Files
llm_wiki/wiki/log.md
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giteahh 2f9fbe5563 docs(wiki): 添加《复杂性理论与教育问题》埃德加·莫兰著作到知识库
- 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
2026-07-08 12:33:11 +08:00

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# LLM Wiki
## [2026-07-01] ingest | LLM Wiki 雿喳頝菜?
****: 摰墧 + [[LLM-Wiki-v2]]
****:
- `wiki/LLM-Wiki-雿喳頝?md` ? 506 憿萄瘚见雿喳頝菜reference 憿蛛
- 摰墧𤑳緵嚗𡁜函漯敺见撜啣74/506 憿菜 raw 撘閧鍂嚗摰𣬚嚗㚁Phase 1 笔𦶢摮埈挾 0% 賢𧑐
- 𥕦之暺嚗É[DSpark]]/[[È]/[[雿閖鵭撌包]/[[啣漲AI璅∪]]嚗劐銝箏笆?
- 蝏坔枂 frontmatter/皞舀/甇/暹𦻖?do-don't 銵?+ 摰峕 + v2 銵?
- 乩漣隡睃蝥扯楝蝥選P0 皞舀 ?P1 瞈瘣餃蝟餃㦛 ?P2 賢𧑐笔𦶢 ?P3 蝏煺嚗?
- 湔鰵 `wiki/index.md` 艙銵?+ 璁嚗?05 憿蛛
**瘨匧憿菟𢒰**: 1 銝芣鰵憿菟𢒰嚗? 銝芣凒圈△index.md嚗?
**喲睸閬**:
- 撘閧鍂蝟餌"函鍂唳䲮餈睲摰𣬚"嚗蝥折妟瞍宏撌脫𡂝嚗峕瓲敹䔮憸䀝?憒游末"峕糓"憒霈拇凒憭𡁻△Z噢?
- 𤑳緵峕滲皞鞉䲮閮撟嗅?[raw:line] vs home-wiki sources/嚗㚁摰寧?
- 祇△隞亥澈雿𨅯嚗𡁜‵皛?confidence/status/last_reviewed/relations 𥕢葵 Phase 1 摮埈挾
## [2026-07-01] ingest | LLM Wiki 雿喳頝菜?
****: 摰墧 + [[LLM-Wiki-v2]]
****:
- `wiki/LLM-Wiki-雿喳頝?md` ? 506 憿萄瘚见雿喳頝菜reference 憿蛛
- 摰墧𤑳緵嚗𡁜函漯敺见撜啣74/506 憿菜 raw 撘閧鍂嚗摰𣬚嚗㚁Phase 1 笔𦶢摮埈挾 0% 賢𧑐
- 𥕦之暺嚗É[DSpark]]/[[È]/[[雿閖鵭撌包]/[[啣漲AI璅∪]]嚗劐銝箏笆?
- 蝏坔枂 frontmatter/皞舀/甇/暹𦻖?do-don't 銵?+ 摰峕 + v2 銵?
- 乩漣隡睃蝥扯楝蝥選P0 皞舀 ?P1 瞈瘣餃蝟餃㦛 ?P2 賢𧑐笔𦶢 ?P3 蝏煺嚗?
- 湔鰵 `wiki/index.md` 艙銵?+ 璁嚗?05 憿蛛
**瘨匧憿菟𢒰**: 1 銝芣鰵憿菟𢒰嚗? 銝芣凒圈△index.md嚗?
**喲睸閬**:
- 撘閧鍂蝟餌"函鍂唳䲮餈睲摰𣬚"嚗蝥折妟瞍宏撌脫𡂝嚗峕瓲敹䔮憸䀝?憒游末"峕糓"憒霈拇凒憭𡁻△Z噢?
- 𤑳緵峕滲皞鞉䲮閮撟嗅?[raw:line] vs home-wiki sources/嚗㚁摰寧?
- 祇△隞亥澈雿𨅯嚗𡁜‵皛?confidence/status/last_reviewed/relations 𥕢葵 Phase 1 摮埈挾
****: [[LLM-Wiki-v2舀䲮獢È] Phase 3嚗
****:
- `tools/scripts/knowledge-graph.py` ?嚗帋 relations 滚遣 JSON桅曎餈賣滲嚗Ếaused_by/supports/extends嚗剹蝝gqmd + graph 嚗剹raphviz DOT 撖澆枂
- `tools/scripts/graph-search.py` ? `--use-graph` 璅∪嚗諹粉憸撱?`knowledge-graph.json` 𣳇撅𤏪撖寞?live-frontmatter 璅∪嚗?
- `tools/scripts/review-pages.py` ?憿菟𢒰霂Ollama 舐鍂 LLM 霂凋摰⊥瓲嚗䔶舐鍂蝥找蛹摰∴雿𡒊蔭靽∪漲/蝻?source/餈𧒄/嚗偦?B-3.3 雿𡒊蔭靽∪漲撱箄悅嚗Ǒ--confidence-low`嚗?
- `tools/data/knowledge-graph.json` ?暹㺭嚗?04 嚗? 颲對
- 憛怠擐𡝗辺 canonical relation嚗靀[LLM-Wiki-v2]] `supersedes` [[LLM Wiki]]嚗䲮獢?L211嚗?
- B-3.2 𤤿㦛芸𢆡釣憭滨鍂撌脫 `detect-conflicts.py --auto-callout`
- 靽格迤 `wiki/index.md` 擧凒唳𠯫06-30 ?07-01嚗?
**瘨匧憿菟𢒰**: 0 銝芣鰵憿菟𢒰嚗? 銝芣凒圈△[[LLM-Wiki-v2]] ?relations嚗𢁾ndex.md 寞𠯫
**喲睸閬**:
- 暹㺭敶枏隞?1 颲對?relations 摮埈挾鍂憓鮋宏嚗鰵憿菟𢒰隡睃嚗剹 relations 憛怠𦦵揣/霂曇蕭皞航䌊?
- LLM 霂滢誑芋撘讛銵䕘祆㦤 Ollama嚗㚁摰㕑嫣誨舐鍂霂凋摰⊥瓲
- 撉諹嚗䫤knowledge-graph.py build/stats/neighbors/export-dot`review-pages.py --page --json` 迤撣?
**Phase 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
## [2026-06-30] sync | home-wiki 頝典峕郊
****: `D:\TC_UP\home-wiki`瘜券蝑㗇?AI頂蝏毺霈箝搻摮行䰻霂嚗?
****:
- 𥕦遣 `tools/sync/sync_homewiki.py` ?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
- 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
- 峕郊 raw/articles/ ?raw/homewiki-articles/嚗? 銝?HTML 嚗?- 峕郊 04-Tools/ ?tools/docs/homewiki/嚗? 銝芸極
- 湔鰵 `wiki/index.md` ?"頝典峕郊嚗áome-wiki嚗?蝡㰘
- 湔鰵 `wiki/log.md` ?霈啣祆活峕郊
**瘨匧憿菟𢒰**: 14 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?HTML 嚗? 銝芸極獢?
**峕郊捆皜**:
| 蝐餃 | | 𡒊 |
|------|------|------|
| 璁艙憿?| 11 | 瘨𣬚緵誑蝏蛹憪卝頝菔捏LM-Wiki-v2arkitdown▲蝥找犖偦鵭撖輻緵鞊∠蝎曄嗉秩控镼?2銝芸憪见𧂈𤏸氜goCentric唳旿銝𤾸頨急惣撅?|
| 摰硺憿?| 2 | 拇𧋦皞鞱秩 |
| 蝏澆 | 1 | 皛典極蝔见之摮行坾摮 |
| HTML | 4 | 𣇉𠉛ermes雿栞唳𧋦韐?銝霂氬?1銝? |
| 撌亙﹝ | 7 | Hermes憭鋫gentarkitdownSLLI-MCP-Skill喟頂蝑?|
**頧祆揢閫**:
1. Frontmatter: `type/title/created/updated/tags/sources/confidence` ?`categories/tags/created/source/type`
2. : home-wiki Canonical Tags ?隞枏 tags嚗`wiki`concept`people` 嚗?3. : `sources: [頝臬]` ?`source: "[[䓞]"` (wikilink )
4. 捆皜: 蝘駁膄 OpenClaw 扇瘜券elated 蝡㰘擧凒
5. ? 憸撉諹齿隞嗅蝒?
**韐券撉諹**:
- ?Frontmatter 蝚血隞枏
- ?OpenClaw 扇撌脫LLM-Wiki-v2.mdarkitdown.md 銵亙嚗?- ?倌撌脖耨憭㵪?md嚗?- ?Wikilinks 靽脲Obsidian 芸𢆡閫嚗?- ?HTML 撌脣甇亙 raw/homewiki-articles/
**蝝W湔鰵**:
- Wiki憿菟𢒰? 452+ ?466+ (+14)
- ? 48 ?49 (+1 home-wiki)
-艙憿菟𢒰: 179+ ?190+ (+11)
- 摰硺憿菟𢒰: 27+ ?29+ (+2)
- 擧凒? 2026-06-30 (home-wiki 頝典峕郊)
**芸𢆡硋極?*:
- `tools/sync/sync_homewiki.py` ?賭誘: `concepts`entities`syntheses`raw`all`
- 𡒊賒摰𡁏峕郊舐凒銵? `python tools/sync/sync_homewiki.py all`
---
## [2026-06-30] ingest | 飇eepSeek摮虫
****: [[raw/飇eepSeek摮虫]] ?敺𦯀敶𤏪敺桐縑2026-06-29
****:
- 𥕦遣 `wiki/?md` - 艙憿菟𢒰嚗甇交雿𣈯典㦤峕辺隞?- 𥕦遣 `wiki/DSpark.md` - 臬極琿△DeepSeek 𣳇毺頂蝏靘?- 湔鰵 `wiki/index.md` - 瘛餃?艙"?撌亙"蝡㰘嚗峕凒霈⊥?- 湔鰵 `wiki/log.md` - 霈啣祆活 ingest
**瘨匧憿菟𢒰**: 2 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?raw
**喲睸閬**:
- **瘣𧼮**嚗帋W笆鈭屸賣覔嚗諹峕糓獢?- **甇交雿?*嚗𡁏撉𣬚𡠺蝡𧢲?? ?靽萘撠𤩺𦻖??亙藁鞉𧋦
- **DSpark 獢**嚗?.2%-1.3% 亙藁鞉𧋦嚗峕揢?16%-30% 踹漲𣂼?60%-85% 笔漲𣂼
- **銝𤾸瘝餅/璅∪𣇉**嚗𡁜瘝餅"銝銝芷䔮憸睃云憭?嚗韐冽㦤嚗峕芋"銝銝芰頂蝏笔云憭齿"嚗嚗㚁?憭帋葵贝絲?嚗韐冽㦤
- **銝匧之摨𠉛鍂箸艶**嚗朞恕交䲮瘜𤏪蝟餌 vs 銵𢆡鈭支嚗剹挽霈∴ vs 菜暑葵鈭箏蝑吔摰匧 vs 鞾鵭嚗?- **銝厩憭望∩辣**嚗𡁜蝟餌銝滨𡠺蝡页憪颱葉縑隞餃芰眏嚗剹𦻖擃塩蝘齿㦤嗅虾?- ****嚗朞銝支葵銁鈭垍㮾W內嚗諹銁鈭韏瘀
**Wiki憿菟𢒰**:
1. [[È] ?圾獢霈拐𣬚𤌍芰𡠺蝡见蝟餌萘輕璅∪
2. [[DSpark]] ?DeepSeek 憭扳芋𧢲綫毺頂蝏笔漲韐舀摮鞟頂蝏笔?60%-85% 笔漲𣂼
**蝝W湔鰵**:
- Wiki憿菟𢒰? 450+ ?452+ (+2)
- ? 47 ?48 (+1)
-艙憿菟𢒰? 177+ ?179+ (+2)
- 撌亙憿菟𢒰? 25+ ?26+ (+1)
- 擧凒? 2026-06-30 (萘輕璅∪)
---
## [2026-05-23] ingest | 拙𦶢嚗屸仪𦶢嚗?瘥𥕢25
****: 撣血摰X隡?5嚗鈭擧𠹺葉賜冗隡𡁜嗥漣衤蛹雿閙糓拙𦶢?
****:
- 𥕦遣 `wiki/拙𦶢嚗摨閙糓閬仪靚?md` - 瘥𥕢25 ?- 湔鰵 `wiki/index.md` - 瘛餃??蝡㰘
**瘨匧憿菟𢒰**: 1 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?raw
**喲睸閬**:
-瘥偦摰帋嚗朞圾?摰墧甇?䔮憸?- 𨀣韏瑚嚗帋舘䌊蟮頧桀
- 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"嚗𡁜𥣞舀錇蝑碶霂舐嚗䔶摰𡁏糓憭找镼輻銝滩
- 聦嚗𡁻櫊撅勗銋苷葵瘞𤏸𦠜剜坾繚𦥑憭批霈?- 瘣𧼮嚗𡁏仿𠗕𥪯瘞烐拙𦶢圈𧫴蝥折仪?
---
## [2026-05-23] rewrite | 瘥𥕢蝟餃瘛勗漲
****: 撠?6 銝芣隡?wiki 憿菟𢒰隞?stub 瘛勗漲銝?LLM Wiki 楛摨衣霂?
**霂行**:
| 憿菟𢒰 | 銵峕㺭 | ?| |
|------|---------|-----------|---------|
| 堒蔽?| 55 | ~190 | 5 ?0+ callout蝟餃㦛?0+ 皞舀釣 |
| 隡𡁜鈭訫撅勗?| 59 | ~170 | 6 踹極𠉛頝舐瑪㛖鸌憪娍?5+ 皞舀釣 |
| 鈭訫撅曹犖敹撘?| 61 | ~170 | 7 𤣰蝏𤘪瘚拙鰵蝷曆?0+ callout |
| 𥟇肽楝 | 58 | ~180 | 6 嗉絲銋匧仃韐乓皝暹㺿蝻硔銝箏𡁏交𧖣?5+ callout |
| 蝏撌?| 60 | ~180 | 5 曌栞亙榆銝芸甇扼?5+ callout |
| 瘥𥕢肽楝霈脰圾 | 53 | ~160 | 6 𡁜搻摮艾靽桃漤𢒰?霂剛?5+ callout |
**韐券𣂼**:
- 瘥譍葵 wiki 憿菟𢒰隞𡡞𡁶鍂璅⊥踎銝箏鈭见瘛勗漲蝻𤥁
- 𣂼 raw 銝剔桐犖隞嗚憪见?- 瘥譍葵鈭见`[raw:{㧸:{銵噡}]` 皞舀
- 雿輻鍂 callout嚗íuote/tip/warning/danger/success/abstract/info嚗厰鈭桀撖?- wikilink 鈭文撘閧鍂鈭箇蝡?- 靽格迤 frontmatter tags嚗 `jinggangshan` ?`jinggangshan-period`嚗䈣he-zhanggong` ?`he-changgong`嚗?
**敺**:
- 𥕦遣摰硺憿蛛靝耨蝏譌𠻸敺瑯踹極
- 𥕦遣璁艙憿蛛銝厩䀹钟
- 湔鰵 `wiki/堒蔽.md` 摰硺憿萄
- 湔鰵 `wiki/index.md`
---
## [2026-05-23] ingest | 瘥𥕢蝟餃
****: 8 銝?/raw 啣遣
****:
-隞𠰴予嚗?026-05-23嚗匧銁 /raw 啣遣?8 銝芣獢?- 𥕦遣 `wiki/堒蔽?md` - 瘥𥕢32 ?- 𥕦遣 `wiki/隡𡁜鈭訫撅勗?md` - 瘥𥕢31 ?- 𥕦遣 `wiki/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/瘥𥕢肽楝霈脰圾.md` - 霈箏?- 湔鰵 `wiki/index.md` - "?蝡㰘嚗峕溶?6 銝芣隡删頂烾△X辺?- 湔鰵 `wiki/log.md` - 霈啣祆活 ingest
**瘨匧憿菟𢒰**: 6 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?raw
**喲睸閬**:
- 瘥𥕢蝟餃嚗?8-32嚗㕑挈餈唬喲睸鈭箇蝑?- 閬堒蔽踹極𥟇肽楝犖敹銝駁
- 厰△敺芣滲皞鞱/蝏栞捏`[raw:{㧸:{銵噡}]`
- "?蝐餃瘥𥕢蝟餃
**蝏蠘恣**嚗?- Wiki 憿菟𢒰402 ?408嚗?6嚗?
---
## [2026-05-23] update | 霂颱髡蝚磰扇蝐餃撟嗆凒?
**蝐餃**嚗𡁏沲急溶?
****:
- 𥕦遣 `Categories/霂颱髡蝚磰扇.md` - PARA 蝐餃蝝W憿菟𢒰
- 湔鰵 `wiki/霂颱髡蝚磰扇隡睃.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臬稬?md` - 摨𠉛鍂 categories 閫
- 湔鰵 `wiki/index.md` - 瘛餃"霂颱髡蝚磰扇"蝡㰘嚗峕凒霈⊥?- 湔鰵 `wiki/log.md` - 霈啣䀹凒
**瘨匧憿菟𢒰**:
- 1 銝芣鰵蝐餃蝝W憿菟𢒰
- 3 銝芾?璅⊥踎湔鰵
- 2 銝芰緵AGENTS.mdiki/index.md嚗?
**喲睸䀹凒**:
- `categories: [[霂颱髡蝚磰扇]]` 瘛勗漲霈?- `categories: [[Clippings]]` 靽萘蝵煾△蝠摨血
- 嚗朞粉銋衣霈?= 瘛勗漲圾+蝏𤘪𡝗㟲?Callout擃䀝漁+撱嗡撓嚗𡱰lippings = 蝵煾△+頧餃漲憭
- 蝘駁膄霂颱髡蝚磰扇?`clippings` 倌嚗䔶?`reading`
- 瘛餃韐券撌乩遣霈?
**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
****: [[霂颱髡蝚磰扇隡睃]][霂颱髡蝚磰扇閫雿輻鍂蝷箔]]
****:
- 𥕦遣 `wiki/霂颱髡蝚磰扇隡睃.md` - Wiki 撅?- 撠祕蝏?`raw/霂颱髡蝚磰扇隡睃.md`
-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` - 舐凒乩蝙璅⊥踎
- 湔鰵 `Templates/Clipping Template.md` - 隡睃 Clipping 璅⊥踎
- 湔鰵 `wiki/index.md` - 瘛餃啣極琿△湔鰵蝏蠘恣
**瘨匧憿菟𢒰**: 1 銝芣鰵 Wiki 憿菟𢒰嚗? 銝?raw
**喲睸閬**:
- PARA + LLM Wiki 粉銋衣霈啁撘𤩺?- 閫 Frontmatter 蝏𤘪嚗Ếategoriesagsreateduthorrl 蝑㚁
- 摰帋 Callout 雿輻鍂閫嚗? 蝘滨掩infoiparningangermportantuccessuotexample嚗?- 蝞𣇉憸矋"銝?蝑匧雿坔嚗?- 瘛餃撱嗡撓粉蝡㰘嚗òikilink 嚗?- 𣂷摰峕㟲𤩺?
**摰噼殿獢**: 霂餉漪銵恥銋卝𠹺贝粉銋衣霈唬?
---
## [2026-04-21] ingest | 枏振靽桃蝏誩蝻𤥁
- ****嚗?026-04-21
- **蝐餃**嚗䥑ngest嚗摰嗡耨霂𡢅
- ****嚗䫤raw/澆𢙺銋钅𡢿_舘馬隡?`
- **憭?*嚗?5 銝芰隞塚摰峕㟲銋衣捆嚗?
## 瘨匧
| # | ?| 蝐餃 | ?|
|---|---------|------|------|
| 1 | 憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦 | | ?撌脣銁 wiki 銝?|
| 2 | 臬繿蝳誩之摮再I坔郎憿寧𤌍瘛勗漲𠉛弦 | | ?撌脣銁 wiki 銝?|
| 3 | 𥟇揖憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦 | | ?撌脣銁 wiki 銝?|
| 4 | 烐‘憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦 | | ?撌脣銁 wiki 銝?|
| 5 | 皜憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦 | | ?撌脣銁 wiki 銝?|
| 6 | 𦯀漪憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦 | | ?撌脣銁 wiki 銝?|
| 7 | ETH-EPFL𧼮ㄚ撌亦AI憿寧𤌍瘛勗漲𠉛弦 | | ?撌脣銁 wiki 銝?|
| 8 | 銝剔憿嗅擃䀹嵗AI坔郎撖寞𠉛弦 | 璁艙 | ?撌脣銁 wiki 銝?|
| 9 | 坔郎憭扳芋撅閧𠶖菜楛摨衣蝛嗆𥁒?20260415 | 璁艙 | ?撌脣銁 wiki 銝?|
| 10 | AI撱箄悅 | | ?撌脣銁 wiki 銝?|
| 11 | AI𥕢砍虬蝛嗆𥁒?| | ?撌脣銁 wiki 銝?|
| 12 | AI蝝惩𠉛弦 | | ?撌脣銁 wiki 銝?|
| 13 | AIED-2025摮行钟齿窒霈箸瘛勗漲閫粉 | | ?撌脣銁 wiki 銝?|
| 14 | 蝏澆冽艶洵1-8 | | ?撌脣銁 wiki 銝?|
| 15 | AI𥕢砍虬蝛嗆𥁒?v2 | | ?撌脣銁 wiki 銝?|
| 16 | LLM啣㦛嚗𠄎hi 2026嚗?| 撌亙 | ?撌脣銁 wiki 銝?|
| 17 | RCT瘛勗漲閫粉-Kestin-2025 | | ?撌脣銁 wiki 銝?|
| 18 | Productive-Failure𠉛弦蝏潸膩-Sinha-2026 | | ?撌脣銁 wiki 銝?|
---
## 摰硺掩蝏蠘恣
| 蝐餃 | | |
|------|------|------|
| **璁艙憿菟𢒰** | 23 | LLM摨𠉛鍂撖潛頂蝏麄摮虫蝟餌roductive Failure摮血之璅∪TS嚗撖潛頂蝏䰻霂霈箝䰻霂蕭頦芥摨訫坔郎瘜𨰻摮虫䰻霂㦛靚晞hain-of-ThoughtAG箏笆撉?RCT)NESCOAI
| **憿菟𢒰** | 14 | Khan Academyuolingoarnegie LearningLEKS鈡颲𣪧憭扯悖憌𠺶銝𡁜葬
| **憿菟𢒰** | 11 | 瘛勗漲𠉛弦錇蝑𡝗𥁒𨳍?| **撌亙憿菟𢒰** | 21 | MAICpenMAIC撌亙銁蝥踴hanmigoirdbrainiveHint AI澤I悖憌墧eepSeek-R1
---
## Wiki ?
**敶枏**嚗?- 42 銝迎䭾鰵憓痹
- Wiki 憿菟𢒰291 銝迎 5 銝迎
- 唳𠯫敹梹2026-04-20嚗雿𢡱CT撣㇁I蝝惩roductive Failure蝑?隞賣𥁒𦠜
---
## 憿菟𢒰𡑒”
| 蝐餃 | 憿菟𢒰?| |
|------|----------|----------|
| **憿菟𢒰** | 2 | Khanmigo-LLM摨𠉛鍂LEKS嚗鰵憓痹
| **撌亙憿菟𢒰** | 6 | ALEKSreamBox Learning𠹭曌鼦I銝𡁜葬hanmigo
| **璁艙憿菟𢒰** | 3 | Productive Failurehanmigo雿𢡱CT𠉛弦雿𡩅I颲紡RCT𠉛弦
| **餉恣** | 11 | ?|
---
> **喲睸閬**嚗?> - Khanmigo: Khan AcademyI撖澆嚗諹摨訫撘訫紡嚗?.8鈭輻鍂?> - ALEKS: 蝛粹𡢿撟喳蝱嚗郎銋䭾?0%
> - DreamBox Learning: K-8啣郎皜豢硋像𡝗霂閙?.5-2撟渡漣
> - AI: 銝剖𤙴擐硋振AI摮虫撟喳蝱嚗撘閙璅∪(AI+煺犖郎)
> - 雿靝撣? K12𣈯+摮虫撟喳蝱嚗䔶瑪蝥抒鍂嗆眾憭扳芋?> - RCT𠉛弦: Nature Scientific Reports𤏸”箏笆撉?霂AI颲臭蜓典郎銋删2?> - Productive Failure: 坔郎瘜閧遞餈堆瘨萇捏獢峕𧊋?
**Wiki憿菟𢒰**:
1. [[Khanmigo-LLM摨𠉛鍂]] ?Khan Academy𤩺聢撘苐I撖澆
2. [[ALEKS]] ?蝛粹𡢿摯銝𤾸郎銋惩像?3. [[DreamBox Learning]] ?K-8啣郎皜豢𤥁䌊撟喳蝱
4. [[AI]] ?銝剖𤙴擐硋振AI摮虫撟喳蝱嚗撘閙璅∪
5. [[雿靝撣孫] ?K12𣈯+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霈箇遞餈堆捏獢峕𧊋?
**蝝W湔鰵**:
- Wiki憿菟𢒰? 291 ?298 (+7)
- ? 42 ?43 (+1)
- 擧凒? 2026-04-20(蝚?寞楛摨行𥁒𠰴?
---
> **喲睸閬**嚗?> - 7 銝?Wiki 憿菟𢒰,瘨萇AI摮虫撟喳蝱𤙴蜓瘚?> - 摮虫蝟餌笔漲: BKT蔃KT䓴LM-KT,蝏剜餈?> - 銝餅撟喳蝱: Knewton(B2B撘閙)LEKS(蝛粹𡢿捏)reamBox(皜豢?
> - 銝剖𤙴啁𠶖: AI(擐硋振)銝𡁜葬(鈭輻漣)?銋萘憭扳芋?,撌株擧遬
> - RCT撉諹: AI颲䓤=0.63-0.73,摮虫園𡢿18.3%,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?捏獢峕𧊋?
**Wiki憿菟𢒰**:
1. [[Knewton]] ?B2B靘𥕦,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+靘?Intelligent-TPACK)
****:
- [[鈭𡁏散擃䀹嵗AI蝏澆𠉛弦-20260421]] ?鈭𡁏散擃䀹嵗AI剖𤙴璅∪蝏澆(540銵?
- [[賡俈蝘烐憭批郎AI-20260420]] ?賡俈蝘烐憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦(121銵?
- [[AI韏贝霂曉坔郎瘛勗漲𠉛弦-20260420]] ?AI韏贝霂曉坔郎瘛勗漲𠉛弦(431銵?
- [[杗I擃䀹摨𠉛鍂箸艶獢𠉛弦-20260420]] ?杗I擃䀹𠉛弦(280銵?
- [[Intelligent-TPACK獢-Celik-2026]] ?Intelligent-TPACK獢(186銵?
****:
- 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璀IDT憭梯揖噫瘣脫錇蝑硋賢撩摨𠉛鍂雿𥟇鰵
- 𣂼賡俈蝘穃之AI: I韏贝?- 𣂼?0銝芸靘? 銋嘥之箸艶
- 𣂼Intelligent-TPACK獢沲: 摰寧䰻霂?TCK)摮衣亦䰻霂?PCK)摮行䰻霂?- 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/皜鞱璀IDT/憭梯揖獢)
- 賡俈蝘穃之: AI𥕦之(I韏贝撌亙之璅∪)
- ?0獢: 銋嘥之摨𠉛鍂箸艶,擃条52.5%
- Intelligent-TPACK獢沲: Celik 2026TPACK銝擧舐䰻霂?坔郎蝑𣇉裦
**Wiki憿菟𢒰**:
1. [[鈭𡁏散擃䀹嵗AI剖𤙴璅∪蝏澆]] ?鈭𡁏散擃䀹嵗AI剖𤙴璅∪蝏澆撖寞
2. [[杗I擃䀹掩]] ??0銝服I擃䀹掩,銋嘥之箸艶獢
**蝝W湔鰵**:
- Wiki憿菟𢒰? 298 ?300 (+2)
- ? 43 (銝滚)
- 擧凒? 2026-04-21(蝚?寞楛摨行𥁒𠰴?
---
**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)
****:
- [[坔郎憭扳芋撅閧𠶖菜楛摨衣蝛嗆𥁒?20260415]] ?坔郎憭扳芋撅閧𠶖菜楛摨衣蝛嗆𥁒?747銵?
- [[LLM摨𠉛鍂瘛勗漲𠉛弦-20260404]] ?LLM摨𠉛鍂瘛勗漲𠉛弦(645銵?
- [[ITS紡蝟餌瘛勗漲𠉛弦-20260404]] ?ITS紡蝟餌瘛勗漲𠉛弦(820銵?
- [[摮虫蝟餌瘛勗漲𠉛弦-20260404]] ?摮虫蝟餌瘛勗漲𠉛弦(647銵?
****:
- 霂餃撟嗅?隞賣楛摨衣蝛嗆𥁒?餉恣2859銵?
- 𣂼坔郎憭扳芋冽㺭?Khanmigo/Duolingo蝑?
- 𣂼LLM摨𠉛鍂?Nature HSSC𡤢撣?
- 𣂼LLM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𥟇芋埈沲餈?1970s䓴LM憓𧼮撩嗡誨)
- 𣂼摮虫餈質葵?BKT蔃KT䓴LM-KT瞍磰)
- 𣂼Nature 2025 RCT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? 8+銝餅鈭批, Khanmigo(1.8鈭輻鍂?, Duolingo(霂剛摮虫), Carnegie Learning(ALEKS)
- LLM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颲䓤=0.73-1.3(憭批),摮虫憓䂿臭蜓典郎銋??(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?- 摮虫: 㦤51.3鈭踱2030撟?26.6鈭?CAGR 19.77%),銝剖𤙴瑪閫
- 餈質葵: BKT(1995)蔃KT(2015)䓴LM-KT(2024),蝏剜餈?- 銝剔撌株: 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
**Wiki憿菟𢒰**:
1. [[LLM摨𠉛鍂瘛勗漲𠉛弦]] ?LLM摨𠉛鍂蝟餌蝛?瘨萇雿𢡱CTlaude Learning ModepenAI鈭批蝥?2. [[ITS紡蝟餌瘛勗漲𠉛弦]] ?ITS璅∪gentic AI摨𠉛鍂虾閫AI(XAI)葉蝢𤾸榆頝嘥?3. [[摮虫蝟餌瘛勗漲𠉛弦]] ?摮虫銝匧䰻霂蕭頦芣餈?BKT/DKT/LLM-KT)𤙴蜓瘚?Knewton/ALEKS/DreamBox)賜緵?AI/雿靝撣?摮西?
**蝝W湔鰵**:
- Wiki憿菟𢒰? 300 ?303 (+3)
- ? 43 ?44 (+1)
- 擧凒? 2026-04-21(蝚?寞楛摨行𥁒𠰴?
---
**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)
****:
- [[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?
****:
- 霂餃撟嗅?隞賢蝛嗆𥁒?餉恣849銵?
- 𣂼RCT𠉛弦霈曇恣(鈭文𤩺㦤撖寧霂閖,194雿𥟇𧋦蝘𤑳,霂曄)
- 𣂼AI颲唳旿(敺堒4.5 vs 3.5,摮虫憓䂿28.6%,䓤=0.73-1.3)
- 𣂼摮虫園𡢿(49AI蝏?vs 60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%𠉛弦曄內摮虫憭梯揖)
- 𣂼8銝芷隡啁?摮虫𣂼停/?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
**瘨匧憿菟𢒰**: 1 銝芣鰵憿菟𢒰, 0 銝芣凒圈△?
**喲睸閬**:
- RCT: 鈭文𤩺㦤撖寧霂閖(AI颲紡 vs 銝餃𢆡摮虫),194雿𥟇𧋦蝘𤑳
- AI颲: 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 蝏?0,18.3%
- : 70%摮衣AI蝏?60,銝餃𢆡摮虫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%𠉛弦曄內摮虫憭梯揖
- 8銝芷隡? 摮虫𣂼停(d=0.33-0.54),?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
**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?銝芷隡啜霈箸ohen's d𧊋蝛嗆䲮?
**蝝W湔鰵**:
- Wiki憿菟𢒰? 303 ?304 (+1)
- ? 44 (䭾鰵憓?
- 擧凒? 2026-04-21(蝚?0寞楛摨行𥁒𠰴?
---
**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?寡悌銝擧錇蝑?
****:
- [[AI蝝惩𠉛弦-20260413]] ?AI蝝惩𠉛弦(213銵?
- [[AI撱箄悅-20260413]] ?AI撱箄悅(341銵?
****:
- 霂餃撟嗅?隞賣畺霈凋𠉛弦(餉恣554銵?
- 𣂼UNESCO AI CFT獢沲(5蝏游漲3蝥批=15憿寡?
- 𣂼銝剖𤙴𦠜𣂼AI摨𠉛鍂?6憭批㦤?6∠滯蝥?
- 𣂼𠹺犖撌交惣?刻恣?韏+寡悌雿梶頂)
- 𣂼瘚蹱撣㇁I蝝惩沲霂閧
- 𣂼AI(蝢?銝???賢笆瘥?
- 𣂼踹ế?撠𤩺芋?DPO/Agentic AI/瘚芣蔭)
- 𣂼"蝑娍滚𦛚敹香"摰𡁜(Chegg撣99%)
- 𣂼撱箄悅獢沲(/摮行嵗/隡/𥕢葵蝏游漲)
- 𣂼掩蝞∠(摮血/銋匧𦛚/擃䀝葉/擃䀹/)
- 𣂼摰墧鴌頝舐瑪?0-12銝芣/銝剜1-3撟?3-5撟?
- 𣂼憌𡡞埯蝥Y瑪皜(5憭折?5甇V憿?
- 𥕦遣2銝芣鰵Wiki憿菟𢒰
**瘨匧憿菟𢒰**: 2 銝芣鰵憿菟𢒰, 0 銝芣凒圈△?
**喲睸閬**:
- UNESCO獢沲: 5蝏游漲3蝥批=15憿寡?Acquire/Deepen/Create)
- 銝剖𤙴: 6憭批㦤?𣂼/坔郎摨𠉛鍂/捆摰⊥䰻/唳旿靽脲擪/鈭箸㦤)+6∠滯蝥?- 鈭𥪜𤙴: 蝢𤾸𤙴𠉛弦撘箝典撩餈𥕦仃韐乓㫲摨血箸部瘝怒𠯫砌誑鈭箔蛹?- ? 撠𤩺芋见虾銵?8B颲鄭PT-4o韐券)PO/RLHF銝餅gentic AI答瞏?2800+?500摰?
-躰悌: Chegg(蝑娍滚𦛚)撣99% vs Duolingo(摮虫)撣?158鈭?- 撱箄悅: 皜鞱撘𤩺綫餈?𠯫故IGA)蝥抒恣?摮血銝乒?∠滯蝥?敶X?唳旿/隡衣)
- 摰墧鴌頝舐瑪: (0-12?/霂閧雴葉?1-3撟?瘝嗵/撉諹㘾鵭?3-5撟?瘜訫沲/瘛勗漲
- 銝劐葵銝滨撘? AI䭾𤜯隞撣?
**Wiki憿菟𢒰**:
1. [[AI蝝惩𠉛弦]] ?UNESCO AI CFT獢沲(5蝏游漲3蝥批)𦠜𣂼AI摨𠉛鍂?∠滯蝥踴瘙毺霂閧笆瘥?2. [[AI撱箄悅]] ?蝚?-8蝛嗆𦦵撱箄悅獢沲,瘨萇/摮行嵗/隡/𥕢葵蝏游漲蝥批蝐餌恣質楝蝥踹㦛(/銝剜/)拍滯蝥?
**蝝W湔鰵**:
- Wiki憿菟𢒰? 304 ?306 (+2)
- ? 44 (䭾鰵憓?
- 擧凒? 2026-04-21(蝚?1寞楛摨行𥁒𠰴?
---
**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?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)
****:
- [[銝剔憿嗅擃䀹嵗AI坔郎撖寞𠉛弦-20260416.md]] ?銝剔憿嗅擃䀹嵗AI坔郎撖寞𠉛弦(466銵?
- [[皜憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦-20260416.md]] ?皜憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦(341銵?
- [[擃条AI銝㯄★𠉛弦-20260408.md]] ?擃条AI銝㯄★𠉛弦(362銵?
- [[烐‘憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦-20260416.md]] ?烐‘憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦(362銵?
- [[ETH-EPFL𧼮ㄚ撌亦AI憿寧𤌍瘛勗漲𠉛弦-20260416.md]] ?ETH-EPFL𧼮ㄚ撌亦AI憿寧𤌍瘛勗漲𠉛弦(154銵?
- [[𦯀漪憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦-20260416.md]] ?𦯀漪憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦(366銵?
- [[𥟇揖AI銝剖瘛勗漲閫-20260415.md]] ?𥟇揖AI銝剖瘛勗漲閫(362銵?
- [[𥟇揖憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦-20260415.md]] ?𥟇揖憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦(508銵?
- [[臬繿蝳誩之摮再I坔郎憿寧𤌍瘛勗漲𠉛弦-20260414.md]] ?臬繿蝳誩之摮再I坔郎憿寧𤌍瘛勗漲𠉛弦(240銵?
****:
- 霂餃撟嗅?隞賣楛摨衣蝛嗆𥁒?餉恣3049銵?
- 𣂼銝剔憿嗅擃䀹嵗AI坔郎撖寞璅∪(蝢𤾸𤙴𠉛弦撽勗𢆡vs銝剖𤙴摨𠉛鍂撽勗𢆡)
- 𣂼MAIC杗I摰擪蝟餌(92%皛⊥摨艾?00%摰峕?辧penMAIC撘皞鞾★?- 𣂼擃条AI撣唳旿(220鈭輻1010鈭輻?86%摮衣雿輻鍂AI)
- 𣂼烐‘撖寡你I捏(Rupert Wegerif,DEFI,DeepMind)
- 𣂼ETH-EPFL峕嵗璅∪(𡁜ㄚ漣摮衣)
- 𣂼𦯀漪憭批郎5U蝝惩?S摮行嵗雿梶頂
- 𣂼𥟇揖AI銝剖(剔掩蝢支脣極雿𡏭憿寞?
- 𣂼𥟇揖銝匧之(AIEOUY瑤xfordCCAII Competency Centre)
- 𣂼臬繿蝳苐I Tinkery摰噼殿蝛粹𡢿RAFT頝典郎蝘烐I Index Report
- 𥕦遣6銝芣鰵Wiki憿菟𢒰
**瘨匧憿菟𢒰**: 6 銝芣鰵憿菟𢒰, 0 銝芣凒圈△?
**喲睸閬**:
- 銝剔憿嗅擃䀹嵗撖寞: US𠉛弦撽勗𢆡vs銝剖𤙴摨𠉛鍂撽勗𢆡,隡睃飵銝擧?- 皜憭批郎: MAIC杗I摰擪(92%皛⊥摨?penMAIC撘皞僐憭扳𣈲?霂曄/撟喳蝱/寡悌)
- 擃条: AI撣㦤220鈭踱1010鈭輻?5撟媒AGR35.9%),86%摮衣雿輻鍂AI
- 烐‘憭批郎: 撖寡你I捏(撘苐I)upert Wegerif DEF獢eepMind
- ETH-EPFL: 峕嵗(ETH隡删撌亦+EPFL霈∠?AI)憯怠畺漣摮衣瘛勗漲
- 𦯀漪憭批郎: 5U蝝惩沲(Understanding/Using/Evaluating/Creating/Ethic)?S摮行嵗雿梶頂(隞𤾸郎)BI𥪜摰鮋摰?- 𥟇揖AI銝剖: 剔掩蝢支滚𦛚(撌乩?摮衣/𠉛弦??𤏸?鈭找鈭箏ㄚ)𣈲蹂誨雿?- 𥟇揖憭批郎: 銝匧之(𠉛弦//摨𠉛鍂)IEOU撘曉之摮行攟蝥賬xfordCCAI霈∠銝垾I銝剖I Competency Centre
- 臬繿蝳誩之摮? AI Tinkery摰噼殿蝛粹𡢿RAFT頝典郎蝘烐I Index Report靚瑞?
**Wiki憿菟𢒰**:
1. [[皜憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦]] ?皜憭批郎MAIC杗I摰擪蝟餌penMAIC撘皞鞾★憭扳𣈲蝟?2. [[ETH-EPFL𧼮ㄚ撌亦AI憿寧𤌍瘛勗漲𠉛弦]] ?𧼮ㄚ銝文之極摮阡堺峕嵗憯怠畺漣摮衣
3. [[𦯀漪憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦]] ?5U蝝惩?S摮行嵗雿梶頂BI𥪜摰鮋摰?4. [[𥟇揖AI銝剖瘛勗漲閫]] ?剔掩蝢支滚𦛚脣極雿𡏭憿寞𨰜𣈲𥕦遣霈?5. [[𥟇揖憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦]] ?銝匧之(𠉛弦//摨𠉛鍂)IEOUY瑤xfordCCAII Competency Centre
6. [[臬繿蝳誩之摮再I坔郎憿寧𤌍瘛勗漲𠉛弦]] ?AI Tinkery摰噼殿蝛粹𡢿RAFT頝典郎蝘烐I Index Report靚瑞?
**蝝W湔鰵**:
- Wiki憿菟𢒰? 327 ?333 (+6)
- ? 44 (銝滚)
- 擧凒? 2026-04-21(蝚?2寞楛摨行𥁒𠰴?
---
## [2026-04-21] ingest | 𠰴鐤摰嗡耨?
****:
- [[raw/澆𢙺銋钅𡢿_舘馬隡珠] ?舘馬隡航𠰴鐤摰對65銝芰隞塚
****:
- 霂餃撟嗅?5銝芰隞塚 + 嚗?- 𣂼枏振靽桃𣬚頂蝏䲮瘜?- 𣂼憭拐犖蝛粹唬犖銝匧蝑厩霈箔蝟?- 𣂼迤頨怎蝑劐耨?- 𣂼箸𧋦靚撘誩鐤澆𢙺瘜閧澆𢙺
- 𣂼睲號憭折戊銝孵慐韏日澆之撠誩𪂹憭拍號靽桃
- 𣂼牐蛹餈䁅枂甇餃靽桃
- 𥕦遣13銝芣鰵Wiki憿菟𢒰
**瘨匧憿菟𢒰**: 13 銝芣鰵憿菟𢒰
**喲睸閬**:
- **憭拐犖捏**嚗𡁶蝛粹銋嘥之銵峕撘訫瘜W耦颲啣摮𨰜唬犖銝匧移瘞𠉛嚗?- **靽桃艙**嚗帋犖瘞娍𦻖撘𤏪枂甇餃捏嚗剹靽桅嚗剹銝綽𤘪嚗?- **睲號憭折**嚗𡁜銝芷𧫴畾蛛潛移𣇉瘞𥪜蟡𠺶蟡噼𠾼𡁜琸憟喃耨澆榆撘?- **憟喃號?*嚗𡁶𣇉慐韏日澆之撠誩𪂹憭押敹?- **澆𢙺瘜閖秄**嚗𡁜榆憸嘥鐤摰㕑瘜閖秄嚗剹踹𢙺瘞䈑踹鐤瘞䈑摮𥪜鐤?- ****嚗𡁏𠹭敶雴瘜訫嚗?- **鈭𥡝**嚗𡁏迤頨怎仍頧駁▲湔𠹭𤣰憸諹尐撣䀹𠹭鉄蟡墧迤閫𡡒瑟𠽌朣踹凝𠹭𨳍豢𠹭𤩅脲躹撟喳𢙺𠹭拙像撠𡝗
- **銝剛**嚗𡁜㩞文𢅛剖傁蝷批摮㛖蝘滢耨潭䲮瘜𤏪銝支葵嗆挾蝘滩銵峕䲮瘜𤏪
- **銝𡏭正寞惣?*嚗帋靽桃頞𢠃蝥扯𢠃𡁶?銝隞交銝箸撌桀'
**Wiki憿菟𢒰**:
1. [[舘馬隡珠] ?枏振靽桃銝枏振𠰴鐤?2. [[澆𢙺銋钅𡢿]] ?舘馬隡航雿頣枏振耨敹霈箇頂蝏雿?3. [[鈭箸]] ?憭寡蝒滚銝凋號乩犖瘞𠉛
4. [[箸香]] ?誩艙憭𡝗𦆮瘞䈑箸香嚗㚁𤤿豢𤣰
5. [[餈磰]] ?靽桅颲曉''蝥批?6. [[牐蛹]] ?枏振靽桃擃睃憿箏鈭抒𤏸?7. [[睲號憭折]] ?枏振靽桃擃睃甈∴號靽桃
8. [[憟喃號篏] ?憟喳靽桃𣇉慐韏日澆之撠誩𪂹憭抬
9. [[榜] ?憭拐犖捏嚗憭扯𥟇郭颲啣摮梹
10. [[瘜騟] ?澆𢙺靽桃餈偦𧫴榆憸嘥鐤摮𥪜鐤
11. [[銝剛]] ?蝘滢耨潭䲮瘜?12. [[撅訫躰䌊跑] ?枏振凋葵閬嚗峕瘜閧
13. [[甇澈蝘䁅]] ?枏振頨怠耦靚㟲閬嚗?4銝芸?
**蝝W湔鰵**:
- Wiki憿菟𢒰? 333 ?344 (+11)
- ? 44 ?45 (+1)
- 鈭箇憿菟𢒰: 64+ ?65+ (+1)
-艙憿菟𢒰: 102+ ?111+ (+9)
- 掩: 枏振靽桃嚗?2銝芷△
- 擧凒? 2026-04-21(𠰴鐤?
---
**摰峕園𡢿**嚗?026-04-21
## [2026-04-21] ingest | 𠰴鐤讠洵鈭峕鸌 Wiki 憿菟𢒰𥕦遣 + Lint 璉?
****: [[raw/澆𢙺銋钅𡢿_舘馬隡珠]
****:
- 𥕦遣8銝芣鰵?Wiki 憿菟𢒰嚗洵鈭峕鸌嚗?- 餈鞱 Lint 璉?
**啣遣憿菟𢒰**:
1. [[撘蝒䓞] ?蝑穃抅嗆挾笔井嚗𡁏頨思銵?2. [[蝎暹蟡肶] ?枏振靽桃銝匧之箸𧋦閬嚗𡁶移犖頨思摰嘅
3. [[銝寥]] ?銝剖𤙴號靽桃隡删嚗峕憭渲蕭皞航秐銝撟游
4. [[]] ?號靽桃仿秄摰噼殿嚗𡁏迤澆𢙺銝衤號?5. [[瘣烾蝏㒖] ?撠烐撖箔瘜𤏪霂西圾
6. [[靽桅銝𡡞]] ?枏振靽桃嚗朞臬之㮖舅銝芸
7. [[靚銋处] ?靚澆𢙺寡‘鈭峕郊
8. [[瘞𥪜蝘穃郎吞] ?勗郎璉桀𣈲鞊⊥笔郎霈箄
**Lint 璉?*:
- ?Wiki ? 357
- 蝻箏仃 frontmatter: 2嚗ēog.mdarp辣嚗?- 蝻箏仃 categories: 4嚗㇉bsidian Maps嚗?- 蝻箏仃 source: 6嚗ǎndex.mdbsidian Maps嚗?- wikilink : 395嚗銝箸毬I𠉛弦憿寧𤌍
- 摮斤憿菟𢒰: 40嚗暹𦻖嚗?- 躰秤辣: 0
- 澆𢙺銋钅𡢿憿菟𢒰暹𦻖: 撠煾恍△a曎憪𧢲頝臬撘閧鍂嚗?
**湔鰵**:
- Wiki憿菟𢒰? 344 ?352 (+8)
- 枏振靽桃: 12 ?20 (+8)
-艙憿菟𢒰: 111+ ?119+ (+8)
- 擧凒? 2026-04-21(𠰴鐤讠洵鈭峕鸌憭摰峕)
- 擧凒? 2026-04-21(𠰴鐤讠洵鈭峕鸌憭摰峕)
## [2026-04-22] Wiki韐券靽肽?
****: Wiki蝏湔擪𤥁窈瘙?
****:
1. 19銝芸蒂韐券隞?2. 湔鰵2銝芷隡睃蝥折△?3. 隡睃Lint瘚霂湔
4. 瘛餃8脣郎蝏誩AI鈭文撘閧鍂
**瘨匧憿菟𢒰**: 8銝芣瓲敹?
**韐券?*:
- Frontmatter銝? ?- Wikilink餈鮋𡁏? ?- ? ?- 摰峕㟲? ?
**撱箄悅**: 蝏抒賒烐綉Wiki亙熒摰𡁏韐券鈭文撘閧鍂隡睃?
---
## [2026-04-22] ingest | 摰硺憿菟𢒰憓𧼮撩銝𤾸撱綽AI𠉛弦摰硺嚗?
****: raw/AI𠉛弦/瘛勗漲𠉛弦/aw/AI𠉛弦/擃条AI銝㯄/
****:
- 憓𧼮撩 Kestin.md嚗𡁏溶嵇CT𠉛弦蝏S2 Pal蝟餌瓲敹𨀣㺭loom 2嚗?- 憓𧼮撩 Emma Brunskill.md嚗𡁏溶L捏獢典㦤臬笆瘥𢛵摰噼殿憿寧𤌍
- 𥕦遣 Meenakshi Mittal.md嚗鋫skademia蝟餌銝餉𤏸IED 2025雿唾捏敺𦯀蜓
- 𥕦遣 Rupert Wegerif.md嚗𡁜獢亙之摮刑EFI銝颱遙笆霂脲你I捏憟惩抅鈭?
**瘨匧憿菟𢒰**: 2 銝芸撘粹△2 銝芣鰵憿菟𢒰
**喲睸閬**:
- Kestin RCT𠉛弦𣂷AI憸撘箏𡏭p < 10^-8嚗龦ohen d = 0.73-1.3嚗?- Emma Brunskill𣂼枂RL敶W𣇉撟脤隡睃沲嚗㇈DP撱箸芋嚗?- Meenakshi Mittal撘𤑳Askademia摰䂿緵120鈭箏極摨娪笔漲
- Rupert Wegerif𥕦遣撖寡你I捏嚗䔶誨銵冽洹瘣脖憐𠉛弦璅∪
## [2026-04-23] ingest | AI𠉛弦摰硺𣂼
****: `raw/AI𠉛弦/` 函𤌍敶蓥漱撖?
****:
- 33銝芣㦤﹝獢?0隞賣楛摨行𥁒𨳍?0撘删䰻霂?- 銝𡒊緵?79銝泡iki憿菟𢒰鈭文瘥𥪜笆嚗諹?3銝芸雿梶撩?- 𥕦遣13銝泡iki憿菟𢒰嚗? + 2璁艙 + 3鈭箇嚗?
**瘨匧憿菟𢒰**: 13 銝芣鰵憿菟𢒰
**圈△?*:
| # | 憿菟𢒰 | 蝐餃 | |
|---|------|------|----------|
| 1 | [[NUS AICET]] | | NUS-AICET-AI𠉛弦獢-20260408 |
| 2 | [[PhysicsWallah]] | EdTech砍虬 | PhysicsWallah-AI𠉛弦獢-20260408 |
| 3 | [[upGrad]] | EdTech砍虬 | upGrad-AI𠉛弦獢-20260408 |
| 4 | [[Synthesis]] | EdTech𥕢 | Synthesis-AI𠉛弦獢-20260413 |
| 5 | [[SchoolAI]] | EdTech𥕢 | SchoolAI-AI𠉛弦獢-20260413 |
| 6 | [[Topica Edtech Group]] | EdTech砍虬 | Topica-Edtech-Group-AI𠉛弦獢-20260408 |
| 7 | [[AI Samarth銝焾entral Square Foundation]] | 噼𨯫蝏?| AI-Samarth-CSF-AI𠉛弦獢-20260408 |
| 8 | [[MicrosoftAI]] | 蝘烐撌典仍 | Microsoft-AI𠉛弦獢-20260404 |
| 9 | [[Agentic AI摨𠉛鍂]] | 璁艙 | Agentic-AI摨𠉛鍂瘛勗漲𠉛弦-20260421 |
| 10 | [[鈭箏極+𢆡霈∪]] | | 擃条AI銝㯄★齿窒-20260421 |
| 11 | [[Alakh Pandey]] | 鈭箇 | PhysicsWallah-AI𠉛弦獢-20260408 |
| 12 | [[曉偏鞊𠺖] | 鈭箇 | 鈭𡁏散擃䀹嵗AI蝏澆𠉛弦-20260421 |
| 13 | [[Ben Leong]] | 鈭箇 | NUS-AICET-AI𠉛弦獢-20260408 |
**喲睸閬**:
-啣漲嚗?嚗剹𦯀嚗?嚗剹2嚗剹1嚗剹惩辺嚗?嚗剹𤙴1嚗厩8摰嗆㦤?- Agentic AI摨𠉛鍂隞”"隞𤾸極隡嗘撈"撘?- 銝剖𤙴"鈭箏極+"銵𢆡霈∪嚗?026-04-10嚗㗇糓賢振蝥扳錇蝑𣇉?- 3雿滢犖怠銁啣漲EdTech𠯫括I惩辺AI𠉛弦箄插?
---
## [2026-04-27] ingest | AI𠉛弦鈭峕活摰硺𣂼
****: `raw/AI𠉛弦/`﹝獢?4銝芥楛摨行𥁒?3銝芥𤙴颲?銝迎
****:
- 券𢒰撌株嚗𡁜笆瘥?raw/AI𠉛弦/ 皞鞉隞?vs 387 銝?wiki 憿菟𢒰
- 9 銝芰撩憭勗雿橒P02, P13, P24嚗?- 𥕦遣 9 銝芰𡠺蝡?wiki 憿菟𢒰嚗? 摰硺 + 2 撌亙 + 5 璁艙嚗?- 湔鰵 wiki/index.md 蝝W嚗?87?00 憿菟𢒰嚗?
**瘨匧憿菟𢒰**: 9 銝芣鰵憿菟𢒰
**圈△?*:
| # | 憿菟𢒰 | 蝐餃 | 隡睃蝥?| |
|---|------|------|--------|------|
| 1 | [[憟賣𧊋包] | 摰硺 | P0 | 憟賣𧊋?AI𠉛弦獢-20260408 |
| 2 | [[瘚蹱憭批郎]] | 摰硺 | P0 | 瘚蹱憭批郎-AI𠉛弦獢-20260408 |
| 3 | [[瘚坔之]] | 撌亙 | P1 | 瘚蹱憭批郎-AI𠉛弦獢-20260408 |
| 4 | [[銋萘憭扳芋尜] | 撌亙 | P1 | 憟賣𧊋?AI𠉛弦獢-20260408 |
| 5 | [[𥕢AI]] | 璁艙 | P1 | 憭帋葵𥕢X嵗獢 |
| 6 | [[ETEE笔𦶢沲]] | 璁艙 | P2 | AI霂摯獢 |
| 7 | [[摮虫撌亦]] | 璁艙 | P2 | AI𠉛弦 |
| 8 | [[銝𨅯鈭𡁏毬I璅∪]] | 璁艙 | P2 | 瘥磰/銝𨅯鈭𡁏毬I璅∪ |
| 9 | [[啣漲AI璅∪]] | 璁艙 | P2 | 瘥磰/啣漲AI璅∪ |
**喲睸閬**:
- 憟賣𧊋銝剖𤙴憭湧K12蝘烐𨆯I摮虫athGPT憭扳芋?- 瘚蹱憭批郎嚗𡁏憭批鬹I撟喳蝱嚗賣鸌?摮行+曇停嚗?- 銋萘憭扳芋𡁶啣郎典之璅∪
- 𥕢AI嚗𡁻瘚瑞征銝匧"銝㮖+AI"寥仪雿梶頂
- ETEE獢沲嚗𡁏䔝蝝T霂閖隡售偦𧫴畾菔隡唳芋?- 摮虫撌亦嚗𡁏脣郎+唳旿蝘穃郎+蝟餌撌亦楊摮衣摰噼殿
- 銝𨅯鈭?啣漲璅∪嚗𡁜賢榆撘頝臬撖寞
---
## [2026-04-27] ingest | AI𠉛弦銝㗇活摰硺𣂼
****: `raw/AI𠉛弦/瘛勗漲𠉛弦/` + `raw/AI𠉛弦/瘥磰/`
****:
- 銝㗇活撌株嚗𡁻?43 隞賣楛摨衣蝛嗆𥁒?+ 7 隞賢𤙴𥁒?- 𤑳緵憭批郎憿菟𢒰嚗鈭砍之摮艾◢撠娍𧋦憭批郎𤙴憭批郎撠澆之摮佗撌脣銁齿鸌𥕦遣
- 6 銝芰撩憭梁摰硺嚗? 撌亙 + 3 艙 + 1 坔郎璁艙 + 1 鈭箇嚗?- 𥕦遣 6 銝芰𡠺蝡?wiki 憿菟𢒰
- 湔鰵 wiki/index.md 蝝W嚗?00?06 憿菟𢒰嚗?
**瘨匧憿菟𢒰**: 6 銝芣鰵憿菟𢒰
**圈△?*:
| # | 憿菟𢒰 | 蝐餃 | |
|---|------|------|------|
| 1 | [[Cogniti]] | 撌亙 | 匧側憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦-20260428 |
| 2 | [[AI韏贝霂曉坔郎]] | 璁艙 | AI韏贝霂曉坔郎瘛勗漲銝舘楝敺蝛嗆𥁒?20260420 |
| 3 | [[仿畆擃䀹嵗AI璅∪]] | 𠉛弦 | 仿畆擃䀹嵗AI撖寞-20260422 |
| 4 | [[甈扳散AI璅∪]] | 𠉛弦 | 甈扳散仿畆AI𠉛弦-20260404 |
| 5 | [[瞉單散擃䀹嵗AI璅∪]] | 𠉛弦 | 瞉單散擃䀹嵗嚗◢撠娍𧋦-匧側嚗㗇毬I-20260421 |
| 6 | [[Danny Liu]] | 鈭箇 | 匧側憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦-20260428 |
**喲睸閬**:
- Cogniti嚗𡁏撠澆之摮行液enAI撟喳蝱嚗?00+雿輻鍂嚗?00嚗淾FR AI Awards 2025
- AI韏贝霂曉坔郎嚗𡁜L1-L4𥕦耦蝥扳鋡怠39甈?- 仿畆璅∪嚗𡁏𠯫故IGA皜鞱 vs 拙𤙴KAIST鈭抒雿?- 甈扳散璅∪嚗帋憐銵䕘SNAI+𥟇揖AIEOU+ETH-EPFL嚗?- 瞉單散璅∪嚗朞+隡瘛勗漲+𥟇鰵撽勗𢆡
- Danny Liu嚗𡁜郎銝朞Cogniti𥕦鈭綽Google Scholar撘閧鍂1723甈?
## [2026-04-28] ingest | 𠰴之賢之瘞㻫讠洵銝厩𤑳緵撅梯正 ?Reading Club 霈刻捏霈啣
****: [[𠰴之賢之瘞㻫讠洵銝厩-𤑳緵撅梯正]]
****:
- 餈鞱 Reading Club balanced 璅∪嚗? 頧株悄霈綽Round 0-7嚗?- Summarizer / Critic / Questioner / 鈭箇掩霂餉?- 蝻𤥁摰峕㟲霈刻捏霈啣銝?wiki 憿菟𢒰
**瘨匧憿菟𢒰**: 1 銝芣鰵憿菟𢒰
**圈△?*:
| # | 憿菟𢒰 | 蝐餃 | |
|---|------|------|------|
| 1 | [[憭批𤙴憭扳-𤑳緵撅梯正-ReadingClub]] | 粉霈刻捏 | 𠰴之賢之瘞㻫讠洵銝厩-𤑳緵撅梯正 |
**霈刻捏𤑳緵**:
- 霂餉韐函"鈭𥪜撟渡撅梯正"嚗𣬚 7 頧株悄霈箏?韐函蝖株恕鍦搻摮西儔蝎曄蝏笔"游憫蝥?- 嚗朞脫糓蝘餌蝎曄嚗?舀𧒄隞嚗諹脫糓笔𧑐蝏嗵"
- 喲睸郁嚗𡁜𥟇糓𡢅Questioner 霈支蛹霂餉恕銝箄脫糓頞鸌韐剁
- 嚗帋憭拍撅梯正𡃏脩鍂典𪑛
**Wiki 憿菟𢒰?*: 407嚗?1嚗?
---
## [2026-04-28] lint | Wiki 撣貉雿𤘪
**璉仿★?*嚗𡁶迨撗䜘ndex?
**靽桀捆**嚗?
| 憿寧𤌍 | ?| 霂行 |
|------|------|------|
| index ?| ?撌脖耨憭?| index.md 憿菟𢒰唳凒唬蛹 408 |
| 蝛?type 摮埈挾 | ?撌脖耨憭?| 17+ 憿菟𢒰憛怠 type嚗𧑐place嚗䔶犖entity嚗?|
| 摮文瘚?| ?摰峕 | 𤑳緵 28 銝芸迨輸△?|
| 剝曎璉瘚?| 𩤃 摰峕 | 璉瘚见憭折剝曎嚗銝?Obsidian 撘閧鍂嚗?base, Attachments嚗厰剝曎 |
**摮文憿菟𢒰皜**嚗?8銝芣暹𦻖嚗㚁
- `AI+蝟餌`
- `Birdbrain`
- `Gitea
- `Google Brain銝𥟠eepMind`
- `LiveHint AI`
- `Meenakshi Mittal`
- `MIT慦雴摰鮋摰亡
- `obsidian-cli 雿輻鍂蝏誯躰悌`
- `opencode-mem 鈭箸㦤`
- `Productivity Failure𠉛弦蝏潸膩`
- `ReadingClub`
- `Rupert Wegerif`
- `WorkBuddy霈啣蝟餌雿輻鍂`
- `銝剔憿嗅擃䀹嵗AI坔郎撖寞`
- `銝剔憿嗅擃䀹嵗AI坔郎撖寞𠉛弦`
- `X嵗銝㮖+AI璅∪`
- `烐‘憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦`
- `𦯀漪撣憭批郎`
- `之摮圳
- `坔郎暹辺
- `坔郎憭扳芋撅閧𠶖菜楛摨衣蝛嗆𥁒𢲩
- `臬繿蝳誩之摮圳
- `蝛箏予+鈭文霈∪`
- `霈舫`
- `繚瘚瑕繚蝛箏撌亦憭批郎AI
- `𤩺㦤撖寧霂閖嚗㇌CT嚗头
- `擃睃𧑐𠉛`
- `擃条AI銝㯄★𠉛弦`
**撱箄悅**嚗𡁜迨輸△銝粹★券△圈△撱箄悅瘛餃暹𦻖𤥁隡唳糓?
**Wiki 憿菟𢒰?*: 408
---
## 2026-04-28 摮文憿菟𢒰敶埝﹝
**蝐餃**嚗匁int - Orphan Archive嚗輸△
**憭**嚗?- 隞?28 銝芸迨輸△撠穃 7 銝?- 銝?21 銝芷△X溶暹𦻖嚗 index.md蝑㗇毬I銝㯄嚗?- 7 銝芸之𧢲𥁒𢠃△ `wiki/archive/`
**敶埝﹝7銝迎**嚗?1. `AI+蝟餌.md`
2. `Gitea?md`
3. `Productivity Failure𠉛弦蝏潸膩.md`
4. `WorkBuddy霈啣蝟餌雿輻鍂.md`
5. `銝剔憿嗅擃䀹嵗AI坔郎撖寞𠉛弦.md`
6. `X嵗銝㮖+AI璅∪.md`
7. `烐‘憭批郎AI坔郎憿寧𤌍瘛勗漲𠉛弦.md`
**暹𦻖瘛餃嚗?1銝芷△**嚗?- index.md: ReadingClub, obsidian-cli雿輻鍂蝏誯躰悌, opencode-mem鈭箸㦤, Birdbrain, LiveHint AI, MIT慦雴摰鮋摰? 臬繿蝳誩之摮? 之摮? 𦯀漪撣憭批郎, 擃条AI銝㯄★𠉛弦, 銝剔憿嗅擃䀹嵗AI坔郎撖寞, 𤩺㦤撖寧霂閖, Meenakshi Mittal, Rupert Wegerif, 霈舫, Google Brain銝𥟠eepMind, Duolingo, Carnegie Learning, 坔郎暹辺? 擃睃𧑐𠉛, 繚瘚瑕繚蝛箏撌亦憭批郎AI?- 擃条AI銝㯄.md: 臬繿蝳誩之摮? MIT慦雴摰鮋摰? 之摮? 𦯀漪撣憭批郎
**Wiki 憿菟𢒰?*: 401 (敶埝﹝7憿萄)
## [2026-05-25] ingest | 瘥𥕢蝟餃摰硺憿萎艙憿菜鸌撱?
****: 瘥𥕢25/28/29/30/31/32 撌脫deep compilation嚗?
****:
- 瘥𥕢25𥕦遣12銝芸雿㯄△ + 5銝芣敹菟△
- 瘥𥕢28𥕦遣13銝芸雿㯄△
- 瘥𥕢29-30𥕦遣8銝芸雿㯄△
- 瘥𥕢31-32𥕦遣11銝芸雿㯄△ + 2銝芣敹菟△
- 湔鰵 `wiki/index.md` 蟮鈭箇/蟮璁艙蝡㰘
**瘨匧憿菟𢒰**: ~49 銝芣鰵摰硺憿?+ 8 銝芣敹菟△嚗? 銝芣凒啁揣撘閖△
**喲睸閬**:
- 雿輻鍂4銝芸僎銵淾gent𥕦遣嚗峕銝服gent霂餃撌脩霂𤑳摰?- 雿㯄△萄儐蝏煺璅⊥踎嚗餎rontmatter ?銝摰帋 ?箸𧋦靽⊥ ? ?鈭箇 ?
- 瘥譍葵鈭见`[raw:?銵噡]` 皞舀
- 瘥𥕢28銝剜6鈭綽雿蹱摨艾揢敺琿揑質蔗質𡟺嚗匧皞鞉𧊋𣂼峕𧊋𥕦遣
- 瘥𥕢31-32銝剖瘚拙X𧊋𣂼峕𧊋𥕦遣
- 皞鞉𣂼峕𧊋𥕦遣
**蟮鈭箇嚗?9憿蛛**:
瘥𥕢25: 𡠺蝘, 摮嗘葉撅? ? 暺楷, 舘䌊? 𧢲, 𡁜𧂈, 撘惩𤙴? 韏菜? 航笑, 蝡? 摰𧢲隞?瘥𥕢28: ? ? 瞏睃皞? 霈詨蟡? 梶兮摰? 憭𤩺蝧? 璉? 𡒊輕瘙? 敶剖颲? 韐粹, 鈭? ∩誑敹? 撘惩𤙴憡?瘥𥕢29-30: 靚剜錇, ㄚ璁? 撘惩? 鋡? , , 𨺗?
瘥𥕢31-32: 勗噸, , 雿閖鵭撌? 撘惩皜? 鋡? , ? 樴𡁏, 敶剖噸, ?
**蟮璁艙嚗?憿蛛**:
憭芸像憭拙𤙴餈𣂼𢆡, 𦠜, 瘣见𦛚餈𣂼𢆡, 拙𦶢, 撌湧, 樴蹱? 銝𡒊氖敹嚗? pre-existing 銝厩䀹钟嚗?
**Wiki 憿菟𢒰?*: 450+
## [2026-06-30] sync | home-wiki 頝典峕郊
****: `D:\TC_UP\home-wiki`
****:
- concepts/entities/syntheses ?26 銝芷△home-wiki 蝏?git pull 捏雿梶頂蝑匧摰對
- 啣遣 12 憿? AI嗡誨擃条, NeoLab, Researcher-Founder, 隞瑕潮店? 憟賢郎𥡝, 坔郎餈璅∪, 撘? 憟𥕦, , ? 坔郎餈璅∪-捏雿鞱𠉛弦, 𠉛弦鞟內霂滚
- 湔鰵 14 憿蛛湔鰵 + frontmatter 閫𣇉嚗?- 0 憿?
**瘨匧憿菟𢒰**: 12 啣遣嚗?4 湔鰵
**喲睸閬**:
- home-wiki 2024-2026 捏雿梶頂嚗É[撘㒖]𤄏[NeoLab]]𤄏[Researcher-Founder]]嚗剹[隞瑕潮店沘]嚗嚗剹[憟賢郎𥡝]]嚗霂颱髡瘜𤏪摮西蝔𧢲瓲敹捏雿鞱𠉛弦蝑?- 峕郊𡁏𧋦: `tools/scripts/sync_home_wiki.py`蝑㚁frontmatter 閫頧祆揢嚗?- 靽桀 home-wiki frontmatter ?`related: [[wikilink]]` 閫血 YAML 閫憭梯揖䔮憸矋yaml.safe_load 憭梯揖嗆迤𣂼畾菜
## [2026-06-30] sync | home-wiki 頝典峕郊
****: `D:\TC_UP\home-wiki`
****:
- concepts/entities/syntheses ?37 銝芷△?- 湔鰵 3 憿? LLM-Wiki-v2, ?
- 啣遣 11 憿? AI嗡誨鈭𠉛㴓鈭箸雿梶頂, 之蝐餌鈭扳, 銝滚銁瘝罸𡁜銁, 摰讛銝剛敺株摰峕㟲靚梁頂, 煺漣隞瑕潸捏, 蝘烐𥟇鰵鈭娪𧫴畾菔捏, 蝟餌撌亦撌亦摰噼殿, 蝟餌脣搻摮? 见紊鈭? 勗郎璉? 暺撣?- 23 憿?
**瘨匧憿菟𢒰**: 3 湔鰵嚗?1 啣遣
## [2026-06-30] sync | home-wiki 頝典峕郊
****: `D:\TC_UP\home-wiki`
****:
- concepts/entities/syntheses ?37 銝芷△?
- 湔鰵 37 憿? AI嗡誨鈭𠉛㴓鈭箸雿梶頂, AI嗡誨擃条, EgoCentric唳旿銝𤾸頨急惣撅? LLM-Wiki-v2, markitdown, NeoLab, Researcher-Founder, 銝渡? 隞亦銝箏, 隞瑕潮店? 之蝐餌鈭扳, 銝滚銁瘝罸𡁜銁, 憟賢郎𥡝, 摰讛銝剛敺株摰峕㟲靚梁頂, 摰噼殿霈? 撅梯正12銝芸憪见𧂈𤏸氜, 坔郎餈璅∪, 撘? 瘨𣬚緵, 瞍梯薗霂? 煺漣隞瑕潸捏, 蝘烐𥟇鰵鈭娪𧫴畾菔捏, 蝟餌撌亦撌亦摰噼殿, 蝟餌脣搻摮? 偦鵭撖輻緵鞊∠蝎曄, 憿嗥漣鈭箇銝厰枏振撽剖飵摰嗡耨敹摰嗥頨? 銝霂? 憟𥕦, 见紊鈭? ? 勗郎璉? , ? 暺撣? 皛典極蝔见之摮行坾摮, 坔郎餈璅∪-捏雿鞱𠉛弦, 𠉛弦鞟內霂滚
**瘨匧憿菟𢒰**: 37 湔鰵嚗? 啣遣
## [2026-07-01] sync | home-wiki 頝典峕郊
****: `D:\TC_UP\home-wiki`
****:
- concepts/entities/syntheses ?48 銝芷△?
- 湔鰵 6 憿? AI嗡誨擃条, LLM-Wiki-v2, 坔郎餈璅∪, 憿嗥漣鈭箇銝厰枏振撽剖飵摰嗡耨敹摰嗥頨? 坔郎餈璅∪-捏雿鞱𠉛弦, 𠉛弦鞟內霂滚
- 42 憿?
**瘨匧憿菟𢒰**: 6 湔鰵嚗? 啣遣
## [2026-07-01] ingest | 扳鰵
****: [[扳鰵-憭折銋∟]]嚗䰻霂蝥?9000 摮梹
****:
- `wiki/扳鰵沲.md` ?憭折銋∟𣂼枂?銝銝斗𣈲"
- 𣂼喲睸唳旿峕錇蝑𤥁蝏頣釣 raw 銵噡皞舀
- 撱箇銝?[[雿𡒊]][]][典𤙴蝏煺憭批榜] 蝑厩緵?Wiki 憿菟𢒰蝟?
**瘨匧憿菟𢒰**: 1 啣遣
- [[扳鰵沲]] ?璁艙憿?
## [2026-07-07] sync | home-wiki 頝典峕郊
****: `D:\TC_UP\home-wiki`
****:
- concepts/entities/syntheses ?53 銝芷△?
- 湔鰵 48 憿? AI嗡誨鈭𠉛㴓鈭箸雿梶頂, AI嗡誨擃条, EgoCentric唳旿銝𤾸頨急惣撅? LLM-Wiki-v2, markitdown, NeoLab, Researcher-Founder, 銝渡? 隞亦銝箏, 隞瑕潮店? 𥕢蝟餌撌亦, 之蝐餌鈭扳, 銝滚銁瘝罸𡁜銁, 憟賢郎𥡝, 摰讛銝剛敺株摰峕㟲靚梁頂, 摰噼殿霈? 撅梯正12銝芸憪见𧂈𤏸氜, 撌亦蝟餌撌亦, 𥁒靽⊥蝟餌撌亦, 坔郎餈璅∪, 蝟餌撌亦, 撘? 蝟餌撌亦, 瘨𣬚緵, 瞍梯薗霂? 煺漣隞瑕潸捏, 蝘穃郎摮? 蝘烐𥟇鰵鈭娪𧫴畾菔捏, 蝘𤑳蝷曆? 蝘𤑳蝟餌撌亦, 蝟餌撌亦撌亦摰噼殿, 蝟餌脣搻摮? 偦鵭撖輻緵鞊∠蝎曄, 霈⊿蝟餌撌亦, 憿嗥漣鈭箇銝厰枏振撽剖飵摰嗡耨敹摰嗥頨? 銝霂? 憟𥕦, 湔𧋦? 见紊鈭? 霈詨𤙴敹? ? 勗郎璉? , ? 暺撣? 皛典極蝔见之摮行坾摮, 坔郎餈璅∪-捏雿鞱𠉛弦, 𠉛弦鞟內霂滚
- 啣遣 5 憿? 銝剖𤙴蝎曇㘚縑隞堆𤾸憡?2025-07-02嚗? 摮虫誑渡鍂 vs 摮虫誑游郎 vs 其誑游郎嚗𡁻? 敺𦯀嚗帋敺𦯀閫? 蝷曆勗郎璉?1980嚗? 敺𦯀敶?
**瘨匧憿菟𢒰**: 48 湔鰵嚗? 啣遣
## [2026-07-08] ingest | 𠰴霈箔𧢲Wiki?
****: [[raw/AI𠉛弦/讃摨?(摰峕㟲)憭齿霈箔 _嚗嚗匧敺瑕嚗𠄌dgar Morin嚗㕑.pdf]]
****:
- PDF頧祆揢銝撤arkdown嚗㇊yMuPDF𧋦𣂼 + Tesseract OCR霂?0憿蛛
- 僎銝支葵𧋦嚗峕OCR躰秤
- 瘛勗漲霂凋嚗峕蝡㰘蝏𤘪齿
- 瘛餃蝚血Wiki撅frontmatter
- 撱箇銝𡒊緵医iki憿菟𢒰蝟駁曎?
**寡𠧧**:
- 覉瑁緒𥪜蝘烐銋钅脣郎霈箄
- 𣂼枂芣䔉蝘滨䰻霂?- 蝟餌鞱膩憭齿萘輕脖葉?- 𦠜𧊋蝘滨䰻霂𦠜摰𦦵憭渲衤舅蝭?
**喲睸閬**:
-䰻霂霈方銝剔霈方犖蝐餃𧑐雿溻𧑐𧋦敺蝖桀㮾鈭垍犖蝐颱憐
- 嚗𡁜萘輕敶垍㴓頝胯摰𦦵憭渲
- 寥仪嚗朞頞羓𡝗萘輕嚗諹摮虫鈭箸
**﹝韐券**:
- 憿菜㺭嚗?37憿?- OCR霂嚗𡁜10憿蛛韐券穿
- 𧋦𣂼嚗?27憿蛛韐券末嚗?- 蝚行㺭嚗𡁶漲12銝
-犖撌交嵗撖對扇憭
**瘨匧憿菟𢒰**: 1 啣遣嚗△嚗?- [[憭齿霈箔]] ?△嚗龨ype: reference嚗稪onfidence: 4
**蝝W湔鰵**:
- Wiki憿菟𢒰? 534 ?530 (靽格迤蝏蠘恣)
- △: 27 ?28 (+1)
- 喟頂: extends [[憭齿霈榜]嚗俰art_of [[AI𠉛弦憿寧𤌍]]
- 擧凒? 2026-07-08 (𠰴霈箔?
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**摰峕園𡢿**嚗?026-07-08