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ATOCore/docs/next-steps.md

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# AtoCore Next Steps
## Current Position
AtoCore now has:
- canonical runtime and machine storage on Dalidou
- separated source and machine-data boundaries
- initial self-knowledge ingested into the live instance
- trusted project-state entries for AtoCore itself
- a first read-only OpenClaw integration path on the T420
## Immediate Next Steps
1. Use the T420 `atocore-context` skill in real OpenClaw workflows
- confirm the ergonomics are good
- confirm the fail-open behavior remains acceptable in practice
2. Ingest selected active projects only
- start with the current active project set
- prefer trusted operational/project sources first
- ingest broader PKM sources only after the trusted layer is loaded
3. Review retrieval quality after the first real project ingestion batch
- check whether the top hits are useful
- check whether trusted project state remains dominant
4. Define backup and export procedures for Dalidou
- SQLite snapshot/backup strategy
- Chroma backup or rebuild policy
5. Keep deeper automatic runtime integration deferred until the read-only model
has proven value
## Recommended Active Project Ingestion Order
1. `p04-gigabit`
2. `p05-interferometer`
3. `p06-polisher`
For each project:
1. identify the matching AtoDrive/project-operational sources
2. identify the matching PKM project folder(s)
3. ingest the trusted/operational material first
4. ingest broader notes second
5. review retrieval quality before moving on
## Deferred On Purpose
- automatic write-back from OpenClaw into AtoCore
- automatic memory promotion
- reflection loop integration
- replacing OpenClaw's own memory system
- syncing the live machine DB between machines
## Success Criteria For The Next Batch
The next batch is successful if:
- OpenClaw can use AtoCore naturally when context is needed
- AtoCore answers correctly for the active project set
- project ingestion remains controlled rather than noisy
- the canonical Dalidou instance stays stable