Everyone reviews the same code, spec, and release context.
Shared AI Workflow
Ship product changes with everyone in the same context.
Coordinate a feature, migration, or release where engineers, PMs, designers, and agents share the same implementation context.
EngineerProduct managerDesignerRelease owner
Why It Helps
Reduce delivery drift before it reaches production.
The workflow turns delivery into a shared operating surface where agents can help plan, review, summarize, and coordinate without bypassing engineering controls.
Agents can help without getting unbounded production access.
Launch decisions leave behind a clean audit trail.
Capsule Blueprint
Give every release the same implementation record.
Each capsule narrows the AI surface to the tools, prompts, resources, and rules that matter for this specific workflow.
Connected tools
- GitHub or GitLab
- Linear, Jira, or Height
- CI, feature flags, and observability
Shared prompts
- Implementation plan from issue and codebase
- PR review with project conventions
- Release notes and rollback checklist
Shared resources
- Repo docs, ADRs, and API references
- Design specs and acceptance criteria
- Runbooks, logs, and incident history
Safety controls
- Read-only discovery by default
- Approval before merge, deploy, or flag change
- Secrets and environment values redacted
Operating Model
Move from issue context to controlled launch.
Set the implementation boundary
Bring issue context, design specs, repo conventions, runbooks, and recent incidents into a scoped release capsule.
Coordinate code and product judgment
Reuse shared prompts for implementation planning, PR review, test coverage checks, and release notes.
Ship with controls
Gate deploy, flag, and merge actions with approvals while keeping secrets and environments out of model context.
Example Tasks
Turn delivery decisions into release ownership.
Map code changes to acceptance criteria
Engineering
Approve launch notes and customer impact
Product
Confirm rollback and flag plan
Release owner
Delivery readiness packet
A delivery packet that gives engineers, product, design, and release owners the same implementation record.
- Implementation plan and acceptance criteria
- PR review notes and release risks
- Rollback checklist and launch owner map
More Workflows
Keep exploring shared AI use cases.
Make every portfolio decision easier to defend.
Investment, diligence, and decision work.
Open workflow
Prepare customer work without copying sensitive context.
Renewals, escalations, and account planning.
Open workflow
Keep family schedules, tasks, and home admin in sync.
Family schedules, chores, meals, bills, and home upkeep.
Open workflow