2f9fbe5563
- 新增wiki/复杂性理论与教育问题.md,包含埃德加·莫兰教育理论 - 添加PDF转换版本(最终版/OCR版/重排版等)到raw/教育AI研究/文献库/ - 更新wiki/index.md统计和核心概念表 - 追加wiki/log.md操作记录 - 添加PDF转换处理报告 文档特色: - 七种必要的知识框架 - 复杂性思维在教育中的应用 - 联合国教科文组织委托的重要教育论著 技术处理: - PDF文本提取 + OCR识别(PyMuPDF + Tesseract) - 深度语义分析和结构重排 - 符合Wiki层规范的frontmatter - 建立与复杂性理论和教育AI研究的关系链接
919 lines
56 KiB
Markdown
919 lines
56 KiB
Markdown
# LLM Wiki �亙�
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## [2026-07-01] ingest | LLM Wiki ��雿喳�頝菜��?
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**�交�**: �典�摰墧���� + [[LLM-Wiki-v2]] ��艙
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**�滢�**:
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- �啣� `wiki/LLM-Wiki-��雿喳�頝?md` �?�箔��典� 506 憿萄�瘚见��鞟���雿喳�頝菜��梹�reference 憿蛛�
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- 摰墧��𤑳緵嚗𡁜��函漯敺见�撜啣�撣��74/506 憿菜� raw 撘閧鍂嚗�歇�刻��捶�讛�摰𣬚�嚗㚁�Phase 1 �笔𦶢�冽�摮埈挾 0% �賢𧑐
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- �鞟��𥕦之暺�����嚗É[DSpark]]/[[����È]/[[雿閖鵭撌包]/[[�啣漲�躰�AI�箏�璅∪�]]嚗劐�銝箏笆�?
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- 蝏坔枂 frontmatter/皞舀�/甇��/�暹𦻖�?do-don't 銵?+ 摰峕��芣�皜�� + v2 ��艙�惩�銵?
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- �㗇��乩漣�箸��鍦��寡�隡睃�蝥扯楝蝥選�P0 �桀�皞舀� �?P1 瞈�瘣餃�蝟餃㦛 �?P2 �賢𧑐�笔𦶢�冽� �?P3 蝏煺��寡�嚗?
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- �湔鰵 `wiki/index.md` �詨�璁�艙銵?+ 璁�����嚗?05 憿蛛�
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**瘨匧�憿菟𢒰**: 1 銝芣鰵憿菟𢒰嚗? 銝芣凒�圈△�g�index.md嚗?
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**�喲睸閬��**:
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- �砍�撘閧鍂蝟餌�"�函鍂�啁��唳䲮餈睲�摰𣬚�"嚗��蝥折妟瞍�宏撌脫𡂝�琿�霂��嚗峕瓲敹�䔮憸䀝��?憒���游末"�峕糓"憒��霈拇凒憭𡁻△�Z噢�?
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- �𤑳緵�峕滲皞鞉䲮閮�撟嗅�嚗���?[raw:line] vs home-wiki sources/嚗㚁��啣�摰寧�銝��滩�?
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- �祇△隞亥澈雿𨅯�嚗𡁜‵皛?confidence/status/last_reviewed/relations �𥕢葵 Phase 1 摮埈挾
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## [2026-07-01] ingest | LLM Wiki ��雿喳�頝菜��?
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**�交�**: �典�摰墧���� + [[LLM-Wiki-v2]] ��艙
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**�滢�**:
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- �啣� `wiki/LLM-Wiki-��雿喳�頝?md` �?�箔��典� 506 憿萄�瘚见��鞟���雿喳�頝菜��梹�reference 憿蛛�
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- 摰墧��𤑳緵嚗𡁜��函漯敺见�撜啣�撣��74/506 憿菜� raw 撘閧鍂嚗�歇�刻��捶�讛�摰𣬚�嚗㚁�Phase 1 �笔𦶢�冽�摮埈挾 0% �賢𧑐
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- �鞟��𥕦之暺�����嚗É[DSpark]]/[[����È]/[[雿閖鵭撌包]/[[�啣漲�躰�AI�箏�璅∪�]]嚗劐�銝箏笆�?
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- 蝏坔枂 frontmatter/皞舀�/甇��/�暹𦻖�?do-don't 銵?+ 摰峕��芣�皜�� + v2 ��艙�惩�銵?
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- �㗇��乩漣�箸��鍦��寡�隡睃�蝥扯楝蝥選�P0 �桀�皞舀� �?P1 瞈�瘣餃�蝟餃㦛 �?P2 �賢𧑐�笔𦶢�冽� �?P3 蝏煺��寡�嚗?
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- �湔鰵 `wiki/index.md` �詨�璁�艙銵?+ 璁�����嚗?05 憿蛛�
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**瘨匧�憿菟𢒰**: 1 銝芣鰵憿菟𢒰嚗? 銝芣凒�圈△�g�index.md嚗?
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**�喲睸閬��**:
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- �砍�撘閧鍂蝟餌�"�函鍂�啁��唳䲮餈睲�摰𣬚�"嚗��蝥折妟瞍�宏撌脫𡂝�琿�霂��嚗峕瓲敹�䔮憸䀝��?憒���游末"�峕糓"憒��霈拇凒憭𡁻△�Z噢�?
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- �𤑳緵�峕滲皞鞉䲮閮�撟嗅�嚗���?[raw:line] vs home-wiki sources/嚗㚁��啣�摰寧�銝��滩�?
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- �祇△隞亥澈雿𨅯�嚗𡁜‵皛?confidence/status/last_reviewed/relations �𥕢葵 Phase 1 摮埈挾
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**�交�**: [[LLM-Wiki-v2��漣���舀䲮獢È] Phase 3嚗�鵭�蠘��塚�
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**�滢�**:
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- �啣� `tools/scripts/knowledge-graph.py` �?�曉��典�嚗帋� relations �滚遣�整��� JSON����桅曎�滚�餈賣滲嚗Ếaused_by/supports/extends嚗剹������蝝g�qmd + graph �拙�嚗剹��raphviz DOT 撖澆枂
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- ��漣 `tools/scripts/graph-search.py` �?�啣� `--use-graph` 璅∪�嚗諹粉憸��撱?`knowledge-graph.json` �𣳇���撅𤏪�撖寞��?live-frontmatter 璅∪�嚗?
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- �啣� `tools/scripts/review-pages.py` �?憿菟𢒰霂�恣�剁�Ollama �舐鍂�嗅� LLM 霂凋�摰⊥瓲嚗䔶��舐鍂�園�蝥找蛹�蹱����躰�摰∴�雿𡒊蔭靽∪漲/蝻?source/餈�𧒄/�㰘��瑕��剁�嚗偦��?B-3.3 雿𡒊蔭靽∪漲撱箄悅嚗Ǒ--confidence-low`嚗?
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- �啣� `tools/data/knowledge-graph.json` �?�暹㺭�桀�嚗?04 ���嚗? 颲對�
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- 憛怠�擐𡝗辺 canonical relation嚗靀[LLM-Wiki-v2]] `supersedes` [[LLM Wiki]]嚗�䲮獢?L211嚗?
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- B-3.2 �𤤿㦛�芸𢆡��釣憭滨鍂撌脫� `detect-conflicts.py --auto-callout`
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- 靽格迤 `wiki/index.md` ���擧凒�唳𠯫���06-30 �?07-01嚗?
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**瘨匧�憿菟𢒰**: 0 銝芣鰵憿菟𢒰嚗? 銝芣凒�圈△�g�[[LLM-Wiki-v2]] �?relations嚗𢁾ndex.md �寞𠯫���
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**�喲睸閬��**:
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- �暹㺭�桀�敶枏�隞?1 颲對��?relations 摮埈挾��鍂憓鮋�餈�宏嚗�鰵憿菟𢒰隡睃�嚗剹��� relations 憛怠�嚗�㦛�𦦵揣/霂�旿�曇蕭皞航䌊�函��?
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- LLM 霂�恣�典��滢誑�蹱��芋撘讛�銵䕘��祆㦤�芾� Ollama嚗㚁�摰㕑��擧����嫣誨��朖�舐鍂霂凋�摰⊥瓲
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- 撉諹��朞�嚗䫤knowledge-graph.py build/stats/neighbors/export-dot`��review-pages.py --page --json` ��迤撣?
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**Phase �餉�摨?*: P0 �?P1 �?P2 �?P3 ����𡁏𧋦撠曹�嚗丯elations 憓鮋�憛怠� + LLM �𡒊垢敺�𦻖�乩蛹��賒憿對�
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## [2026-06-30] sync | home-wiki 頝典��峕郊
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**�交�**: `D:\TC_UP\home-wiki`嚗��瘜券�蝑㗇��?AI��頂蝏毺�霈箝��搻摮行�脲���䰻霂��嚗?
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**�滢�**:
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- �𥕦遣 `tools/sync/sync_homewiki.py` �?�臬��函�頝典��峕郊頧祆揢�𡁏𧋦嚗㇅rontmatter 頧祆揢 + OpenClaw ��扇皜��嚗?- �𥕦遣 `tools/sync/knowledge-base-sync-plan.md` �?摰峕㟲�峕郊�寞���﹝
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- �峕郊 concepts/ �?wiki/嚗?1 銝芣�敹菟△嚗?- �峕郊 entities/ �?wiki/嚗? 銝芸�雿㯄△嚗?- �峕郊 syntheses/ �?wiki/嚗? 銝芰遞��𥁒�𠺪�
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- �峕郊 raw/articles/ �?raw/homewiki-articles/嚗? 銝?HTML �笔����嚗?- �峕郊 04-Tools/ �?tools/docs/homewiki/嚗? 銝芸極�瑟�獢��
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- �湔鰵 `wiki/index.md` �?�啣�"頝典��峕郊嚗áome-wiki嚗?蝡㰘�
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- �湔鰵 `wiki/log.md` �?霈啣��祆活�峕郊�滢�
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**瘨匧�憿菟𢒰**: 14 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?HTML �笔��交�嚗? 銝芸極�瑟�獢?
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**�峕郊��捆皜��**:
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| 蝐餃� | �圈� | �𡒊� |
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|------|------|------|
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| 璁�艙憿?| 11 | 瘨𣬚緵��葩�峕����誑蝏�蛹憪卝���頝菔捏��LM-Wiki-v2��arkitdown��▲蝥找犖�煺��滚�����滯�偦鵭撖輻緵鞊∠�蝎曄������摹�嗉秩��控镼?2銝芸�憪见𧂈�𤏸氜��goCentric�唳旿���銝𤾸�頨急惣�賢�撅?|
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| 摰硺�憿?| 2 | �剜��硔����拇𧋦皞鞱秩 |
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| 蝏澆��亙� | 1 | ���皛典極蝔见之摮行坾摮�嵗�剜��䀝�靚���亙� |
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| HTML �笔��交� | 4 | �剜��𣇉��𠉛�����ermes�箄�雿栞��嗚����唳𧋦韐?銝���祆�霂氬�?�滚�1銝? |
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| 撌亙���﹝ | 7 | Hermes憭鋫gent�譍���arkitdown�����SL�����LI-MCP-Skill�喟頂蝑?|
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**頧祆揢閫��**:
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1. Frontmatter: `type/title/created/updated/tags/sources/confidence` �?`categories/tags/created/source/type`
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2. ��倌�惩�: home-wiki Canonical Tags �?�格�隞枏� tags嚗�鉄 `wiki`��concept`��people` �滨�嚗?3. �交��澆�: `sources: [頝臬�]` �?`source: "[[��辣�䓞]"` (wikilink �澆�)
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4. ��捆皜��: 蝘駁膄 OpenClaw ��扇瘜券���elated 蝡㰘�����擧凒�啗�
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5. �脩�璉��? 憸��撉諹��惩��齿�隞嗅�蝒?
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**韐券�撉諹�**:
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- �?Frontmatter �澆�蝚血��格�隞枏�閫��
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- �?OpenClaw ��扇撌脫����LLM-Wiki-v2.md��arkitdown.md 銵亙�皜��嚗?- �?�滚���倌撌脖耨憭㵪��剜��?md嚗?- �?Wikilinks 靽脲���辣�滚��剁�Obsidian �芸𢆡閫��嚗?- �?HTML �笔��交�撌脣�甇亙� raw/homewiki-articles/
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**蝝W��湔鰵**:
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- Wiki憿菟𢒰�? 452+ �?466+ (+14)
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- �交��? 48 �?49 (+1 home-wiki)
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- 璁�艙憿菟𢒰: 179+ �?190+ (+11)
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- 摰硺�憿菟𢒰: 27+ �?29+ (+2)
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- ���擧凒�? 2026-06-30 (home-wiki 頝典��峕郊)
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**�芸𢆡�硋極�?*:
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- `tools/sync/sync_homewiki.py` �?�舀��賭誘: `concepts`��entities`��syntheses`��raw`��all`
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- �𡒊賒摰𡁏��峕郊�舐凒�亥�銵? `python tools/sync/sync_homewiki.py all`
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---
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## [2026-06-30] ingest | �飇eepSeek摮虫��游�
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**�交�**: [[raw/�飇eepSeek摮虫��游�]] �?敺𦯀�敶𤏪�敺桐縑�砌��瘀�2026-06-29
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**�滢�**:
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- �𥕦遣 `wiki/����?md` - �詨�璁�艙憿菟𢒰嚗���怠�甇交�雿𣈯�餉�����典㦤�胯��器�峕辺隞?- �𥕦遣 `wiki/DSpark.md` - ���臬極�琿△�g�DeepSeek �函��𣳇�毺頂蝏��靘?- �湔鰵 `wiki/index.md` - 瘛餃��?�詨�璁�艙"�?撌亙�"蝡㰘�嚗峕凒�啁�霈⊥��?- �湔鰵 `wiki/log.md` - 霈啣��祆活 ingest �滢�
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**瘨匧�憿菟𢒰**: 2 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?raw �交�
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**�喲睸閬��**:
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- **�詨�瘣𧼮�**嚗帋��W笆��之�典�鈭屸�劐�嚗�虾�賣覔�砌��舐�����劐�嚗諹�峕糓獢�沲�園�删�����?- **������甇交�雿?*嚗𡁏�撉𣬚𡠺蝡𧢲�?�?�寥�撘���箏� �?靽萘���撠𤩺𦻖�?�?�亙��亙藁�鞉𧋦
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- **DSpark 獢�����**嚗?.2%-1.3% �亙藁�鞉𧋦嚗峕揢�?16%-30% �亙��踹漲�𣂼��?60%-85% �函��笔漲�𣂼�
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- **銝𤾸�瘝餅�/璅∪��𣇉��箏�**嚗𡁜�瘝餅�閫��"銝�銝芷䔮憸睃云憭?嚗��韐冽㦤�塚�嚗峕芋�堒�閫��"銝�銝芰頂蝏笔云憭齿�"嚗��銝����舀�嚗㚁������圾�?憭帋葵�格��贝絲�乩��?嚗��韐冽㦤�塚�
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- **銝匧之摨𠉛鍂�箸艶**嚗朞恕�交䲮瘜𤏪�蝟餌�摰�� vs 銵�𢆡鈭支�嚗剹���蝏�挽霈∴���� vs �菜暑�改���葵鈭箏�蝑吔�摰匧� vs �鞾鵭嚗?- **銝厩�憭望��∩辣**嚗𡁜�蝟餌�銝滨𡠺蝡页�憒��憪颱葉��縑隞餃��芰眏嚗剹��𦻖����祈�擃塩��蘨�劐�蝘齿㦤�嗅虾�?- **�詨��滢��桅�**嚗朞�銝支葵�格��舐���銁鈭垍㮾�W內嚗諹��臭�����嗆�摰�賑��銁鈭��韏瘀�
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**�啣�Wiki憿菟𢒰**:
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1. [[����È] �?��圾獢�沲�園�删�����伐�霈拐��𣬚𤌍����啣��芰𡠺蝡见�蝟餌����萘輕璅∪�
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2. [[DSpark]] �?DeepSeek 憭扳芋�𧢲綫����毺頂蝏���朞�撠��笔漲�諹�韐舀�扳�����祉�摮鞟頂蝏笔��?60%-85% �函��笔漲�𣂼�
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**蝝W��湔鰵**:
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- Wiki憿菟𢒰�? 450+ �?452+ (+2)
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- �交��? 47 �?48 (+1)
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- 璁�艙憿菟𢒰�? 177+ �?179+ (+2)
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- 撌亙�憿菟𢒰�? 25+ �?26+ (+1)
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- ���擧凒�? 2026-06-30 (�啣�������萘輕璅∪�)
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---
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## [2026-05-23] ingest | �拙𦶢嚗屸仪�踝��啣��航��抵���𦶢嚗?瘥𥕢�25
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**�交�**: 撣血�摰X�隡?5嚗��鈭擧��厰�蝭��𠹺葉�賜冗隡𡁜��嗥漣����僐�衤蛹雿閙糓�拙𦶢�嗘���抅�?
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**�滢�**:
|
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- �𥕦遣 `wiki/�拙𦶢嚗��摨閙糓閬�仪靚���?md` - 瘥𥕢�25 ����△�?- �湔鰵 `wiki/index.md` - 瘛餃��?��蟮���?蝡㰘�
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**瘨匧�憿菟𢒰**: 1 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?raw �交�
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**�喲睸閬��**:
|
||
- 閫��瘥偦�厰�蝭��摰帋�嚗朞圾�?摰墧�嚗��甇?��䔮憸?- ��僑�𨀣�韏瑚��啣�嚗帋��勗��见��舘䌊�鞟���蟮頧桀�
|
||
- �臭�暺𡢅���𡠺蝘�蝑劐犖撖孵�瘞煾䔮憸条�霈斤䰻�脣躹
|
||
- "�輸𡢿�𣬚�憭扯情"嚗𡁜𥣞�舀錇蝑碶��舫�霂舐�嚗䔶�摰𡁏糓憭找�镼輻�銝滩�
|
||
- �坔�蝒�聦嚗𡁻櫊撅勗�銋苷葵���瘞𤏸��兩��𦠜��剜坾繚�踵��𦥑��賣��帋�憭批�霈?- �詨�瘣𧼮�嚗𡁏��仿𠗕�婙�𥪯�瘞烐��拙𦶢�圈𧫴蝥折仪�賜��芣��寥�?
|
||
---
|
||
|
||
## [2026-05-23] rewrite | 瘥𥕢�蝟餃�瘛勗漲�滚�
|
||
|
||
**�滢�**: 撠?6 銝芣�隡?wiki 憿菟𢒰隞?stub �䁅�瘛勗漲�滚�銝?LLM Wiki �����楛摨衣�霂?
|
||
**�滚�霂行�**:
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| 憿菟𢒰 | �笔�銵峕㺭 | �滚��舘��?| �詨��睃� |
|
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|------|---------|-----------|---------|
|
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| �堒蔽��”�唳���虾�?| 55 | ~190 | 5 �嗘����?0+ callout��犖�拙�蝟餃㦛�?0+ 皞舀���釣 |
|
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| �望�隡𡁜�鈭訫�撅勗��?| 59 | ~170 | 6 �嗘�������踹極�𠉛�頝舐瑪����㛖鸌憪娍��扼�?5+ 皞舀���釣 |
|
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| 鈭訫�撅曹���犖敹��撘?| 61 | ~170 | 7 �嗘�����𤣰�滩���������控�啁�蝏𤘪����瘚拙��塩��鰵蝷曆�獢�沲�?0+ callout |
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| �坔���遣�𥟇�肽楝 | 58 | ~180 | 6 �嗘�������嗉絲銋匧仃韐乓���皝暹㺿蝻硔���銝箏��争��𡁏��交𧖣�?5+ callout |
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| 蝏�����撌?| 60 | ~180 | 5 �嗘������曌栞��押��恕�亙榆���銝芸�甇扼����萄�蝏�楛�?5+ callout |
|
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| 瘥𥕢��嗘��肽楝霈脰圾 | 53 | ~160 | 6 �嗘�������𡁜搻摮艾���靽桃��漤𢒰�蹱�����?霂剛��?5+ callout |
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**韐券��𣂼�**:
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- 瘥譍葵 wiki 憿菟𢒰隞𡡞�𡁶鍂璅⊥踎�澆��滚�銝箏�鈭见�瘛勗漲蝻𤥁�
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- �𣂼� raw ���銝剔����匧��桐犖�押���隞嗚��㺭�柴���憪见��?- 瘥譍葵鈭见���釣 `[raw:{��辣�㧸:{銵�噡}]` 皞舀�
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- 雿輻鍂 callout嚗íuote/tip/warning/danger/success/abstract/info嚗厰�鈭桀��格�撖?- wikilink 鈭文�撘閧鍂�詨�鈭箇��峕�蝡?- 靽格迤 frontmatter tags嚗�� `jinggangshan` �?`jinggangshan-period`嚗䈣he-zhanggong` �?`he-changgong`嚗?
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**敺��**:
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- �𥕦遣摰硺�憿蛛��靝耨蝏譌���瘥���𠻸敺瑯����踹極
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- �𥕦遣璁�艙憿蛛�銝厩��䀹钟
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- �湔鰵 `wiki/�堒蔽.md` 摰硺�憿萄��乩���控�嗆���捆
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- �湔鰵 `wiki/index.md`
|
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|
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---
|
||
|
||
## [2026-05-23] ingest | 瘥𥕢�蝟餃����
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|
||
**�交�**: 8 銝?/raw �桀��啣遣��﹝
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**�滢�**:
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- 霂��隞𠰴予嚗?026-05-23嚗匧銁 /raw �桀��啣遣�?8 銝芣�獢?- �𥕦遣 `wiki/�堒蔽��”�唳���虾�?md` - 瘥𥕢�32 ����△�?- �𥕦遣 `wiki/�望�隡𡁜�鈭訫�撅勗��?md` - 瘥𥕢�31 ����△�?- �𥕦遣 `wiki/�坔���遣�𥟇�肽楝.md` - 瘥𥕢�29 ����△�?- �𥕦遣 `wiki/蝏�����撌?md` - 瘥𥕢�28 ����△�?- �𥕦遣 `wiki/鈭訫�撅曹���犖敹��撘?md` - 瘥𥕢�30 ����△�?- �𥕦遣 `wiki/瘥𥕢��嗘��肽楝霈脰圾.md` - �嗘��寞�霈箏���△�?- �湔鰵 `wiki/index.md` - �啣�"��蟮���?蝡㰘�嚗峕溶�?6 銝芣�隡删頂�烾△�X辺�?- �湔鰵 `wiki/log.md` - 霈啣��祆活 ingest �滢�
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**瘨匧�憿菟𢒰**: 6 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?raw �交�
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**�喲睸閬��**:
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- 瘥𥕢�蝟餃�嚗?8-32嚗㕑挈餈唬���控�嗆��喲睸鈭箇����蝑?- 閬���堒蔽����踹極��遣�𥟇�肽楝��犖敹��撘��銝駁�
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- ���厰△�a�敺芣滲皞鞱��辷��啣�/蝏栞捏��釣 `[raw:{��辣�㧸:{銵�噡}]` �澆�
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- �啣�"��蟮���?蝐餃��其�蝏��瘥𥕢�蝟餃����
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**�啣�蝏蠘恣**嚗?- Wiki 憿菟𢒰�堆�402 �?408嚗?6嚗?
|
||
---
|
||
|
||
## [2026-05-23] update | �啣�霂颱髡蝚磰扇蝐餃�撟嗆凒�啗��?
|
||
**蝐餃�**嚗𡁏沲����氬��掩�急溶�?
|
||
**�滢�**:
|
||
- �𥕦遣 `Categories/霂颱髡蝚磰扇.md` - �啣� PARA 蝐餃�蝝W�憿菟𢒰
|
||
- �湔鰵 `wiki/霂颱髡蝚磰扇隡睃�閫��.md` - 撠?`categories` 隞?`[[Clippings]]` �嫣蛹 `[[霂颱髡蝚磰扇]]`
|
||
- �湔鰵 `Templates/霂颱髡蝚磰扇璅⊥踎.md` - �峕郊�湔鰵 frontmatter 閫��
|
||
- �湔鰵 `Templates/Clipping Template.md` - �峕郊�湔鰵 frontmatter 閫��
|
||
- �湔鰵 `AGENTS.md` - �?PARA 撅��隞嗅允蝏��銵冽聢銝剜溶�?`霂颱髡蝚磰扇.md` 蝷箔�
|
||
- �湔鰵 `霂餉漪銵�恥銋卝�𠹺��𡒊�銵函緵�䭾��臬稬�?md` - 摨𠉛鍂�啁� categories 閫��
|
||
- �湔鰵 `wiki/index.md` - 瘛餃�"霂颱髡蝚磰扇"蝡㰘�嚗峕凒�啁�霈⊥��?- �湔鰵 `wiki/log.md` - 霈啣��嗆��䀹凒
|
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|
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**瘨匧�憿菟𢒰**:
|
||
- 1 銝芣鰵蝐餃�蝝W�憿菟𢒰
|
||
- 3 銝芾��?璅⊥踎��﹝�湔鰵
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- 2 銝芰緵�㗇�獢�凒�堆�AGENTS.md��iki/index.md嚗?
|
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**�喲睸�䀹凒**:
|
||
- �啣� `categories: [[霂颱髡蝚磰扇]]` �其�瘛勗漲��粉��圾���霈?- `categories: [[Clippings]]` 靽萘��其�蝵煾△�睃�嚗�蝠摨血����
|
||
- �箏�嚗朞粉銋衣�霈?= 瘛勗漲��圾+蝏𤘪��𡝗㟲�?Callout擃䀝漁+撱嗡撓�唾�嚗𡱰lippings = 蝵煾△�睃�+頧餃漲憭��
|
||
- 蝘駁膄霂颱髡蝚磰扇�?`clippings` ��倌嚗䔶��?`reading` ��倌
|
||
- 瘛餃�韐券�璉��交��訫�撌乩�瘚�遣霈?
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**�啣�蝏蠘恣**嚗?- PARA 蝐餃�嚗?8 銝迎��怨粉銋衣�霈堆�
|
||
- 撌亙�憿菟𢒰嚗?6 銝?
|
||
---
|
||
|
||
## [2026-05-23] ingest | 霂颱髡蝚磰扇隡睃�閫��
|
||
|
||
**�交�**: [[霂颱髡蝚磰扇隡睃�閫��]]��[霂颱髡蝚磰扇閫��雿輻鍂蝷箔�]]
|
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|
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**�滢�**:
|
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- �𥕦遣 `wiki/霂颱髡蝚磰扇隡睃�閫��.md` - Wiki 撅����△�?- 撠�祕蝏�����獢�宏�?`raw/霂颱髡蝚磰扇隡睃�閫��.md`
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- 撠�蝙�函內靘讠宏�?`raw/霂颱髡蝚磰扇閫��雿輻鍂蝷箔�.md`
|
||
- �𥕦遣 `Templates/霂颱髡蝚磰扇璅⊥踎.md` - �舐凒�乩蝙�函�璅⊥踎
|
||
- �湔鰵 `Templates/Clipping Template.md` - 隡睃� Clipping 璅⊥踎
|
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- �湔鰵 `wiki/index.md` - 瘛餃��啣極�琿△�g��湔鰵蝏蠘恣���
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|
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**瘨匧�憿菟𢒰**: 1 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?raw �交�
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|
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**�喲睸閬��**:
|
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- �嗅��箔� PARA + LLM Wiki ��粉銋衣�霈啁�撘𤩺��?- 閫�� Frontmatter 蝏𤘪�嚗Ếategories��ags��reated��uthor��rl 蝑㚁�
|
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- 摰帋� Callout 雿輻鍂閫��嚗? 蝘滨掩�页�info��ip��arning��anger��mportant��uccess��uote��xample嚗?- 蝞��𣇉����憸矋��踹�"銝��?蝑匧�雿坔�蝻�嚗?- 瘛餃�撱嗡撓��粉蝡㰘�嚗òikilink �唾�嚗?- �𣂷�摰峕㟲��捶�𤩺��交��?
|
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**摰噼殿獢��**: 霂餉漪銵�恥銋卝�𠹺���控����乓�贝粉銋衣�霈唬��?
|
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---
|
||
|
||
## [2026-04-21] ingest | �枏振靽桃�蝏誩�蝻𤥁�
|
||
|
||
- **�交�**嚗?026-04-21
|
||
- **�滢�蝐餃�**嚗䥑ngest嚗��摰嗡耨�潛��貊�霂𡢅�
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- **�交��桀�**嚗䫤raw/�澆𢙺銋钅𡢿_�舘馬隡?`
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- **憭����辣�?*嚗?5 銝芰����隞塚�摰峕㟲銋衣���捆嚗?
|
||
## 瘨匧���辣
|
||
|
||
| # | ��辣�?| 蝐餃� | �嗆�?|
|
||
|---|---------|------|------|
|
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| 1 | ���憭批郎AI�坔郎憿寧𤌍瘛勗漲�𠉛弦�亙� | �箸� | �?撌脣銁 wiki 銝?|
|
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| 2 | �臬繿蝳誩之摮再I�坔郎憿寧𤌍瘛勗漲�𠉛弦�亙� | �箸� | �?撌脣銁 wiki 銝?|
|
||
| 3 | �𥟇揖憭批郎AI�坔郎憿寧𤌍瘛勗漲�𠉛弦�亙� | �箸� | �?撌脣銁 wiki 銝?|
|
||
| 4 | �烐‘憭批郎AI�坔郎憿寧𤌍瘛勗漲�𠉛弦�亙� | �箸� | �?撌脣銁 wiki 銝?|
|
||
| 5 | 皜��憭批郎AI�坔郎憿寧𤌍瘛勗漲�𠉛弦�亙� | �箸� | �?撌脣銁 wiki 銝?|
|
||
| 6 | �𦯀漪憭批郎AI�坔郎憿寧𤌍瘛勗漲�𠉛弦�亙� | �箸� | �?撌脣銁 wiki 銝?|
|
||
| 7 | ETH-EPFL�𧼮ㄚ撌亦�AI�躰�憿寧𤌍瘛勗漲�𠉛弦�亙� | �箸� | �?撌脣銁 wiki 銝?|
|
||
| 8 | 銝剔�憿嗅�擃䀹嵗AI�坔郎撖寞��𠉛弦�亙� | 璁�艙 | �?撌脣銁 wiki 銝?|
|
||
| 9 | �坔郎憭扳芋�见�撅閧𠶖�菜楛摨衣�蝛嗆𥁒�?20260415 | 璁�艙 | �?撌脣銁 wiki 銝?|
|
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| 10 | �躰�AI�輻�撱箄悅�亙� | �亙� | �?撌脣銁 wiki 銝?|
|
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| 11 | �躰�AI�𥕢��砍虬�����蝛嗆𥁒�?| �亙� | �?撌脣銁 wiki 銝?|
|
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| 12 | �坔�AI蝝惩�獢�沲�𠉛弦�亙� | �亙� | �?撌脣銁 wiki 銝?|
|
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| 13 | AIED-2025摮行钟�齿窒霈箸�瘛勗漲閫�粉 | �亙� | �?撌脣銁 wiki 銝?|
|
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| 14 | 蝏澆��冽艶�亙�嚗�洵1-8�剁� | �亙� | �?撌脣銁 wiki 銝?|
|
||
| 15 | �躰�AI�𥕢��砍虬�����蝛嗆𥁒�?v2 | �亙� | �?撌脣銁 wiki 銝?|
|
||
| 16 | LLM��讃�啣㦛嚗𠄎hi 2026嚗?| 撌亙� | �?撌脣銁 wiki 銝?|
|
||
| 17 | ���RCT瘛勗漲閫�粉-Kestin-2025 | �亙� | �?撌脣銁 wiki 銝?|
|
||
| 18 | Productive-Failure�𠉛弦蝏潸膩-Sinha-2026 | �亙� | �?撌脣銁 wiki 銝?|
|
||
|
||
---
|
||
|
||
## 摰硺���掩蝏蠘恣
|
||
|
||
| 蝐餃� | �圈� | �瑚� |
|
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|------|------|------|
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| **璁�艙憿菟𢒰** | 23 | LLM�躰�摨𠉛鍂��惣�質�撖潛頂蝏麄��䌊���摮虫�蝟餌���roductive Failure���摮血之璅∪���TS嚗�惣�質�撖潛頂蝏����䰻霂�征�渡�霈箝��䰻霂�蕭頦芥����潭�摨訫��坔郎瘜𨰻��䌊���摮虫���䰻霂�㦛靚晞��hain-of-Thought��AG����箏笆�扯�撉?RCT)��NESCO�坔�AI�賢�獢�沲
|
||
| **�箸�憿菟𢒰** | 14 | Khan Academy��uolingo��arnegie Learning��LEKS��鈡颲�紡��𣪧���憭扯悖憌𠺶���銝𡁜葬
|
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| **�亙�憿菟𢒰** | 11 | 瘛勗漲�𠉛弦�亙���錇蝑𡝗𥁒�𨳍�������?| **撌亙�憿菟𢒰** | 21 | MAIC��penMAIC���撌亙銁蝥踴��hanmigo��irdbrain��iveHint AI����澤I��悖憌墧��怒��eepSeek-R1
|
||
|
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---
|
||
|
||
## Wiki �嗆��凒�?
|
||
**敶枏����**嚗?- �交��堆�42 銝迎��䭾鰵憓痹�
|
||
- Wiki 憿菟𢒰�堆�291 銝迎��啣� 5 銝迎�
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- ���唳𠯫敹梹�2026-04-20嚗��雿𢡱CT���撣㇁I蝝惩���roductive Failure蝑?隞賣𥁒�𦠜��吔�
|
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|
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---
|
||
|
||
## �啣�憿菟𢒰�𡑒”
|
||
|
||
| 蝐餃� | 憿菟𢒰�?| �瑚� |
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|------|----------|----------|
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| **�箸�憿菟𢒰** | 2 | Khanmigo-LLM�躰�摨𠉛鍂��LEKS嚗�鰵憓痹�
|
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| **撌亙�憿菟𢒰** | 6 | ALEKS��reamBox Learning��𠹭曌鼦I���銝𡁜葬��hanmigo
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| **璁�艙憿菟𢒰** | 3 | Productive Failure��hanmigo���雿𢡱CT�𠉛弦���雿𡩅I颲�紡RCT�𠉛弦
|
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| **�餉恣** | 11 | �?|
|
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---
|
||
|
||
> **�喲睸閬��**嚗?> - Khanmigo: Khan Academy��I撖澆�隞��嚗諹��潭�摨訫�撘訫紡�寞�嚗?.8鈭輻鍂�?> - ALEKS: �箔��亥�蝛粹𡢿��捏��䌊���撟喳蝱嚗�郎銋䭾�����?0%
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> - DreamBox Learning: K-8�啣郎皜豢��硋像�堆�����𡝗�霂閙��?.5-2撟渡漣
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> - �暸�AI: 銝剖𤙴擐硋振AI�芷���摮虫�撟喳蝱嚗��撘閙�璅∪�(AI�粹���+�煺犖��郎)
|
||
> - 雿靝�撣? K12�滨��𣈯�+�箄�摮虫�撟喳蝱嚗䔶瑪蝥抒鍂�瘀��嗆眾憭扳芋�?> - ���RCT�𠉛弦: Nature Scientific Reports�𤏸”����箏笆�扯�撉?霂��AI颲�紡����臭蜓�典郎銋删�2�?> - Productive Failure: �坔郎瘜閧遞餈堆�瘨萇���捏獢�沲�峕𧊋�亥��?
|
||
**�啣�Wiki憿菟𢒰**:
|
||
1. [[Khanmigo-LLM�躰�摨𠉛鍂]] �?Khan Academy�𤩺聢�匧�撘苐I撖澆�
|
||
2. [[ALEKS]] �?�箔��亥�蝛粹𡢿��捏��䌊���霂�摯銝𤾸郎銋惩像�?3. [[DreamBox Learning]] �?K-8�啣郎皜豢��𤥁䌊���撟喳蝱
|
||
4. [[�暸�AI]] �?銝剖𤙴擐硋振AI�芷���摮虫�撟喳蝱嚗��撘閙�璅∪�
|
||
5. [[雿靝�撣孫] �?K12�滨��𣈯�+�箄�摮虫�嚗屸𣂎瘝喳之璅∪�
|
||
6. [[���AI颲�紡RCT�𠉛弦]] �?Nature Scientific Reports RCT撉諹�嚗峕�摨娪�d=0.73-1.3
|
||
7. [[Productive Failure�𠉛弦蝏潸膩]] �?Productive Failure�寞�霈箇遞餈堆���捏獢�沲�峕𧊋�亥��?
|
||
**蝝W��湔鰵**:
|
||
- Wiki憿菟𢒰�? 291 �?298 (+7)
|
||
- �交��? 42 �?43 (+1)
|
||
- ���擧凒�? 2026-04-20(蝚?�寞楛摨行𥁒�𠰴�����?
|
||
|
||
---
|
||
|
||
> **�喲睸閬��**嚗?> - �啣� 7 銝?Wiki 憿菟𢒰,瘨萇��躰�AI�芷���摮虫�撟喳蝱��𤙴��蜓瘚�漣�?> - �芷���摮虫�蝟餌����舀��笔漲: BKT�蔃KT�䓴LM-KT,���舀�蝏剜�餈?> - �賡�銝餅�撟喳蝱: Knewton(B2B撘閙�)��LEKS(�亥�蝛粹𡢿��捏)��reamBox(皜豢��?
|
||
> - 銝剖𤙴�啁𠶖: �暸�AI(擐硋振)���銝𡁜葬(鈭輻漣�冽�)��郎�峕�?銋萘�憭扳芋�?,撌株��擧遬
|
||
> - ���RCT撉諹�: AI颲�紡����䓤=0.63-0.73,摮虫��園𡢿�誩�18.3%,�芸����隡睃飵
|
||
> - �坔郎憭扳芋�? Khanmigo(1.8鈭輻鍂�?, Duolingo(霂剛�摮虫�), Carnegie Learning(ALEKS)
|
||
> - Productive Failure: �坔郎瘜閧遞餈?��捏獢�沲�峕𧊋�亥��?
|
||
**�啣�Wiki憿菟𢒰**:
|
||
1. [[Knewton]] �?B2B�躰����舀�靘𥕦�,�芷���摮虫�撘閙�
|
||
|
||
---
|
||
|
||
## [2026-04-21] ingest | 蝚?�寞楛摨衣�蝛嗆𥁒�?鈭𡁏散擃䀹嵗蝏澆�+�賡俈蝘穃之+AI�滚�+�躰��冽�靘?Intelligent-TPACK)
|
||
|
||
**�交�**:
|
||
- [[鈭𡁏散擃䀹嵗AI�躰�蝏澆��𠉛弦�亙�-20260421]] �?鈭𡁏散擃䀹嵗AI�躰��剖𤙴璅∪�蝏澆��亙�(540銵?
|
||
- [[�賡俈蝘烐�憭批郎AI�躰�獢��-20260420]] �?�賡俈蝘烐�憭批郎AI�坔郎憿寧𤌍瘛勗漲�𠉛弦�亙�(121銵?
|
||
- [[AI韏贝�霂曉��坔郎瘛勗漲�滚��箏��𠉛弦�亙�-20260420]] �?AI韏贝�霂曉��坔郎瘛勗漲�滚��箏��𠉛弦�亙�(431銵?
|
||
- [[�躰��杗I擃䀹��詨�摨𠉛鍂�箸艶獢����掩�𠉛弦�亙�-20260420]] �?�躰��杗I擃䀹��詨�獢����掩�𠉛弦�亙�(280銵?
|
||
- [[Intelligent-TPACK獢�沲�渡�-Celik-2026]] �?Intelligent-TPACK獢�沲�渡�(186銵?
|
||
|
||
**�滢�**:
|
||
- 霂餃�撟嗅��?隞賣楛摨衣�蝛嗆𥁒�?�餉恣1496銵?
|
||
- �𣂼�鈭𡁏散擃䀹嵗�剖𤙴璅∪�撖寞�: �交𧋦皜鞱�GIGA��畆�璀IDT憭梯揖��噫瘣脫錇蝑硋��啜��葉�賢撩摨𠉛鍂雿�摹�輻��𥟇鰵
|
||
- �𣂼��賡俈蝘穃之AI�躰��孵�: �箸��躰���I韏贝���犖�箏��?- �𣂼��躰��?0銝芸��见��冽�靘? 銋嘥之�箸艶��掩
|
||
- �𣂼�Intelligent-TPACK獢�沲: ���臬�摰寧䰻霂?TCK)���摮衣��亦䰻霂?PCK)���摮行�憓�䰻霂?- �𥕦遣2銝芣鰵Wiki憿菟𢒰
|
||
|
||
**瘨匧�憿菟𢒰**: 2 銝芣鰵憿菟𢒰, 3 銝芣凒�圈△�?
|
||
**�喲睸閬��**:
|
||
- 鈭𡁏散擃䀹嵗�剖𤙴璅∪�: 撖寞�����𥕦𤙴璅∪�(�交𧋦GIGA/皜鞱���畆�璀IDT/憭梯揖獢��)
|
||
- �賡俈蝘穃之: AI�躰��𥕦之�孵�(�箸��躰���I韏贝���犖�箏��脯���撌亙之璅∪�)
|
||
- �躰��?0獢��: 銋嘥之�詨�摨𠉛鍂�箸艶,擃条��躰��䭾�52.5%
|
||
- Intelligent-TPACK獢�沲: Celik 2026�游�TPACK銝擧��舐䰻霂?�坔郎蝑𣇉裦�亥�獢�沲
|
||
|
||
**�啣�Wiki憿菟𢒰**:
|
||
1. [[鈭𡁏散擃䀹嵗AI�躰��剖𤙴璅∪�蝏澆��亙�]] �?鈭𡁏散擃䀹嵗AI�躰��剖𤙴璅∪�蝏澆�撖寞����
|
||
2. [[�躰��杗I擃䀹��詨�獢����掩]] �?�躰��?0銝服I擃䀹��詨�獢����掩,銋嘥之�箸艶獢�沲
|
||
|
||
**蝝W��湔鰵**:
|
||
- Wiki憿菟𢒰�? 298 �?300 (+2)
|
||
- �交��? 43 (銝滚�)
|
||
- ���擧凒�? 2026-04-21(蝚?�寞楛摨行𥁒�𠰴�����?
|
||
|
||
---
|
||
|
||
**�滢�摰峕��園𡢿**嚗?026-04-21
|
||
**銝𧢲活�湔鰵**嚗𡁶誧蝏剖����雿蹱楛摨衣�蝛嗆𥁒�?蝥?隞?
|
||
|
||
---
|
||
|
||
## [2026-04-21] ingest | 蝚?�寞楛摨衣�蝛嗆𥁒�?���臬抅蝖�)
|
||
|
||
**�交�**:
|
||
- [[�坔郎憭扳芋�见�撅閧𠶖�菜楛摨衣�蝛嗆𥁒�?20260415]] �?�坔郎憭扳芋�见�撅閧𠶖�菜楛摨衣�蝛嗆𥁒�?747銵?
|
||
- [[LLM�躰�摨𠉛鍂瘛勗漲�𠉛弦�亙�-20260404]] �?LLM�躰�摨𠉛鍂瘛勗漲�𠉛弦�亙�(645銵?
|
||
- [[ITS�箄�颲�紡蝟餌�瘛勗漲�𠉛弦�亙�-20260404]] �?ITS�箄�颲�紡蝟餌�瘛勗漲�𠉛弦�亙�(820銵?
|
||
- [[�芷���摮虫�蝟餌�瘛勗漲�𠉛弦�亙�-20260404]] �?�芷���摮虫�蝟餌�瘛勗漲�𠉛弦�亙�(647銵?
|
||
|
||
**�滢�**:
|
||
- 霂餃�撟嗅��?隞賣楛摨衣�蝛嗆𥁒�?�餉恣2859銵?
|
||
- �𣂼��坔郎憭扳芋�见�����冽㺭�?Khanmigo/Duolingo蝑?
|
||
- �𣂼�LLM�躰�摨𠉛鍂����鞟��?Nature HSSC�𡤢�见�撣?
|
||
- �𣂼�LLM�躰�摨𠉛鍂���RCT蝎曄&�唳旿(����䓤=0.73-1.3)
|
||
- �𣂼�LLM Agents for Education獢�沲(ACL Findings 2025)
|
||
- �𣂼�ITS�𥟇芋�埈沲������舀�餈?1970s�䓴LM憓𧼮撩�嗡誨)
|
||
- �𣂼��芷���摮虫��亥�餈質葵���?BKT�蔃KT�䓴LM-KT瞍磰�)
|
||
- �𣂼�Nature 2025 RCT�芷���摮虫�摰噼��唳旿(����䓤=0.73-1.3)
|
||
- �𥕦遣3銝芣鰵Wiki憿菟𢒰
|
||
|
||
**瘨匧�憿菟𢒰**: 3 銝芣鰵憿菟𢒰, 0 銝芣凒�圈△�?
|
||
**�喲睸閬��**:
|
||
- �坔郎憭扳芋�? �函�8+銝餅�鈭批�, Khanmigo(1.8鈭輻鍂�?, Duolingo(霂剛�摮虫�), Carnegie Learning(ALEKS)
|
||
- LLM�躰�摨𠉛鍂: Nature HSSC 2026 Meta����曄內ChatGPT敶勗��?�𡤢�?,���雿輻鍂d=0.42,餈�漲靘肽�d=-0.15
|
||
- ���RCT: AI颲�紡����䓤=0.73-1.3(憭批����),摮虫�憓䂿��臭蜓�典郎銋?�?�芸����(70%摮衣�<60���)
|
||
- ITS���? 蝏誩��𥟇芋�埈沲�?憸��璅∪�+摮衣�璅∪�+�坔郎璅∪�+鈭支��屸𢒰),40撟游�撅訫�蝔?- �芷���摮虫�: �函�撣�㦤51.3鈭踱�2030撟?26.6鈭?CAGR 19.77%),銝剖𤙴��瑪閫�芋
|
||
- �亥�餈質葵: BKT(1995)�蔃KT(2015)�䓴LM-KT(2024),���舀�蝏剜�餈?- 銝剔�撌株�: ��捏�箇�撌株�30撟?摰噼��𠉛弦�擧遬撌株�,銝剖𤙴摨𠉛鍂銝箔蜓,蝢𤾸𤙴霈斤䰻蝘穃郎撽勗𢆡
|
||
|
||
**�啣�Wiki憿菟𢒰**:
|
||
1. [[LLM�躰�摨𠉛鍂瘛勗漲�𠉛弦�亙�]] �?LLM�躰�摨𠉛鍂蝟餌��抒�蝛?瘨萇����臬������雿𢡱CT��laude Learning Mode��penAI鈭批�蝥?2. [[ITS�箄�颲�紡蝟餌�瘛勗漲�𠉛弦�亙�]] �?ITS�穃�������璅∪��嗆���gentic AI摨𠉛鍂��虾閫��AI(XAI)��葉蝢𤾸榆頝嘥��?3. [[�芷���摮虫�蝟餌�瘛勗漲�𠉛弦�亙�]] �?�芷���摮虫�銝匧��嗆���䰻霂�蕭頦芣��舀�餈?BKT/DKT/LLM-KT)��𤙴��蜓瘚�像�?Knewton/ALEKS/DreamBox)��葉�賜緵�?�暸�AI/雿靝�撣?摮西�峕�?
|
||
|
||
**蝝W��湔鰵**:
|
||
- Wiki憿菟𢒰�? 300 �?303 (+3)
|
||
- �交��? 43 �?44 (+1)
|
||
- ���擧凒�? 2026-04-21(蝚?�寞楛摨行𥁒�𠰴�����?
|
||
|
||
---
|
||
|
||
**�滢�摰峕��園𡢿**嚗?026-04-21
|
||
**銝𧢲活�湔鰵**嚗𡁶誧蝏剖����雿蹱楛摨衣�蝛嗆𥁒�?蝥?隞?
|
||
|
||
---
|
||
|
||
## [2026-04-21] ingest | 蝚?0�寞楛摨衣�蝛嗆𥁒�?摰噼��𠉛弦)
|
||
|
||
**�交�**:
|
||
- [[���RCT瘛勗漲閫�粉-Kestin-2025]] �?���憭批郎AI颲�紡RCT�𠉛弦瘛勗漲閫�粉(509銵?
|
||
- [[Productive-Failure�𠉛弦蝏潸膩-Sinha-2026]] �?Productive Failure�𠉛弦蝏潸膩-Sinha-2026(340銵?
|
||
|
||
**�滢�**:
|
||
- 霂餃�撟嗅��?隞賢�霂��蝛嗆𥁒�?�餉恣849銵?
|
||
- �𣂼����RCT�𠉛弦霈曇恣(鈭文��𤩺㦤撖寧�霂閖�,194�滚�雿𥟇𧋦蝘𤑳�,�拍�霂曄�)
|
||
- �𣂼�AI颲�紡�鞉��唳旿(�擧�敺堒�4.5 vs 3.5,摮虫�憓䂿�28.6%,����䓤=0.73-1.3)
|
||
- �𣂼�摮虫��園𡢿���(49���AI蝏?vs 60����批�蝏?���18.3%)
|
||
- �𣂼�Productive Failure����鞉㺭�?88憿寧�蝛?8銝芷��?撟喳�����䓤=0.41)
|
||
- �𣂼�Productive Failure�喲睸�𤑳緵(85%�𠉛弦�曄內�曇�摮虫�憭梯揖)
|
||
- �𣂼�8銝芷��蠘�隡啁��?摮虫��𣂼停/�芣�����?�冽㦤/霈斤䰻韐蠘㭘/蝷曆���貌/摮虫��園𡢿/���舀𦻖�堒漲/摮虫�蝑𣇉裦)
|
||
- �𥕦遣1銝芣鰵Wiki憿菟𢒰
|
||
|
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**瘨匧�憿菟𢒰**: 1 銝芣鰵憿菟𢒰, 0 銝芣凒�圈△�?
|
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**�喲睸閬��**:
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- ���RCT: 鈭文��𤩺㦤撖寧�霂閖�(AI颲�紡 vs 銝餃𢆡摮虫�),194�滚�雿𥟇𧋦蝘𤑳�
|
||
- AI颲�紡�鞉�: �擧�敺堒�4.5 vs 3.5,摮虫�憓䂿�28.6%,����䓤=0.73-1.3(憭批����)
|
||
- 摮虫��園𡢿: AI蝏?9��� vs �批�蝏?0���,���18.3%
|
||
- �芸����: 70%摮衣�AI蝏?60���,銝餃𢆡摮虫�蝏��20%
|
||
- Productive Failure: 88憿寧�蝛嗅����,閬��8銝芷��?- 撟喳�����? d=0.41(撠誩�銝剖����)
|
||
- 摮虫�憭梯揖�? 85%�𠉛弦�曄內�曇�摮虫�憭梯揖
|
||
- 8銝芷��蠘�隡? 摮虫��𣂼停(d=0.33-0.54),�芣�����?d=0.28-0.47),�冽㦤(d=0.25-0.41),霈斤䰻韐蠘㭘(d=0.22-0.36),蝷曆���貌(d=0.19-0.33),摮虫��園𡢿(d=0.31-0.50),���舀𦻖�堒漲(d=0.35-0.54),摮虫�蝑𣇉裦(d=0.27-0.44)
|
||
- Cohen's d霂�摯: d=0.41憭��撠誩�銝剖����颲寧�,隡删�P-F�寞�����厰�
|
||
|
||
**�啣�Wiki憿菟𢒰**:
|
||
1. [[Productive-Failure�𠉛弦蝏潸膩-Sinha-2026]] �?Productive Failure�𠉛弦蝟餌��抒遞餈?瘨萇�88憿孵�����?銝芷��蠘�隡啜���霈箸��嗚��ohen's d����誩��僐��𧊋�亦�蝛嗆䲮�?
|
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**蝝W��湔鰵**:
|
||
- Wiki憿菟𢒰�? 303 �?304 (+1)
|
||
- �交��? 44 (�䭾鰵憓?
|
||
- ���擧凒�? 2026-04-21(蝚?0�寞楛摨行𥁒�𠰴�����?
|
||
|
||
---
|
||
|
||
**�滢�摰峕��園𡢿**嚗?026-04-21
|
||
**銝𧢲活�湔鰵**嚗𡁶誧蝏剖����雿蹱楛摨衣�蝛嗆𥁒�?蝥?0隞?
|
||
|
||
---
|
||
|
||
## [2026-04-21] ingest | 蝚?1�寞楛摨衣�蝛嗆𥁒�?�坔��寡悌銝擧錇蝑?
|
||
|
||
**�交�**:
|
||
- [[�坔�AI蝝惩�獢�沲�𠉛弦�亙�-20260413]] �?�坔�AI蝝惩�獢�沲�𠉛弦�亙�(213銵?
|
||
- [[�躰�AI�輻�撱箄悅�亙�-20260413]] �?�躰�AI�輻�撱箄悅�亙�(341銵?
|
||
|
||
**�滢�**:
|
||
- 霂餃�撟嗅��?隞賣�撣�畺霈凋��輻��𠉛弦�亙�(�餉恣554銵?
|
||
- �𣂼�UNESCO AI CFT獢�沲(5蝏游漲�3蝥批�=15憿寡��?
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## [2026-04-21] ingest | 蝚?2�寞楛摨衣�蝛嗆𥁒�?摨𠉛鍂璅∪�銝擧��?銝剔�憿嗅�擃䀹嵗撖寞�+�剖之憿嗅�擃䀹嵗憿寧𤌍)
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- [[ETH-EPFL�𧼮ㄚ撌亦�AI�躰�憿寧𤌍瘛勗漲�𠉛弦�亙�-20260416.md]] �?ETH-EPFL�𧼮ㄚ撌亦�AI�躰�憿寧𤌍瘛勗漲�𠉛弦�亙�(154銵?
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6. [[�臬繿蝳誩之摮再I�坔郎憿寧𤌍瘛勗漲�𠉛弦�亙�]] �?AI Tinkery摰噼殿蝛粹𡢿��RAFT頝典郎蝘烐��嗚��I Index Report���靚瑞�����?
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