feat: Recall the original text of the knowledge base content rather than retrieving the generated memory.#1024

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whipser030 wants to merge 217 commits intoMemTensor:dev-20260202-v2.0.5from

whipser030:dev_test_0204

Commits on Oct 28, 2025

update reader and search strategy
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Commits on Oct 29, 2025

set strategy reader and search config
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fix all reader conflicts
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fix install problem
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fix
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fix test
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Merge branch 'dev' into dev_test
CaralHsi
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Commits on Oct 30, 2025

Merge branch 'dev' into dev_test
fridayL
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turn off graph recall
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Merge branch 'dev' into dev_test
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turn off graph recall
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turn off graph recall
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Merge branch 'dev' into dev_test
fridayL
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Merge branch 'dev' into dev_test
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fix Searcher input bug
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fix Searcher
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Merge branch 'dev_test' of github.com:whipser030/MemOS into dev_test
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fix Search
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Merge branch 'dev' into dev_test
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Commits on Nov 4, 2025

fix bug
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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adjust strategy reader
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Merge branch 'dev' into dev_test
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adjust strategy reader
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adjust search config input
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reformat code
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Merge branch 'dev' into dev_test
CaralHsi
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Commits on Nov 5, 2025

re pr
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Merge branch 'dev_test' of github.com:whipser030/MemOS into dev_test
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format repair
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
CaralHsi
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Commits on Nov 11, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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fix time issue
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Merge branch 'dev_test' of github.com:whipser030/MemOS into dev_test
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Commits on Nov 19, 2025

develop feedback process
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Resolve merge conflicts
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Commits on Nov 20, 2025

feedback handler configuration
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Commits on Nov 25, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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merged
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Commits on Nov 26, 2025

upgrade feedback using
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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fix
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Commits on Nov 27, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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add threshold
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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update prompt
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update prompt
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fix handler
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Commits on Nov 29, 2025

add feedback scheduler
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Commits on Dec 1, 2025

add handler change node update
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add handler change node update
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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add handler change node update
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add handler change node update
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add handler change node update
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Commits on Dec 2, 2025

Commits on Dec 3, 2025

add chunk and ratio filter
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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update stopwords
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Merge branch 'dev' into dev_test
fridayL
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Commits on Dec 4, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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fix messages queue
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Merge branch 'dev_test' of github.com:whipser030/MemOS into dev_test
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Commits on Dec 7, 2025

add seach_by_keywords_LIKE
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Commits on Dec 9, 2025

add doc filter
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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merge dev
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add retrieve query
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Commits on Dec 10, 2025

add retrieve queies
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patch info filter
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Commits on Dec 11, 2025

add strict info filter
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Commits on Dec 12, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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add log and make embedding safety net
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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add log and make embedding safety net
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Commits on Dec 15, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Commits on Dec 16, 2025

deduplicate add objects
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Merge branch 'dev' into dev_test
CaralHsi
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Commits on Dec 17, 2025

use _add_memories_parallel
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Merge branch 'dev_test' of github.com:whipser030/MemOS into dev_test
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Merge branch 'dev' into dev_test
fridayL
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delete Special characters
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Merge branch 'dev_test' of github.com:whipser030/MemOS into dev_test
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delete Special characters
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delete Special characters
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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delete Special characters
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add source_doc_id
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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add source_doc_id
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Commits on Dec 18, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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add reranker in init com..
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Merge branch 'dev' into dev_test
fridayL
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fix circle import
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Merge branch 'dev_test' of github.com:whipser030/MemOS into dev_test
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Commits on Dec 22, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Commits on Dec 23, 2025

add feedback judgement
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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add feedback judgement
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Commits on Dec 24, 2025

add pref feedback
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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add pref feedback
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add pref feedback
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Commits on Dec 25, 2025

Merge branch 'dev' into dev_test
fridayL
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Commits on Dec 29, 2025

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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patch: get_memory func filter user id and make page chunk
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Merge branch 'dev' into dev_test
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Merge branch 'dev_test' of github.com:whipser030/MemOS into dev_test
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Commits on Dec 30, 2025

add total num
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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add total num
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add milvus pagination
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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fix merge implicit explicit pref
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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fix merge implicit explicit pref
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fix merge implicit explicit pref
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fix merge implicit explicit pref
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Commits on Jan 7, 2026

fix json load bug
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Commits on Jan 8, 2026

knowledge raw_text replace memory
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Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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knowledge raw_text replace memory
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knowledge raw_text replace memory
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Commits on Jan 12, 2026

Merge branch 'dev' of github.com:MemTensor/MemOS into dev
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Merge branch 'dev' into dev_test
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Merge branch 'dev-20260112-v2.0.2' of github.com:MemTensor/MemOS into dev_release
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unuse rerank
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Merge branch 'dev-20260112-v2.0.2' of github.com:MemTensor/MemOS into dev_release
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Merge branch 'dev_release' into dev_test
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Commits on Jan 13, 2026

backtrack knowledge retrieval
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Merge branch 'dev-20260112-v2.0.2' of github.com:MemTensor/MemOS into dev_release
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Merge branch 'dev_release' into dev_test
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Commits on Jan 14, 2026

norerank knowledge data
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Merge branch 'dev-20260112-v2.0.2' of github.com:MemTensor/MemOS into dev_release
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norerank knowledge data
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use embedding rerank knowledge
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Merge branch 'dev-20260112-v2.0.2' of github.com:MemTensor/MemOS into dev_release
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Merge branch 'dev_release' into dev_test
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Commits on Jan 15, 2026

add chunk memories
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Merge branch 'dev-20260112-v2.0.2' of github.com:MemTensor/MemOS into dev_release
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Commits on Jan 18, 2026

feat: mix search upload file raw content
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Merge branch 'dev-20260112-v2.0.2' of github.com:MemTensor/MemOS into dev_release
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feat: search upload raw file
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feedback soures set empty
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Commits on Jan 19, 2026

chat upload file can be chunk
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Merge branch 'dev-20260119-v2.0.3' of github.com:MemTensor/MemOS into dev_release
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fix: when rerank query is too long
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Commits on Jan 20, 2026

fix too long rerank
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fix too long rerank
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Merge branch 'dev_release' into dev_test
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make mem_reader config
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make mem_reader config
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Commits on Feb 2, 2026

transmit search_memory_type param
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Commits on Feb 3, 2026

refactor format
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Commits on Feb 4, 2026

feat: Add edges to the knowledge base memory
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add file url to knowledge db
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add log
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Merge branch 'dev-20260202-v2.0.5' into dev_test_0204
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fix
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search neighbor_discovery
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Commits on Feb 5, 2026

record fallback ratio
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Merge branch 'dev-20260202-v2.0.5' into dev_test_0204
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feedback do not change memories with edges
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Merge branch 'dev-20260202-v2.0.5' into dev_test_0204
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add skill
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fix test
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Commits on Feb 6, 2026