- README: add parallel orchestration link, update loop diagram with validate-milestone phase - architecture: add lazy provider loading, memory-extractor/store modules, update module table to v2.24 - auto-mode: add rate limit recovery section, parallel worker status in dashboard - commands: add headless new-milestone command with --context/--context-text/--auto flags - getting-started: add update check notification note - troubleshooting: update rate limit recovery guidance - visualizer: add task counts, discussion status to progress tab
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Auto Mode
Auto mode is GSD's autonomous execution engine. Run /gsd auto, walk away, come back to built software with clean git history.
How It Works
Auto mode is a state machine driven by files on disk. It reads .gsd/STATE.md, determines the next unit of work, creates a fresh agent session, injects a focused prompt with all relevant context pre-inlined, and lets the LLM execute. When the LLM finishes, auto mode reads disk state again and dispatches the next unit.
The Loop
Each slice flows through phases automatically:
Research → Plan → Execute (per task) → Complete → Reassess Roadmap → Next Slice
↓ (all slices done)
Validate Milestone → Complete Milestone
- Research — scouts the codebase and relevant docs
- Plan — decomposes the slice into tasks with must-haves
- Execute — runs each task in a fresh context window
- Complete — writes summary, UAT script, marks roadmap, commits
- Reassess — checks if the roadmap still makes sense
- Validate Milestone — reconciliation gate after all slices complete; compares roadmap success criteria against actual results, catches gaps before sealing the milestone
Key Properties
Fresh Session Per Unit
Every task, research phase, and planning step gets a clean context window. No accumulated garbage. No degraded quality from context bloat. The dispatch prompt includes everything needed — task plans, prior summaries, dependency context, decisions register — so the LLM starts oriented instead of spending tool calls reading files.
Context Pre-Loading
The dispatch prompt is carefully constructed with:
| Inlined Artifact | Purpose |
|---|---|
| Task plan | What to build |
| Slice plan | Where this task fits |
| Prior task summaries | What's already done |
| Dependency summaries | Cross-slice context |
| Roadmap excerpt | Overall direction |
| Decisions register | Architectural context |
The amount of context inlined is controlled by your token profile. Budget mode inlines minimal context; quality mode inlines everything.
Git Isolation
GSD isolates milestone work using one of three modes (configured via git.isolation in preferences):
worktree(default): Each milestone runs in its own git worktree at.gsd/worktrees/<MID>/on amilestone/<MID>branch. All slice work commits sequentially — no branch switching, no merge conflicts mid-milestone. When the milestone completes, it's squash-merged to main as one clean commit.branch: Work happens in the project root on amilestone/<MID>branch. Useful for submodule-heavy repos where worktrees don't work well.none: Work happens directly on your current branch. No worktree, no milestone branch. Ideal for hot-reload workflows where file isolation breaks dev tooling.
See Git Strategy for details.
Parallel Execution
When your project has independent milestones, you can run them simultaneously. Each milestone gets its own worker process and worktree. See Parallel Orchestration for setup and usage.
Crash Recovery
A lock file tracks the current unit. If the session dies, the next /gsd auto reads the surviving session file, synthesizes a recovery briefing from every tool call that made it to disk, and resumes with full context.
Rate Limit Recovery
When a provider hits a rate limit, GSD waits with exponential backoff (up to 5 minutes) and automatically resumes auto-mode after the cooldown period. No manual intervention needed — the session continues from where it left off.
Stuck Detection
If the same unit dispatches twice (the LLM didn't produce the expected artifact), GSD retries once with a deep diagnostic prompt. If it fails again, auto mode stops with the exact file it expected, so you can intervene.
Post-Mortem Investigation
When auto mode fails or produces unexpected results, /gsd forensics provides structured post-mortem analysis. It inspects activity logs, crash locks, and session state to identify root causes — whether the failure was a model error, missing context, a stuck loop, or a broken tool call. See Troubleshooting for more on diagnosing issues.
Timeout Supervision
Three timeout tiers prevent runaway sessions:
| Timeout | Default | Behavior |
|---|---|---|
| Soft | 20 min | Warns the LLM to wrap up |
| Idle | 10 min | Detects stalls, intervenes |
| Hard | 30 min | Pauses auto mode |
Recovery steering nudges the LLM to finish durable output before timing out. Configure in preferences:
auto_supervisor:
soft_timeout_minutes: 20
idle_timeout_minutes: 10
hard_timeout_minutes: 30
Cost Tracking
Every unit's token usage and cost is captured, broken down by phase, slice, and model. The dashboard shows running totals and projections. Budget ceilings can pause auto mode before overspending.
See Cost Management.
Adaptive Replanning
After each slice completes, the roadmap is reassessed. If the work revealed new information that changes the plan, slices are reordered, added, or removed before continuing. This can be skipped with the balanced or budget token profiles.
Controlling Auto Mode
Start
/gsd auto
Pause
Press Escape. The conversation is preserved. You can interact with the agent, inspect state, or resume.
Resume
/gsd auto
Auto mode reads disk state and picks up where it left off.
Stop
/gsd stop
Stops auto mode gracefully. Can be run from a different terminal.
Steer
/gsd steer
Hard-steer plan documents during execution without stopping the pipeline. Changes are picked up at the next phase boundary.
Capture
/gsd capture "add rate limiting to API endpoints"
Fire-and-forget thought capture. Captures are triaged automatically between tasks. See Captures & Triage.
Visualize
/gsd visualize
Open the workflow visualizer — interactive tabs for progress, dependencies, metrics, and timeline. See Workflow Visualizer.
Dashboard
Ctrl+Alt+G or /gsd status shows real-time progress:
- Current milestone, slice, and task
- Auto mode elapsed time and phase
- Per-unit cost and token breakdown
- Cost projections
- Completed and in-progress units
- Pending capture count (when captures are awaiting triage)
- Parallel worker status (when running parallel milestones — includes 80% budget alert)
Phase Skipping
Token profiles can skip certain phases to reduce cost:
| Phase | budget |
balanced |
quality |
|---|---|---|---|
| Milestone Research | Skipped | Runs | Runs |
| Slice Research | Skipped | Skipped | Runs |
| Reassess Roadmap | Skipped | Runs | Runs |
See Token Optimization for details.
Dynamic Model Routing
When enabled, auto-mode automatically selects cheaper models for simple units (slice completion, UAT) and reserves expensive models for complex work (replanning, architectural tasks). See Dynamic Model Routing.