Roadmap

Upcoming features and draft PRDs being planned for the AI toolkit. These represent active design work that may change before implementation.

Draft PRDs

PRDs in draft status are being actively designed. Implementation tickets have been scoped but work has not yet begun.

shippedPRD-004

Dynamic Output Verbosity Modes

Priority
high
Effort
medium
Impact
high

Agents now automatically minimize token usage on happy paths while preserving debugging quality when tasks fail. Implemented with a slimmed approach that achieves the core goals without complex configuration.

Verbosity Modes

automatic

Agents automatically summarize successful operations and show complete output on failures. No manual mode selection needed.

Key Features

  • Automatic output minimization on success paths
  • Full output preservation on failures — never truncated
  • Test failure output policy enforced across all testing agents
  • No configuration required — works out of the box

Implementation Checklist

43 tickets across 5 phases:
Core Infrastructure8
Agent Integration12
Tool Modifications10
Monitoring & Metrics8
Documentation & Rollout5

Success Metrics

  • 30% reduction in average tokens per successful task
  • No degradation in task completion rate
  • Maintained or improved diagnostic quality on failures
draftPRD-005

Integration Provisioning Automation

Priority
high
Effort
low
Impact
high

Lightweight automation for integration skill provisioning. Planner adds integration skill tasks when integrations are detected, Builder creates missing integration skills during build, and Builder always queues toolkit promotion updates for newly created integration skills.

Verbosity Modes

detect

Planner identifies integration needs during PRD creation and adds skill provisioning tasks.

provision

Builder creates missing integration skills during build when needed, using meta-skill generators.

promote

Builder queues toolkit updates for newly created skills; Toolkit reviews and promotes mature patterns.

Key Features

  • Planner adds integration skill tasks when integrations are detected in PRDs
  • Builder creates missing integration skills during build using meta-skill generators
  • Builder always queues toolkit promotion updates for newly created integration skills
  • Lightweight workflow with no blocking dependencies between stories
  • Integration registry tracking available meta-skills and their triggers

Implementation Checklist

12 tickets across 4 phases:
Planner Detection3
Builder Provisioning5
Promotion Queue2
Documentation2

Success Metrics

  • Integration skills created during the same build session they're needed
  • All new integration skills automatically queued for toolkit promotion review
  • 50% reduction in repetitive integration setup across projects

Status Legend

draft

Being designed. Implementation tickets scoped but not started.

in-progress

Active implementation underway. Some tickets completed.

shipped

Fully implemented and available in the toolkit.

deferred

Planned but postponed. May be revisited later.