Team Split Assessment
Plan Under Review
Section titled “Plan Under Review”- File:
3-frontend-implementation/specification.md - Date: 2026-04-07
Complexity Analysis
Section titled “Complexity Analysis”| Factor | Value | Threshold | Assessment |
|---|---|---|---|
| Total tasks | ~50 (7 phases × 6-12 tasks each) | 15 | Over |
| Distinct phases with sequential dependencies | 8 (3.1, 3.2, 3.3a, 3.3b, 3.4, 3.5, 3.6, 3.7) | 2 | Over |
| Distinct persona types needed | 3 (front-end-engineer, typescript-engineer, technical-writer) | 4 | Under |
| Estimated working directories | 4 (api-proxy, ux-prototype, arda-frontend-app, documentation) | 1 | Over |
| Cross-cutting concerns (handoffs, gates) | 7 (review gates between every phase + package publishes) | 1 | Over |
| Tasks with external validation (builds, tests) | 8+ (npm publish, make check, npm run build, make pr-checks per phase) | 5 | Over |
Qualitative factors:
- Context window pressure: High — each phase introduces new types, hooks, and wiring. A single team lead tracking all 50+ tasks, their intermediate outputs, and 4 repos would exhaust context by Phase 3.5.
- Error blast radius: Each phase has a review gate that validates output before the next phase begins. Natural isolation points exist at every gate.
- Natural phase boundaries: Strong — each phase produces a published artifact (npm package) or committed/tested code that is consumed by the next phase. The phases are already designed as sequential handoffs.
Recommendation
Section titled “Recommendation”Split — 5 factors exceed thresholds, context window pressure is high, and the project has 7 natural phase boundaries with explicit review gates. Each run maps to one or two specification phases, keeping the scope manageable for a single agent session.
The user has decided on strictly sequential execution with a single agent per run. Parallelization may be introduced at execution time if schedules require it — the run boundaries support this since Runs 1 and 2 operate on different repositories.
Proposed Runs
Section titled “Proposed Runs”| Run | Directory | Phases | Repository | Tasks | Persona | Description |
|---|---|---|---|---|---|---|
| 1 | run-1-api-proxy-publish/ | 3.1 | api-proxy | 7 | typescript-engineer | Publish @arda-cards/api-proxy with RequestContext, image upload method |
| 2 | run-2-lifecycle-framework/ | 3.2 | ux-prototype + documentation | 7 | front-end-engineer | Lifecycle types, useDraft<T> hook, architecture documentation |
| 3 | run-3a-component-updates/ | 3.3a | ux-prototype | 6 | front-end-engineer | Update 5 image components (pre-infrastructure#439) |
| 4 | run-3b-cors-integration/ | 3.3b | ux-prototype | 2 | front-end-engineer | crossOrigin canvas support (requires infrastructure#439) |
| 5 | run-4-design-system-publish/ | 3.4 | ux-prototype | 7 | front-end-engineer | Build, verify, publish @arda-cards/design-system |
| 6 | run-5-bff-routes/ | 3.5 | arda-frontend-app + documentation | 10 | front-end-engineer | BFF routes, SSRF validator, CDN signer, rate limiter |
| 7 | run-6-spa-integration/ | 3.6 | arda-frontend-app + documentation | 12 | front-end-engineer | TanStack hooks, CDN cookies, grid/form wiring |
| 8 | run-7-release/ | 3.7 | all repos | 8 | front-end-engineer | CHANGELOGs, PRs, merge ordering, cleanup |
Artifact Flow
Section titled “Artifact Flow”Run 1 (api-proxy) └─ produces: @arda-cards/api-proxy published to GitHub Packages └─ consumed by: Run 6 (BFF routes import api-proxy)
Run 2 (lifecycle framework) └─ produces: lifecycle types + useDraft<T> in ux-prototype canary └─ consumed by: Run 3a (component updates use lifecycle types)
Run 3a (component updates, pre-infra) └─ produces: 5 updated components (minus crossOrigin) └─ consumed by: Run 3b (adds crossOrigin to the same components)
Run 3b (CORS integration) └─ requires: infrastructure#439 deployed └─ produces: complete component updates with crossOrigin support └─ consumed by: Run 5 (design system publish includes all changes)
Run 5 (design system publish) └─ produces: @arda-cards/design-system published to GitHub Packages └─ consumed by: Run 7 (SPA imports design system)
Run 6 (BFF routes) └─ produces: src/server/ with 4 BFF routes + 3 utilities └─ consumed by: Run 7 (SPA hooks call BFF routes)
Run 7 (SPA integration) └─ produces: TanStack hooks, CDN cookies, grid/form wiring └─ consumed by: Run 8 (release)
Run 8 (release) └─ produces: PRs, CHANGELOGs, merged codeRisk Analysis
Section titled “Risk Analysis”Splitting mitigates:
- Context exhaustion — each run has a focused scope (one repo, one concern)
- Blast radius — a failure in Run 6 (BFF routes) doesn’t corrupt Run 2 (lifecycle framework) work
- Review quality — review gates between runs allow focused review of one concern at a time
Coordination overhead:
- Minimal — strictly sequential execution means no inter-agent coordination
- Artifact handoff is via published npm packages (Runs 1, 5) or committed code (all others)
- The documentation worktree accumulates commits across all runs; a single PR is created in Run 8
Run 3a/3b split risk:
- The split at infrastructure#439 boundary means Run 3b might wait for infrastructure deployment
- Mitigation: Run 3a completes and validates all non-CORS work; Run 3b is small (2 tasks) and can execute as soon as infrastructure is ready
- If infrastructure is already deployed when Run 3a completes, Runs 3a and 3b can merge into a single execution
Open Questions and Decisions
Section titled “Open Questions and Decisions”| # | Question | Options | Recommendation | Decision |
|---|---|---|---|---|
| 1 | Merge Run 3a + 3b if infrastructure#439 is already deployed? | A: always run separately, B: merge if infra ready | B (avoids unnecessary overhead) | Decided: B |
| 2 | Run 1 uses typescript-engineer vs front-end-engineer? | A: typescript-engineer (api-proxy is a library), B: front-end-engineer | A (api-proxy is a Node.js library, not React) | Decided: A |
Copyright: (c) Arda Systems 2025-2026, All rights reserved
Copyright: © Arda Systems 2025-2026, All rights reserved