imbajin opened a new pull request, #391:
URL: https://github.com/apache/hugegraph-ai/pull/391

   ## Before → After
   
   **Before:** The pending Ontogeny proposal needs further review fixes for 
runtime consistency, lifecycle handling and compatibility.
   
   **After:** Apply the follow-up fixes and regression coverage from the 
existing fork branch: object/version and idempotency consistency, 
transaction/outbox lifecycle, policy and identity handling, typed 
synchronization, and console/deployment behavior.
   
   ## Dependency and scope
   
   Depends on [🔗 AI #380](https://github.com/apache/hugegraph-ai/pull/380). 
This stacked PR targets `apache:ontogeny`, not `main`, and contains 55 commits 
beyond that proposal's current head (155 changed files). It preserves the 
existing `hugegraph:ontogeny` source branch and avoids duplicating the original 
platform introduction as a second PR into `main`. Recheck the base and 
remaining diff after #380 merges; do not assume squash or branch deletion 
preserves this comparison.
   
   ## Validation and upgrade boundaries
   
   The author reports backend/frontend CI, PostgreSQL concurrency checks and 
isolated HugeGraph projection smoke tests. These results have not been 
independently reproduced by this submission check. Existing databases may 
require explicit migrations/backfills, and automatic outbox processing can 
deliver queued external events. See the source PR's detailed compatibility and 
deployment notes before adoption. This submission is not release, live-cluster 
or UI acceptance.
   
   Source and detailed evidence: [🔗 hugegraph/hugegraph-ai 
#90](https://github.com/hugegraph/hugegraph-ai/pull/90)
   


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