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Key components: ConfigBuilder (multi-source config merging), ResourceAllocator (storage/index/cache initialization), LifecycleManager (state management). Supports Rust/Node.js/WASM/CLI/MCP with automatic feature detection and graceful degradation. Configuration precedence: Explicit > Env > File > Defaults. See /workspaces/ruvector/docs/architecture/initialization-system-design.md for full specification.", "embedding": [ -0.20442403852939606, 0.07378745824098587, -0.03665672242641449, -0.02088843658566475, 0.04509194940328598, 0.1493103802204132, -0.030661048367619514, 0.047420259565114975, -0.09708137810230255, 0.05281052365899086, 0.158111110329628, 0.022195735946297646, 0.011136529967188835, -0.13758860528469086, -0.11181777715682983, -0.034563228487968445, -0.0062849754467606544, 0.19187644124031067, 0.020547766238451004, 0.04730606451630592, 0.017159460112452507, -0.003639664500951767, -0.010077700950205326, 0.11398062109947205, -0.03633955493569374, -0.14277897775173187, 0.08321545273065567, -0.04097055643796921, -0.05551649257540703, 0.01871688850224018, -0.050052303820848465, 0.11767801642417908, -0.20442403852939606, 0.07378745824098587, -0.03665672242641449, -0.02088843658566475, 0.04509194940328598, 0.1493103802204132, -0.030661048367619514, 0.047420259565114975, -0.09708137810230255, 0.05281052365899086, 0.158111110329628, 0.022195735946297646, 0.011136529967188835, -0.13758860528469086, -0.11181777715682983, -0.034563228487968445, -0.0062849754467606544, 0.19187644124031067, 0.020547766238451004, 0.04730606451630592, 0.017159460112452507, -0.003639664500951767, -0.010077700950205326, 0.11398062109947205, -0.03633955493569374, -0.14277897775173187, 0.08321545273065567, -0.04097055643796921, -0.05551649257540703, 0.01871688850224018, -0.050052303820848465, 0.11767801642417908, -0.20442403852939606, 0.07378745824098587, -0.03665672242641449, -0.02088843658566475, 0.04509194940328598, 0.1493103802204132, -0.030661048367619514, 0.047420259565114975, -0.09708137810230255, 0.05281052365899086, 0.158111110329628, 0.022195735946297646, 0.011136529967188835, -0.13758860528469086, -0.11181777715682983, -0.034563228487968445, -0.0062849754467606544, 0.19187644124031067, 0.020547766238451004, 0.04730606451630592, 0.017159460112452507, -0.003639664500951767, -0.010077700950205326, 0.11398062109947205, -0.03633955493569374, -0.14277897775173187, 0.08321545273065567, -0.04097055643796921, -0.05551649257540703, 0.01871688850224018, -0.050052303820848465, 0.11767801642417908, -0.20442403852939606, 0.07378745824098587, -0.03665672242641449, -0.02088843658566475, 0.04509194940328598, 0.1493103802204132, -0.030661048367619514, 0.047420259565114975, -0.09708137810230255, 0.05281052365899086, 0.158111110329628, 0.022195735946297646, 0.011136529967188835, -0.13758860528469086, -0.11181777715682983, -0.034563228487968445, -0.0062849754467606544, 0.19187644124031067, 0.020547766238451004, 0.04730606451630592, 0.017159460112452507, -0.003639664500951767, -0.010077700950205326, 0.11398062109947205, -0.03633955493569374, -0.14277897775173187, 0.08321545273065567, -0.04097055643796921, -0.05551649257540703, 0.01871688850224018, -0.050052303820848465, 0.11767801642417908 ], "metadata": { "patternId": "4c8d37d1-6863-419c-96ae-3a8cf82966ad", "patternType": "reasoning_memory", "confidence": 0.8, "timestamp": "2025-11-22 22:40:23" } }, { "id": "pretrain-pattern-1", "type": "pattern", "content": "Initialization Patterns: 1) Zero-config (VectorDB::with_dimensions), 2) Builder pattern (fluent API), 3) Config object. Feature detection: auto-fallback HNSW→Flat on WASM, disk→memory when unavailable. Error handling: fail-fast for config errors, graceful degradation for resource errors. Components: ConfigBuilder, ResourceAllocator, LifecycleManager. Supports Rust/Node.js/WASM/CLI/MCP with consistent APIs.", "embedding": [ -0.20563681423664093, 0.04453686624765396, 0.05901658535003662, 0.061438191682100296, 0.001244650105945766, 0.1709413081407547, 0.008182680234313011, 0.06667798012495041, -0.007811099756509066, 0.10434161871671677, -0.03236471861600876, 0.01617155596613884, -0.031479526311159134, -0.1549491435289383, -0.14510682225227356, 0.010369943454861641, 0.0072473702020943165, 0.12017802149057388, -0.046273160725831985, 0.06617862731218338, 0.029501795768737793, 0.007052444852888584, -0.0428144596517086, -0.03696431964635849, -0.1691991686820984, -0.07105200737714767, 0.09945430606603622, -0.023980848491191864, -0.01007585134357214, 0.18646058440208435, -0.04637940227985382, 0.0041633592918515205, -0.20563681423664093, 0.04453686624765396, 0.05901658535003662, 0.061438191682100296, 0.001244650105945766, 0.1709413081407547, 0.008182680234313011, 0.06667798012495041, -0.007811099756509066, 0.10434161871671677, -0.03236471861600876, 0.01617155596613884, -0.031479526311159134, -0.1549491435289383, -0.14510682225227356, 0.010369943454861641, 0.0072473702020943165, 0.12017802149057388, -0.046273160725831985, 0.06617862731218338, 0.029501795768737793, 0.007052444852888584, -0.0428144596517086, -0.03696431964635849, -0.1691991686820984, -0.07105200737714767, 0.09945430606603622, -0.023980848491191864, -0.01007585134357214, 0.18646058440208435, -0.04637940227985382, 0.0041633592918515205, -0.20563681423664093, 0.04453686624765396, 0.05901658535003662, 0.061438191682100296, 0.001244650105945766, 0.1709413081407547, 0.008182680234313011, 0.06667798012495041, -0.007811099756509066, 0.10434161871671677, -0.03236471861600876, 0.01617155596613884, -0.031479526311159134, -0.1549491435289383, -0.14510682225227356, 0.010369943454861641, 0.0072473702020943165, 0.12017802149057388, -0.046273160725831985, 0.06617862731218338, 0.029501795768737793, 0.007052444852888584, -0.0428144596517086, -0.03696431964635849, -0.1691991686820984, -0.07105200737714767, 0.09945430606603622, -0.023980848491191864, -0.01007585134357214, 0.18646058440208435, -0.04637940227985382, 0.0041633592918515205, -0.20563681423664093, 0.04453686624765396, 0.05901658535003662, 0.061438191682100296, 0.001244650105945766, 0.1709413081407547, 0.008182680234313011, 0.06667798012495041, -0.007811099756509066, 0.10434161871671677, -0.03236471861600876, 0.01617155596613884, -0.031479526311159134, -0.1549491435289383, -0.14510682225227356, 0.010369943454861641, 0.0072473702020943165, 0.12017802149057388, -0.046273160725831985, 0.06617862731218338, 0.029501795768737793, 0.007052444852888584, -0.0428144596517086, -0.03696431964635849, -0.1691991686820984, -0.07105200737714767, 0.09945430606603622, -0.023980848491191864, -0.01007585134357214, 0.18646058440208435, -0.04637940227985382, 0.0041633592918515205 ], "metadata": { "patternId": "5babc1c4-c7ba-4b63-9f67-a68c61d21db7", "patternType": "reasoning_memory", "confidence": 0.8, "timestamp": "2025-11-22 22:41:18" } }, { "id": "pretrain-pattern-2", "type": "pattern", "content": "Phase 1 (Weeks 1-2): Core infrastructure - ConfigBuilder, ResourceAllocator, LifecycleManager, validation, unit tests. Phase 2 (Weeks 3-4): Multi-environment support - Rust/Node.js/WASM/CLI, integration tests. Phase 3 (Weeks 5-6): Advanced features - error recovery, config files, migrations. Phase 4 (Weeks 7-8): Production readiness - security, monitoring, docs, benchmarks.", "embedding": [ -0.050021830946207047, -0.06783206015825272, 0.010049011558294296, 0.10549581050872803, -0.14589828252792358, 0.11104381829500198, -0.02413036860525608, -0.045051008462905884, 0.013105626218020916, -0.07948369532823563, 0.017669830471277237, -0.09148195385932922, -0.06092657148838043, -0.16018658876419067, -0.0859723761677742, -0.06662433594465256, -0.07548196613788605, 0.07666297256946564, 0.002179595874622464, 0.07815051078796387, 0.09316367655992508, 0.1831122189760208, -0.013379374518990517, 0.11633637547492981, -0.05457501858472824, -0.12676969170570374, -0.10710736364126205, -0.07215961813926697, -0.11424627900123596, -0.008904618211090565, -0.12409979850053787, -0.03456859290599823, -0.050021830946207047, -0.06783206015825272, 0.010049011558294296, 0.10549581050872803, -0.14589828252792358, 0.11104381829500198, -0.02413036860525608, -0.045051008462905884, 0.013105626218020916, 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Created 44 comprehensive tests for StreamingOptimization initialization with 100% pass rate, 55.95% coverage, excellent performance (<10ms init), 0 bugs found. Full documentation at /workspaces/ruvector/docs/QA_AGENT_SUMMARY.md", "embedding": [ -0.045322541147470474, 0.09949810057878494, -0.04257859289646149, 0.026373157277703285, 0.03908751904964447, 0.03182513266801834, 0.029892848804593086, 0.028625812381505966, 0.0012213874142616987, 0.11182891577482224, 0.21114309132099152, -0.053483691066503525, 0.12537162005901337, -0.012309597805142403, 0.09683794528245926, -0.05467419698834419, 0.04973137751221657, -0.009529968723654747, 0.14370015263557434, 0.07030130177736282, 0.056746870279312134, 0.007456402759999037, 0.13612252473831177, 0.0845770537853241, -0.15183831751346588, 0.08946849405765533, -0.07702289521694183, -0.08998208492994308, -0.024832185357809067, 0.15937462449073792, 0.11274248361587524, 0.046553898602724075, -0.045322541147470474, 0.09949810057878494, -0.04257859289646149, 0.026373157277703285, 0.03908751904964447, 0.03182513266801834, 0.029892848804593086, 0.028625812381505966, 0.0012213874142616987, 0.11182891577482224, 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"2025-12-25T21:32:27.123Z" } }, { "id": "command-1766698367149-vdi901", "type": "command", "content": "other: sleep 1 && echo \"=== Feedback Suggestions ===\" && cat /workspaces/ruvector/.claude/intelligence/data", "embedding": [ -0.05060973018407822, 0.0492837131023407, 0.051493749022483826, 0.1337069272994995, 0.018785279244184494, -0.0006630100542679429, -0.022321321070194244, 0.02364734187722206, 0.01834326982498169, -0.08420222997665405, -0.0727100595831871, 0.04265361279249191, 0.037791550159454346, 0.09260033816099167, -0.141663059592247, -0.15227121114730835, -0.13193891942501068, -0.04618966579437256, 0.11337463557720184, 0.10453451424837112, 0.048399701714515686, -0.07757212221622467, 0.08331821113824844, 0.09348435699939728, -0.06254389882087708, 0.003757057711482048, -0.05635581538081169, -0.11204861849546432, -0.14298906922340393, -0.1261928230524063, -0.038675568997859955, 0.07757212221622467, -0.05060973018407822, 0.0492837131023407, 0.051493749022483826, 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-0.04618966579437256, 0.11337463557720184, 0.10453451424837112, 0.048399701714515686, -0.07757212221622467, 0.08331821113824844, 0.09348435699939728, -0.06254389882087708, 0.003757057711482048, -0.05635581538081169, -0.11204861849546432, -0.14298906922340393, -0.1261928230524063, -0.038675568997859955, 0.07757212221622467, -0.05060973018407822, 0.0492837131023407, 0.051493749022483826, 0.1337069272994995, 0.018785279244184494, -0.0006630100542679429, -0.022321321070194244, 0.02364734187722206, 0.01834326982498169, -0.08420222997665405, -0.0727100595831871, 0.04265361279249191, 0.037791550159454346, 0.09260033816099167, -0.141663059592247, -0.15227121114730835, -0.13193891942501068, -0.04618966579437256, 0.11337463557720184, 0.10453451424837112, 0.048399701714515686, -0.07757212221622467, 0.08331821113824844, 0.09348435699939728, -0.06254389882087708, 0.003757057711482048, -0.05635581538081169, -0.11204861849546432, -0.14298906922340393, -0.1261928230524063, -0.038675568997859955, 0.07757212221622467 ], "metadata": { "success": false, "cmdType": "other", "timestamp": "2025-12-25T21:32:47.150Z" } }, { "id": "command-1766698416493-1qvurx", "type": "command", "content": "other: cd /workspaces/ruvector/.claude/intelligence && node -e \"\nimport RuVectorIntelligence from './index.", "embedding": [ 0.03176562488079071, 0.049128204584121704, 0.0005919060786254704, -0.038473889231681824, 0.00769477803260088, -0.07083141803741455, -0.09687528759241104, 0.09569147229194641, 0.0751720741391182, -0.0992429107427597, -0.09056162089109421, -0.04873359575867653, -0.0033541368320584297, 0.0905616283416748, -0.1615903675556183, -0.18645042181015015, 0.05386344715952873, 0.035711660981178284, -0.008089384995400906, -0.05346884950995445, -0.04873359948396683, 0.13673028349876404, 0.08069651573896408, 0.09253464639186859, 0.0009865087922662497, -0.055047255009412766, -0.06570156663656235, -0.0053271460346877575, 0.06964761018753052, -0.17106083035469055, 0.00966779887676239, 0.13081124424934387, 0.03176562488079071, 0.049128204584121704, 0.0005919060786254704, -0.038473889231681824, 0.00769477803260088, -0.07083141803741455, -0.09687528759241104, 0.09569147229194641, 0.0751720741391182, -0.0992429107427597, -0.09056162089109421, -0.04873359575867653, -0.0033541368320584297, 0.0905616283416748, -0.1615903675556183, -0.18645042181015015, 0.05386344715952873, 0.035711660981178284, -0.008089384995400906, -0.05346884950995445, -0.04873359948396683, 0.13673028349876404, 0.08069651573896408, 0.09253464639186859, 0.0009865087922662497, -0.055047255009412766, -0.06570156663656235, -0.0053271460346877575, 0.06964761018753052, -0.17106083035469055, 0.00966779887676239, 0.13081124424934387, 0.03176562488079071, 0.049128204584121704, 0.0005919060786254704, -0.038473889231681824, 0.00769477803260088, -0.07083141803741455, -0.09687528759241104, 0.09569147229194641, 0.0751720741391182, -0.0992429107427597, -0.09056162089109421, -0.04873359575867653, -0.0033541368320584297, 0.0905616283416748, -0.1615903675556183, -0.18645042181015015, 0.05386344715952873, 0.035711660981178284, -0.008089384995400906, -0.05346884950995445, -0.04873359948396683, 0.13673028349876404, 0.08069651573896408, 0.09253464639186859, 0.0009865087922662497, -0.055047255009412766, -0.06570156663656235, -0.0053271460346877575, 0.06964761018753052, -0.17106083035469055, 0.00966779887676239, 0.13081124424934387, 0.03176562488079071, 0.049128204584121704, 0.0005919060786254704, -0.038473889231681824, 0.00769477803260088, -0.07083141803741455, -0.09687528759241104, 0.09569147229194641, 0.0751720741391182, -0.0992429107427597, -0.09056162089109421, -0.04873359575867653, -0.0033541368320584297, 0.0905616283416748, -0.1615903675556183, -0.18645042181015015, 0.05386344715952873, 0.035711660981178284, -0.008089384995400906, -0.05346884950995445, -0.04873359948396683, 0.13673028349876404, 0.08069651573896408, 0.09253464639186859, 0.0009865087922662497, -0.055047255009412766, -0.06570156663656235, -0.0053271460346877575, 0.06964761018753052, -0.17106083035469055, 0.00966779887676239, 0.13081124424934387 ], "metadata": { "success": false, "cmdType": "other", "timestamp": "2025-12-25T21:33:36.494Z" } }, { "id": "command-1766698480812-ufyz5s", "type": "command", "content": "other: cat data/patterns.json | jq 'keys' | head -20", "embedding": [ -0.021412357687950134, -0.022983908653259277, -0.08309567719697952, -0.06620151549577713, -0.10431159287691116, 0.03752073645591736, 0.10431158542633057, 0.15774427354335785, 0.047342922538518906, -0.01394750364124775, -0.12945638597011566, 0.18485349416732788, -0.07445215433835983, 0.03280609846115112, -0.058736659586429596, -0.06502285599708557, -0.06777305901050568, -0.015519049018621445, 0.01434039045125246, -0.015519054606556892, -0.0045182048343122005, -0.0669872909784317, -0.05402200296521187, -0.15735138952732086, 0.0335918664932251, -0.11295513063669205, 0.09920405596494675, 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-0.0669872909784317, -0.05402200296521187, -0.15735138952732086, 0.0335918664932251, -0.11295513063669205, 0.09920405596494675, 0.06266552954912186, -0.16835224628448486, -0.008447079919278622, 0.02455545775592327, -0.05912954732775688 ], "metadata": { "success": false, "cmdType": "other", "timestamp": "2025-12-25T21:34:40.813Z" } }, { "id": "command-1766698495639-g6fmuf", "type": "command", "content": "other: cat data/patterns.json | jq '.edit_rs_in_project // .[\"edit_rs_in_micro-hnsw-wasm\"] // empty'", "embedding": [ -0.17672821879386902, -0.10388245433568954, -0.06808501482009888, 0.023677602410316467, -0.1129937618970871, -0.07986274361610413, 0.06205321475863457, 0.009207875467836857, 0.034842029213905334, 0.047626953572034836, -0.06611015647649765, 0.09667118638753891, -0.02417632006108761, -0.012786909006536007, -0.008523156866431236, -0.12395033240318298, -0.07988724857568741, 0.012610397301614285, 0.037775855511426926, 0.0038895083125680685, -0.0985451266169548, -0.11553241312503815, -0.08367625623941422, 0.019455205649137497, 0.08680926263332367, -0.16739583015441895, 0.07520381361246109, -0.023300861939787865, -0.16524477303028107, 0.09996908903121948, -0.031310152262449265, -0.05901584029197693, -0.17672821879386902, -0.10388245433568954, -0.06808501482009888, 0.023677602410316467, -0.1129937618970871, -0.07986274361610413, 0.06205321475863457, 0.009207875467836857, 0.034842029213905334, 0.047626953572034836, -0.06611015647649765, 0.09667118638753891, -0.02417632006108761, -0.012786909006536007, -0.008523156866431236, -0.12395033240318298, -0.07988724857568741, 0.012610397301614285, 0.037775855511426926, 0.0038895083125680685, -0.0985451266169548, -0.11553241312503815, -0.08367625623941422, 0.019455205649137497, 0.08680926263332367, -0.16739583015441895, 0.07520381361246109, -0.023300861939787865, -0.16524477303028107, 0.09996908903121948, -0.031310152262449265, -0.05901584029197693, -0.17672821879386902, -0.10388245433568954, -0.06808501482009888, 0.023677602410316467, -0.1129937618970871, -0.07986274361610413, 0.06205321475863457, 0.009207875467836857, 0.034842029213905334, 0.047626953572034836, -0.06611015647649765, 0.09667118638753891, -0.02417632006108761, -0.012786909006536007, -0.008523156866431236, -0.12395033240318298, -0.07988724857568741, 0.012610397301614285, 0.037775855511426926, 0.0038895083125680685, -0.0985451266169548, -0.11553241312503815, -0.08367625623941422, 0.019455205649137497, 0.08680926263332367, -0.16739583015441895, 0.07520381361246109, -0.023300861939787865, -0.16524477303028107, 0.09996908903121948, -0.031310152262449265, -0.05901584029197693, -0.17672821879386902, -0.10388245433568954, -0.06808501482009888, 0.023677602410316467, -0.1129937618970871, -0.07986274361610413, 0.06205321475863457, 0.009207875467836857, 0.034842029213905334, 0.047626953572034836, -0.06611015647649765, 0.09667118638753891, -0.02417632006108761, -0.012786909006536007, -0.008523156866431236, -0.12395033240318298, -0.07988724857568741, 0.012610397301614285, 0.037775855511426926, 0.0038895083125680685, -0.0985451266169548, -0.11553241312503815, -0.08367625623941422, 0.019455205649137497, 0.08680926263332367, -0.16739583015441895, 0.07520381361246109, -0.023300861939787865, -0.16524477303028107, 0.09996908903121948, -0.031310152262449265, -0.05901584029197693 ], "metadata": { "success": false, "cmdType": "other", "timestamp": "2025-12-25T21:34:55.640Z" } }, { "id": "command-1766698518889-74wqjx", "type": "command", "content": "other: node -e \"\nconst intel = require('./index.js').default;\nconst i = new intel();\n\n// What state does ro", "embedding": [ -0.07850617915391922, 0.08019809424877167, 0.18302102386951447, -0.18231640756130219, 0.09202133119106293, -0.03847379609942436, -0.05708760768175125, -0.010054503567516804, 0.15387295186519623, 0.05627090483903885, -0.141350656747818, 0.07666946202516556, 0.023824578151106834, 0.17727035284042358, -0.012274566106498241, 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"/workspaces/ruvector/.claude/intelligence/index.js", "success": true, "crate": null, "timestamp": "2025-12-25T21:37:13.236Z" } }, { "id": "command-1766698653080-i9i2gw", "type": "command", "content": "other: node cli.js route \"edit lib.rs\" --file /workspaces/ruvector/crates/ruvector-core/src/lib.rs --crate ", "embedding": [ -0.11539260298013687, 0.03389468789100647, 0.024220017716288567, -0.08522091060876846, -0.132915198802948, -0.050035260617733, -0.029257882386446, 0.045023076236248016, 0.03022879734635353, 0.10311032831668854, -0.006470482796430588, 0.00496275769546628, -0.23545020818710327, -0.08282871544361115, -0.06744364649057388, -0.12389864772558212, -0.04416252672672272, -0.059989988803863525, 0.019649319350719452, -0.07485096901655197, -0.00683229323476553, -0.03451235592365265, 0.04642190784215927, 0.08141012489795685, 0.05750661715865135, -0.09216786921024323, -0.16296294331550598, 0.00801214948296547, -0.06796570122241974, 0.041952431201934814, -0.12589327991008759, 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