the implementation ### Coordination Rules - Agents communicate through the **filesystem**, never directly - Each agent works on a **branch** — merge on success, discard on failure - One agent per file at a time (file locking) - Optimal concurrency: **3–8 simultaneous agents** for most projects ### Anti-Patterns - ❌ Don't parallelize tasks that modify the same files - ❌ Don't parallelize interacting decisions - ❌ Don't skip convergence/integration verification - ❌ Don't over-parallelize (coordination tax eats gains above ~8 agents) ---