Skip to main content
AI & Automation

OpenClaw Sprint System

The sprint packet, kanban flow, and meeting contract OpenClaw should use for autonomous engineering work

April 8, 2026

OpenClaw Sprint System

This doc defines the minimum process OpenClaw needs to run real engineering work with low supervision and high traceability.

The principle is simple: autonomy comes from documentation quality, not vibes.

Sprint Packet Contract

Every active sprint should have one packet. The packet can be Markdown, but it must contain all of the following.

Required Header

  • Sprint ID
  • Sprint Name
  • Start Date
  • Owner
  • Reviewer Lead
  • Verifier Lead
  • Status

Required Body

  • Objective: one paragraph
  • In Scope: the work actually intended
  • Out of Scope: explicit non-goals
  • Linked Decisions / Proposals / Huddles
  • Autonomy Class: A0 to A4
  • Acceptance Criteria
  • Test and Verification Plan
  • Documentation Plan
  • Blockers and Dependencies
  • Task Cards
  • Exit Criteria

Task Card Contract

Every buildable task needs:

  • Task ID
  • Title
  • Owner
  • Reviewer
  • Status
  • Scope
  • Files or systems in scope
  • Acceptance criteria
  • Test expectation
  • Risks or boundary notes

If those fields do not exist, the task is not ready for autonomous execution.

Suggested Sprint Cadence

Use a short cadence. For OpenClaw, one-week sprints are a good default because the system is still changing quickly.

Recommended ceremony order:

  1. Intake triage
  2. Sprint planning
  3. Design huddle if required by autonomy class
  4. Build and review
  5. Verification and release readiness
  6. Retro

When A Huddle Is Required

Use a huddle before work starts when a task touches:

  • architecture
  • external interfaces
  • schema or storage contracts
  • auth or security
  • permissions or trust boundaries
  • governance process
  • organism layer mapping

Huddles are for readiness and design pressure-testing. They are not decrees.

Kanban Rules

Use one board with these states:

  • Intake
  • Ready
  • In Sprint
  • In Build
  • In Review
  • In Verify
  • Blocked
  • Done
  • Retro

State Semantics

  • Intake: raw idea or request
  • Ready: clear enough to schedule
  • In Sprint: committed to the current sprint
  • In Build: an agent is implementing
  • In Review: code or artifact review in progress
  • In Verify: tests, acceptance, or rollout checks in progress
  • Blocked: waiting on an external condition
  • Done: accepted and documented
  • Retro: lessons that should improve the next sprint

Definition Of Ready

A task is ready only if:

  • scope is bounded
  • owner and reviewer are assigned
  • autonomy class is known
  • acceptance criteria are written
  • dependencies are named

Definition Of Done

A task is done only if:

  • the implementation exists
  • review passed
  • verification evidence exists
  • docs were updated if needed
  • risks or follow-up items were recorded

Minimal Meeting Outputs

Intake Output

  • normalized title
  • one-sentence outcome
  • initial autonomy class guess
  • routing note

Sprint Planning Output

  • chosen scope
  • rejected scope
  • task owners
  • acceptance criteria
  • blocker list

Huddle Output

  • design options considered
  • preferred option
  • unresolved risks
  • escalation needs

Review Output

  • findings
  • acceptance or rejection
  • follow-up fixes if needed

Retro Output

  • what slowed agents down
  • what caused rework
  • what docs or skills must be improved

Recommended File Layout

Inside the OpenClaw workspace, keep the operating surfaces predictable:

  • OPENCLAW-ENGINEERING-OS.md
  • OPENCLAW-KANBAN.md
  • OPENCLAW-SPRINT-001.md
  • OPENCLAW-SPRINT-002.md
  • skills/sprint-delivery/SKILL.md

If you later add automation, it should update those files instead of inventing a second hidden process.

Default Trust Model

Use this rule:

  • builders may deliver within A1 and A2
  • reviewers and verifiers must be separate from the builder role
  • A3 requires huddle
  • A4 requires governance

That gives you speed without pretending every task is equally safe.

Metrics That Matter

Track:

  • cycle time from Ready to Done
  • review rejection rate
  • escaped regressions
  • percentage of tasks with complete sprint packet fields
  • documentation freshness
  • blocker age

Do not optimize for raw message count or sheer agent activity.

Why This Matters

Without a sprint system, OpenClaw becomes a stream of partially scoped requests and improvised agent behavior.

With a sprint system, it becomes a coding organization that can make local decisions quickly because the higher-order thinking was already written down.

openclawsprintkanbanagileengineering