perf(qdrant): store collection data on disk - #231
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🤖 I have created a release *beep* *boop* --- ## [0.16.2](v0.16.1...v0.16.2) (2026-08-28) ### Bug Fixes * **backup:** page FalkorDB export by node id instead of deep SKIP ([#221](#221)) ([009d58e](009d58e)) * **config:** preserve Ollama defaults and migration checks ([0bc0096](0bc0096)) * **docs:** complete embedding migration runbooks ([3468443](3468443)) * **docs:** correct re-embedding migration setup ([a8be394](a8be394)) * **enrichment:** circuit-break exhausted quota calls ([ea148e5](ea148e5)) * **enrichment:** circuit-break exhausted quota calls ([#229](#229)) ([ad3ed27](ad3ed27)) * **enrichment:** preserve quota circuit during in-flight calls ([29f359d](29f359d)) * **mcp-sse:** emit the stored date in compact recall output ([#224](#224)) ([42ba8b6](42ba8b6)) * **mcp:** align the parity harness with its own allowlist ([9ac5b4e](9ac5b4e)) * **mcp:** close false-failure and coverage gaps in the parity harness ([4cf9ef1](4cf9ef1)) * **mcp:** close partial connections when parity setup fails ([89346e9](89346e9)) * **mcp:** isolate parity fixtures per scenario and drop the false alarm ([fa458b0](fa458b0)) * **qdrant:** index the `type` payload field so recall filters stop 400ing ([c131f02](c131f02)) * **qdrant:** index the `type` payload field so recall filters stop 400ing ([#223](#223)) ([10bcac7](10bcac7)) * **recovery:** honor configured graph and cloud migrations ([4dd1325](4dd1325)) * **stream:** emit live memory operations on GET /stream ([#227](#227)) ([7a92ebd](7a92ebd)) ### Performance Improvements * **qdrant:** store collection data on disk ([#231](#231)) ([07d8704](07d8704)) * **qdrant:** store new collection data on disk ([c97b5b1](c97b5b1)) * **qdrant:** support disk-backed HNSW restores ([b04b9e1](b04b9e1)) ### Documentation * add Qdrant on-disk implementation plan ([56da2b7](56da2b7)) * add Qdrant on-disk storage design ([e177b60](e177b60)) * align provider and maintenance guidance ([93afcff](93afcff)) * align provider and maintenance guidance ([#232](#232)) ([c40d1d2](c40d1d2)) * **enrichment:** document quota circuit ([d9787cb](d9787cb)) * **mcp:** audit remote vs stdio transport parity ([92b98ec](92b98ec)) * **qdrant:** add on-disk migration runbook ([d05a2d9](d05a2d9)) * **qdrant:** harden on-disk migration runbook ([db71f07](db71f07)) * **qdrant:** limit migration to default topology ([9b31cde](9b31cde)) * **qdrant:** verify migration export before restore ([45e77f4](45e77f4)) * **readme:** lead benchmark section with neutral AMB numbers ([#219](#219)) ([8ff266e](8ff266e)) * target feature PRs at develop ([#228](#228)) ([bcef376](bcef376)) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please).
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Summary
Closes #225
Testing
/Users/jgarturo/Projects/OpenAI/automem/.venv/bin/black --check ./Users/jgarturo/Projects/OpenAI/automem/.venv/bin/isort --check-only ./Users/jgarturo/Projects/OpenAI/automem/.venv/bin/flake8 .PYTEST_DISABLE_PLUGIN_AUTOLOAD=1 /Users/jgarturo/Projects/OpenAI/automem/.venv/bin/pytest -q -m unitOperational notes
Existing production collections are not modified at startup. The runbook requires an explicit backup/restore migration and leaves Railway volume resizing as a manual post-validation operation.
Breaking changes
None.