Self-Improvement

v0.3 turns Dream and Distill from explanatory commands into runnable autonomous tasks. Both commands reuse runAutonomyTask() and launch swust-code run with --goal, letting the primary agent perform memory consolidation or workflow packaging.

Dream

swust-code dream

Options:

Option	Description
--dry-run	Show the task text without starting an agent
--yes, -y	Skip confirmation
--model, -m	Select a provider/model
--agent	Select the primary agent
--dir	Run against a project directory

Dream starts an autonomous run titled Auto Dream. Its goal is to consolidate verified durable project knowledge into SWUST Code memory.

Task constraints:

1. Use memory files as the working index
2. Use the raw trajectory database as the source of truth
3. Use read-only SQLite and filesystem inspection
4. Write only durable, verified information

Distill

swust-code distill

Distill starts an autonomous run titled Auto Distill. Its goal is to identify repeated workflows and create only high-confidence missing skills, agents, or commands.

Task constraints:

1. Review the past month of sessions
2. Verify repeated manual workflows against the trajectory database
3. Inventory existing skills, agents, and commands first
4. Produce a compact shortlist
5. Create only missing assets with clear value

Auto Trigger

After a normal session finishes, the core runner tries to load session/auto-dream.ts and queues the relevant command in the background when conditions are met.

Task	Interval	Background command
Dream	7 days	swust-code dream --yes --dir <cwd>
Distill	30 days	swust-code distill --yes --dir <cwd>

Trigger conditions:

• SWUST_CODE_AUTO_EVOLUTION is not 0 or false
• The last same-title run is older than the interval
• The project has enough session history
• At least 10 seconds have passed since the last spawn

The child process receives SWUST_CODE_AUTO_EVOLUTION=0 to prevent recursive auto-triggering.