# Microsoft AI Frontiers: Indaba kaLangford yokuhlela kabusha namapayipi ocwaningo olwabiwe

Published: 2026-11-08

UJohn Langford uthi i-AI Frontiers iphelile ngemuva kokuthuthela kwayo eMicrosoft AI. Indaba yakhe ichaza ukungqubuzana ngezinto eziza kuqala ocwaningweni, ingqalasizinda yokuqeqesha eyabiwe kanye nendlela engekho yokusebenzisa kwangempela. Isixwayiso sokugcinwa kwerekhodi le-AutoGen esihlukile sinikeza abathuthukisi isheke eliqinisekile lokugcinwa.

Canonical: https://thedailydiff.dev/zu/video/2026-11-08-microsoft-ai-frontiers/

## Lokho okuhlanganiswa yile vidiyo

- ULangford uthi ukuthuthela eMicrosoft AI ekuqaleni kukaSepthemba kungqubuzana nezinto azibeka phambili ocwaningweni futhi washiya.
- Cishe amashumi amahlanu kwakuyisilinganiso sakhe sobukhulu beqembu; lesi sihloko sisho abantu abasalile futhi asihlinzeki ngombiko wokuxoshwa.
- Iqembu lakhe labelana nge-monorepo ngaphakathi kweMicrosoft Research; ubika okungenani imizamo emine yamapayipi okuqeqesha, kanti ezinye ezintathu azikho kumarekhodi abiwe kuwo wonke ama-MSR.
- I-Full-bandwidth transformer iphethe isimo esifihliwe esedlule kanye netoken elikhethiwe kokufaka okulandelayo; ukonga kwezindleko okuphelele kuhlala kungaqinisekiswa lapha.
- I-README egciniwe ye-AutoGen incoma i-Microsoft Agent Framework; isixwayiso sokugcinwa kwerekhodi sandulela ibhulogi futhi sinohlu lwesikhathi oluhlukile.

## Imibuzo nezimpendulo

### Kwenzekeni eqenjini locwaningo lwe-AI Frontiers yakwaMicrosoft?

UJohn Langford uthi i-AI Frontiers isiphelile ngemuva kokuthuthela eMicrosoft AI ekuqaleni kukaSepthemba kusuka eMicrosoft Research. Uchaza ukubeka ozakwabo futhi eshiya ngoba izinto eziza kuqala ezintsha zangqubuzana nezintshisekelo zakhe ocwaningweni. Okuthunyelwe kwakhe kushiye ngokusobala abantu abasalile. Le ndaba ayinikezi isibalo sokuxoshwa noma uhlu oluqinisekisiwe lokuhamba lomholi ngamunye osungulayo.

### Kungani uLangford ethi ucwaningo alunakho ukungena ekusetshenzisweni kwangempela?

ULangford uthi akakwazanga ukufaka ubuhlakani obusha ekusetshenzisweni, noma ngisho nokucatshangelwa ngokungathi sína, ngesikhathi eseMicrosoft AI. Uphinde wezwa ukuthi ukubuyela eMicrosoft Research kuzobhekana nesithiyo esifanayo. Indaba yakhe ichaza iqembu locwaningo elinemiphumela yomphakathi nengqalasizinda eyabiwe, kodwa indlela yomkhiqizo ayisayethembile ngemuva kokuhlela kabusha.

### Kusho ukuthini isimo esigciniwe se-AutoGen kubathuthukisi?

I-README ye-AutoGen yakwaMicrosoft ithi iphrojekthi egciniwe ayitholi ukulungiswa kweziphazamisi, ukulungiswa kokuphepha, izici ezintsha noma ukwesekwa kusuka kuMicrosoft. Iyincoma i-Microsoft Agent Framework kubasebenzisi abasha futhi ikhomba abasebenzisi abakhona endleleni yokufuduka. Lolo xwayiso lwandulela ibhulogi kaLangford. Abathuthukisi kufanele bahlole isikhathi sokuphila samanje sethuluzi futhi bahlole okumiselwe okumiselwe ngokuvumelana nezidingo zabo zohlelo lokusebenza.

### Kwakuyini imizamo emine yamapayipi okwakha amamodeli endabeni kaLangford?

ULangford wayazi okungenani ngemizamio emine yokuthuthukisa amapayipi okwakha amamodeli. Uthi i-AI Frontiers igcine i-monorepo eyabiwe ngokuzenzakalelayo ngaphakathi kweMicrosoft Research, kanti eminye imizamo emithathu yayingaphandle kwamarekhodi abiwe kuwo wonke ama-MSR. Lowo ngumngcele wokwabelana wangaphakathi. Le ndaba ayisunguli ukusebenzisa okufanayo, isikweletu sokulahlekelwa esilinganisiwe noma ukukhishwa komphakathi okuvulekile kwe-monorepo.

### Kwakuyini isinqumo se-The Daily Diff mayelana nokuhlelwa kabusha kwe-AI Frontiers?

Isinqumo se-The Daily Diff kwakuyi-NEEDS REVIEW. UNiko wayedinga indlela yokucwaninga-kuya-emkhiqizweni kanye nohlelo lokugcina ngaphambi kokubiza lokhu kuhlanganiswa kube impumelelo. Indaba kaLangford inikeza izizathu zokungabaza kokubili, kanti isixwayiso sokugcina esihlukile se-AutoGen sinikeza isheke elisebenzayo kubathuthukisi. Lesi siqephu sigcina ukuphawula kombhali ngabasebenzi kanye nokuqagela kwezindleko zemodeli kungaphakathi kwemingcele yazo eshiwo.

## Izahluko

- 0:00 Kungani i-AI Frontiers yakwaMicrosoft yahluleka?
- 0:43 Kungani uhlela iqembu locwaningo ngemuva kwe-ChatGPT?
- 1:22 Yini eyashintsha lapho i-AI Frontiers ithuthela eMicrosoft AI?
- 2:03 Ingabe iMicrosoft ithi ucwaningo luphelile?
- 2:42 Kungani uLangford engabuyelanga eMicrosoft Research?
- 3:32 Yini okufanele umsebenzisi we-AutoGen ayihlole manje?
- 3:58 Yayiyini leyo mizamo emine yamapayipi?
- 4:47 Yini efanelwe yisinqumo esithi NEEDS REVIEW?

## Umbhalo obhaliwe ohunyushwe

Kuhunyushwe kusuka ekulandiseni kokuqala kwesiNgisi. Umsindo namazwibela atholakalayo alawulwa yi-YouTube.

### Kungani i-AI Frontiers yakwaMicrosoft yahluleka?

0:00 Ilabhoratri yocwaningo lwe-AI ngaphakathi kwaMicrosoft kufanele ibe nekusasa. Umsunguli wayo uthi i-AI Frontiers isiphelile, futhi usethathile isinqumo sokushiya. Kule vidiyo, kungani eshiye? Futhi yini amapayipi okuqeqesha amane ahlangene nakho? Nansi impendulo yokuqala. UJohn Langford uthi ukuthuthela eMicrosoft AI ngoSepthemba kwenze ucwaningo lwakhe lungahambisani nezinto eziza kuqala ezintsha. Washiyila. Indaba yakhe yalawa mapayipi amane ichaza ukuthi kungani ukubeka wonke umuntu

0:22 ngaphansi komphathi oyedwa kusengahluleka ukuxazulula inkinga. Yisonto, Novemba wesishiyagalombili, futhi lokhu yi-The Daily Diff. I-AI Frontiers kwakuyiqembu locwaningo ngaphakathi kweMicrosoft Research, elasungulwa ngemuva kokufika kwe-ChatGPT. ULangford ubala usayizi wayo kubantu ababalelwa ku-50. Lasebenza kuma-agent namasu amasha emodeli. IMicrosoft AI yinhlangano ehlukile lapho yathuthelwa khona, ngokwendaba yakhe.

0:42 Okuthunyelwe kwakhe kwangoNovemba wesithupha kufundeka njengokuthi

### Kungani uhlela iqembu locwaningo ngemuva kwe-ChatGPT?

0:44 umcwaningi echaza ukuthi kungani ekugcineni ehambile ngaphandle. Uthi wazama ukubeka abantu bakhe ngendlela engcono kakhulu ngaphambi kokushiya, futhi ufisela abantu abasalile okuhle. Lawo magama abalulekile. Sinedaba yakhe yokuhamba, nozakwabo basakhona. Ngawo-2023, isikhalo sakhe kwakuyisivinini. Umcwaningi oyedwa angahle afike sekwephuzile ngokuqhathanisa okubuthakathaka. Leli qembu lahlanganisa imizamo yokuqhuba izivivinyo ezinamandla.

1:06 Ngisho nokuphumelela kwakho kudinga isisekelo esingakwazi ukukhokhela ugesi. Omunye umsebenzi wafinyelela kubathuthukisi. ULangford uqamba i-AutoGen, uhlaka lokuhlanganisa ama-agent. Kukhona namaphepha ocwaningo lwamamodeli omphakathi naye phakathi kwababhali. Leli qembu lalikhulule umsebenzi wokuvikela kanye nesitatimende salo somsebenzi. Bese kuza ukuhlela kabusha.

### Yini eyashintsha lapho i-AI Frontiers ithuthela eMicrosoft AI?

1:23 ULangford uthi i-AI Frontiers yathuthela eMicrosoft AI ekuqaleni kukaSepthemba. UMustafa Suleyman, owayengowakwa-Inflection, uhola leyo nhlangano. ULangford uchaza ukungqubuzana nobuholi be-Inflection bangaphambili. Le yindaba yakhe yokuthutha. ULangford ukubiza ngokuthi yi-scaling-only indawo futhi uthi ucwaningo alwamukelekile. Lokho kungukuchaza kwakhe. Uphinde anikeze impikiswano yebhizinisi.

1:43 Ukulinganisa kunikeza imbuyiselo engalindeleka kakhulu kunocwaningo olungaqinisekile. Umnyango wezezimali ungafaka okungalindeleka kuspredishithi. Uthi le ndlela igxile ekutholeni nasekulungiseni idatha. Izintshisekelo zakhe kwakungamakhono amasha namasu amodeli angcono. Ukungezwani kwakungukuthi yiziphi izivivinyo ezifanele izinsiza, nokuthi yiziphi iziphumo ezizothola ithuba lokuba lusizo. NgoSuku Oludlule, isaziso sikaSuleyman se-superintelligence

### Ingabe iMicrosoft ithi ucwaningo luphelile?

2:05 sathi ufuna indawo ehamba phambili emhlabeni yokucwaninga nokwakha i-AI. Okuthunyelwe okusha kukaLangford kuchaza ulwazi lwakhe ngemuva kokuhlela kabusha. Lelo thando elidala alikubeki ukuthi kwenzekeni ngaphakathi kwaleli qembu. Thatha iphepha le-Full Bandwidth Transformer. Imodeli ikhiqiza i-token esinyathelweni ngasinye sokukhipha ikhodi. Lolu hlelo luphinde lufake isimo esifihliwe solayini ophezulu wangaphambili kokuphakelayo okulandelayo. Ulwazi lwangaphakathi luhamba kanye negama imodeli elilishicilele.

2:28 Ababhali babika ukuthuthuka kumamodeli ahloliwe. ULangford ubuza ukuthi ukuhlukaniswa kwezindleko kungabaluleka kangakanani. Lolo sabelo alukamiswa lapha. Amapharamitha, umsebenzi wokuqeqesha nezindleko zokusebenza zidinga izilinganiso ezihlukene ngaphambi kokuba noma ubani akhansele ingxenye ye-oda lakhe le-GPU.

### Kungani uLangford engabuyelanga eMicrosoft Research?

2:42 Isizathu asinikezayo sokushiya sishesha kakhulu. Uthi akakwazanga ukufaka ubuhlakani obusha ekusebenziseni, noma ngisho nokucatshangelwa ngokungathi sína, ngaphakathi kweMicrosoft AI. Futhi ukubuyela eMicrosoft Research kwakuzwakala njengokubhekana nendlela efanayo evimbekile. Ukuhlolwa okungcono kunzima ukukunaka lapho indawo yakhona elandelayo iyisethulo esingaphakathi. Uphinde athi isivumelwano esiyisisekelo saphulwa. Yenza umsebenzi omuhle, bese kwenzeka izinto ezinhle. Ngokombono wakhe, umvuzo kwakungukudluliselwa okungafuneki.

3:06 Ubhala ukuthi wonke omunye umholi osungulayo ubonakala efike ku- isiphetho esifanayo. Lokho kubonakala kwenza umsebenzi. Akasiniki uhlu oluqinisekisiwe lokuhamba. Abasebenzisi be-AutoGen banesexwayiso esiqinisekile sokulungiswa. I-README yamanje ye-AutoGen ithi iphrojekthi igciniwe. IMicrosoft ithi ayinikezi ukulungiswa kweziphazamisi, ukulungiswa kokuphepha noma ukwesekwa lapho. Ikhomba abasebenzisi abakhona ku-Microsoft Agent Framework kanye nomhlahlandlela wokufuduka. Hlola lokho ngaphambi kokubeka okokufundisa okudala ekukhiqizeni.

3:31 Lolo xwayiso seluvele lwalukhona kurekhodi ngaphambi kwalokhu okuthunyelwe.

### Yini okufanele umsebenzisi we-AutoGen ayihlole manje?

3:34 Akufakazeli ukuthi lokhu kushiya kubangele ukugcinwa kwerekhodi. Futhi irekhodi lomphakathi lohlaka olulandelanayo lisakhona, linikeza ukuhlanganiswa kwe-agent ekukhiqizeni. Isimo sangempela sihlanganisa amaphepha ocwaningo, ithuluzi eligciniwe kanye nokulandelanayo okunconyiwe kweMicrosoft. Ngayinye inesikhathi sayo sokuphila. Hlola isikhathi ngasinye sokuphila ngokuhlukana. Ingabe ikhodi ilungisiwe? Ikuphi indlela yokufuduka?

3:53 Ungakwazi yini ukuhlola ucwaningo? Igama lenkampani elidumile ngeke likuphendulele leyo mibuzo.

### Yayiyini leyo mizamo emine yamapayipi?

3:58 Okusibuyisela emuva emapayipini. ULangford uthi i-AI Frontiers igcine i-monorepo eyabiwe ngokuzenzakalelayo kulo lonke iMicrosoft Ucwaningo. Kwahlanganisa ipayipi lokufaka imodeli ngaphambili. Lokho kubalulekile ngoba imishini yokwenza izivivinyo ezikholisayo ithatha umsebenzi omkhulu, ngaphambi kokuba umbono ocwaningweni oluhlakaniphile uthole ithuba lawo. Uyazi ngemizamio okungenani emine yokwakha amapayipi emodeli. Ezinye ezintathu, uthi, azikho kumarekhodi abiwe kuwo wonke amaMicrosoft Ucwaningo. Iqembu lakhe labiwa ngokuzenzakalelayo.

4:23 Ukusebenza kahle kwezinkampani sekufinyelele esigabeni lapho wonke umuntu ethola ikhishi lakhe lomphakathi. Lokho ukwehluleka indaba yakhe eveza ngakho. Abacwaningi badinga ingqalasizinda engasetshenziswa kabusha kanye nendlela yokwenza imikhiqizo yangempela. ULangford uthi iqembu lakhe lakha ingqalasizinda eyabiwe futhi walahlekelwa ukuzethemba endleleni yomkhiqizo. Ukuhlela kabusha kwashintsha ukuthi ubani ophethe iqembu lakhe. Usathathile isinqumo sokushiya. Uma ungathanda ukufunda lokhu kunokungizwa ngikusho, i-diff ifika ebhokisini lakho leposi

4:44 njalo ekuseni, mahhala ku-the daily diff dot dev, isixhumanisi esingezansi.

### Yini efanelwe yisinqumo esithi NEEDS REVIEW?

4:47 Ngakho isinqumo sanamuhla, NEEDS REVIEW. Ngingathanda indlela yokucwaninga-kuya-emkhiqizweni kanye nohlelo lokugcina ngaphambi kokukubiza lokhu ukuhlanganiswa kube impumelelo. Indaba kaLangford inginikeza izizathu zokungabaza kokubili. Bhalisa, shaya insimbi, futhi ungitshele kumazwana uma ubungayibhala ngendlela ehlukile. Futhi yilokho okumele kwenzeke namuhla. NginguNiko wase-Axrisi. Hlanganisa ngokuzibopha.

## Imithombo

- [The End of AI Frontiers — former founder's account and internal-sharing scope](https://hunch.net/?p=13764006) — John Langford / Machine Learning (Theory)
- [AutoGen README — archived project and successor recommendation](https://github.com/microsoft/autogen) — Microsoft / GitHub
- [Microsoft Agent Framework — public successor repository](https://github.com/microsoft/agent-framework) — Microsoft / GitHub
- [Full-bandwidth transformer — author-reported design and results, v2](https://arxiv.org/abs/2608.08888) — Xi Wang and colleagues / arXiv
- [Towards Humanist Superintelligence — November 6, 2025 ambition, no current reply](https://microsoft.ai/news/towards-humanist-superintelligence/) — Mustafa Suleyman / Microsoft AI
- [Mustafa Suleyman — Microsoft AI identity and biography](https://mustafa-suleyman.ai/) — Mustafa Suleyman
- [Authentic Mustafa portrait — cropped, background removed, resized and unflipped; corporate identity only, no authorship, closure order, current reaction or endorsement](https://commons.wikimedia.org/wiki/File:Mustafa_Suleyman,_Euan_Blair,_Kabir_Barday,_Eric_Poirier_%2852531234425%29.jpg) — Village Global / Wikimedia Commons
- [Original Village Global Grove photo — November 17, 2022](https://www.flickr.com/photos/villageglobal/52531234425/) — Village Global / Flickr
- [Portrait licence — CC BY 2.0; attribution and adaptation disclosure](https://creativecommons.org/licenses/by/2.0/) — Creative Commons
- [Spider-Man pointing template — resized with process-commentary caption; brief transformed satire, no identical-code evidence or actual executive reaction; hosting grants no licence, legal clearance or blanket reuse](https://imgflip.com/memetemplate/110133729/spiderman-pointing-at-spiderman) — Imgflip / Spider-Man cartoon
- [Fantasia broom GIF — Disney/@disney uploader with Disney Tumblr provenance; silent resized short excerpt with narrator-commentary caption, broom brought to life without multiplication claim; no actual executive reaction, hosting licence, legal-clearance or blanket-reuse claim](https://giphy.com/gifs/disney-mickey-mouse-wizard-broom-zZRxy466qETsY) — Disney / GIPHY
- [Original Disney GIF source link](https://disney.tumblr.com/post/49878296163) — Disney / Tumblr
- [Hacker News discussion — attention context, no anonymous claims used as facts](https://news.ycombinator.com/item?id=50406563) — Hacker News
- [AutoGen README archive clarification — October 16, before Langford's post](https://github.com/microsoft/autogen/commit/004749e6b7102c8fd317b9b1499ce5807223c278) — Microsoft / GitHub
- [Full-bandwidth transformer paper v2 licence — CC BY 4.0; exact excerpt reformatted, accompanying model diagram conceptual](https://creativecommons.org/licenses/by/4.0/) — Xi Wang and colleagues / Creative Commons