5.2 KiB
SOP: Sprint Planning with AI Agents
Turn vague goals into a structured sprint the way we do internally: epics → sprint → tasks → subtasks. Agents can run most of this, but only if we give them a repeatable script.
Hierarchy Refresher
| Level | Description | Example |
|---|---|---|
| Epic / Initiative | Multi-sprint outcome, named scope-of-record. | "MessageMeld Launch" |
| Sprint | Time-boxed slice (US-1600, BM-01). |
"US-1600 — SOP Sprint" |
| Task | Single deliverable tracked on the board. | "US-1601: 5-Minute Quickstart" |
| Subtask | Checklist item inside a task. | "Add screenshots" |
Use project to represent product buckets (veritas-kanban, brainmeld, digital-meld) and sprint for the current iteration name.
Prompt Template (Sprint Planner Agent)
Goal: <describe epic>
Project: <project name>
Sprint name: US-XXXX — <tagline>
Timebox: <dates or length>
1. Break the goal into 4-8 tasks (type, priority, acceptance criteria).
2. For each task add 3-8 subtasks that can be completed in under a day.
3. Tag each task with the sprint and project.
4. Assign task types (code, feature, research, docs, etc.).
5. Output JSON payload ready for POST /api/tasks (array of tasks).
6. After creation, post a summary comment to the sprint lead.
Store the final prompt under prompt-registry/sprint-planning.md.
API Creation Flow
Use the bulk endpoint to create the entire sprint quickly:
curl -X POST http://localhost:3001/api/tasks/bulk \
-H "Authorization: Bearer <admin-key>" \
-H "Content-Type: application/json" \
-d '{
"tasks": [
{
"title": "US-1601: 5-Minute Quickstart",
"description": "Guide that takes users from zero ➝ agent-ready in 5 min",
"project": "veritas-kanban",
"sprint": "US-1600",
"type": "docs",
"priority": "high",
"subtasks": [
{"title": "Prereqs section"},
{"title": "Install steps"},
{"title": "Agent hookup"}
]
}
]
}'
CLI alternative:
vk create "US-1601: 5-Minute Quickstart" \
--project veritas-kanban \
--sprint US-1600 \
--type docs \
--priority high
Add subtasks via UI or vk update --subtask "Add screenshots" (coming soon).
Estimation Pattern
We track estimates implicitly via subtasks: each subtask ≈ half-day of effort. Keep tasks between 1–3 days of work. If it needs more, split it before the sprint starts.
- Count subtasks (N).
- Multiply by 0.5 days to get a gut-check estimate.
- Compare against sprint capacity (agents × days × focus factor).
Example: 6 tasks × 4 subtasks × 0.5d = 12 agent-days. With 3 agents @ 4 days focus → 12 days capacity → sprint is feasible.
Assignment Workflow
- Tag each task with
owneronly if it is truly pre-assigned. Otherwise leave unassigned so agents can pull. - Use Projects to separate product lines; use board filters when assigning.
- Start timers at task pickup (
vk begin). - Use the Agent Status sidebar to confirm at most 1 active task per agent.
Example Sprint (excerpt)
| Task | Type | Priority | Notes |
|---|---|---|---|
| US-1601: 5-Min Quickstart | docs | high | This guide. |
| US-1602: Task Workflow SOP | docs | high | Defines lifecycle. |
| US-1603: Sprint Planning SOP | docs | medium | This document. |
| US-1604: Multi-Agent Orchestration | docs | medium | PM + workers. |
| US-1605: Cross-Model Review | docs | medium | Opposite model gate. |
| US-1606: Best Practices | docs | medium | Patterns + anti-patterns. |
Clone this pattern for your own projects; rename sprint US-YYYY and fill tasks accordingly.
Example: Bug Fix Sprint (RF-002 cleanup)
| Task | Type | Priority | Notes |
|---|---|---|---|
| RF-002-A: Harden archive API | bugfix | high | Add withFileLock + validation. |
| RF-002-B: Fix sidebar counts | bugfix | medium | Sync TaskRepository + StatusHistory. |
| RF-002-C: Add regression tests | qa | medium | Playwright coverage for archive + counts. |
| RF-002-D: Update docs + postmortem | docs | medium | Summarize lessons in AGENTS.md + README. |
This mirrors how we handled the RF-002 audit sprint: tight scope, cross-functional subtasks, and clear notes for each fix.
After Planning
- Drop sprint recap in
docs/ormemory/so the team has context. - Create GitHub Milestone matching the sprint name (keeps issues + tasks aligned).
- Schedule daily standup summary:
vk summary standup --date today.
Planning done right means agents always know what to pick up next.