Ama-AI Agents Akhe Uhlelo Olusheshayo Lokuhlanganisa I-TypeScript

Lokho okuhlanganiswa yile vidiyo

• U-Theo umemezele i-tsc-rs ngo-Okthoba 7, 2026 ngo-11:07 UTC. Le phrojekthi isebenzisa idizayini ekhona ye-Microsoft's Go compiler kanye nezivivinyo; umzamo ophumelelayo we-Rust awuzange udale yonke i-TypeScript semantics kusukela ekuqaleni.
• Ukusetshenziswa kuka-Theo okungaphumelelanga kwe-OpenAI okungaba ngu-$400,000 kanye nokusetshenziswa kwe-Opus okungu-$24,047 kubalwe ngamanani e-API. Ubika ukuthi usebenzisa izikhokhelo ze-Claude ze-Opus. Lezi zibalo azibonisi ukukhokhelwa ngemali yala manani.
• Umphumela wephrojekthi ka-12.5x uqhathanisa i-T3 Code nge-Effect ne-TypeScript 6 kanye ne-plugin yayo endala ye-Effect. Ukuqhathaniswa kwayo ne-Go-plus-Effect kungu-1.89x, futhi i-Bun iwina ithebula elingenayo i-Effect. I-plugin endala inesethi ehlukile yemithetho yokuxilonga.
• I-benchmark harness ihlolwe, ngemijikelezo emihlanu yesikhathi ngemuva kokushisa nokusebenzisa ama-binary e-native macOS ARM. Ukusebenza nokuhambisana akuzange kuhlanganiswe ngokuzimela kulesi siqephu. Izakhiwo zokubuka kuqala azinawo ama-optimization asetshenziswa yi-build elinganiswe.
• I-README iqamba inguqulo yangaphambili ka-Septemba 29, kanti i-UPSTREAM.json ifaka uphawu lwepin ka-Juni njengamanje. Le metadata yamathuluzi ayifakazeli ukuthi yiphi inguqulo i-binary ethunyelwe esebenzisa. Qinisekisa i-binary efakiwe bese uqhathanisa izinguqulo ezilinganayo.
• Le-release ibala ukusekelwa kwe-Linux x64 ne-macOS arm64, kanye ne-monorepo emission, i-build-reference kanye nezixwayiso zememori yomhleli. I-WASM build efakwe amaphepha i-single-threaded futhi ayinawo imodi yeseva yolimi lwendabuko; ukonga kwengqalasizinda kuhlala kungalinganiswanga.
• Inani lentengo ye-Haiku 5.5 likhuphuka kashanu ngaphezu kwamathokheni ayi-100,000. I-Artificial Analysis ibika ukusetshenziswa okunzima kwamathokheni okukhipha amandla aphezulu kanye nomphumela we-Terminal-Bench ongu-33% uma kuqhathaniswa no-39.2% ka-Anthropic ngaphansi kokusetha okuhlukile kokuhlola. Izibalo zayo zesikhashana azibandakanyi inani lokuphromotha okude.
• Ukubalwa kwabantu be-sheets.works kuthola abanikeli abajwayelekile ababili kwabayi-11 kumaphrojekthi ayi-23 engqalasizinda asatshwe, besebenzisa umkhawulo wamakhomithi ayishumi ngonyaka. Lokho kungaphuthelwa umsebenzi wokubuyekeza, ukuhlola kanye nokusekela. Ukwamukelwa kuphinde kuxhomeke kubunikazi obubonakalayo bokulungiswa kwesikhathi esizayo.

Umbhalo obhaliwe ohunyushwe

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

Ingabe ama-agents angathuthukisa umhlanganisi abantu abawusebenzisayo?

0:00 Uyalindela ukuthi ukubhala kabusha umhlanganisi we-AI kuzowa. I-port ye-Rust ka-Theo ishaya i-Go ku-benchmark yakhe ye-T three Code, futhi uthi akazange awufunde ikhodi yayo. Kule vidiyo, yini ama-agents ayakhile ngempela? Futhi kufanele uwushintshe umhloli wakho? NguLwesine, Okthoba olwesishiyagalombili, futhi lena yi-The Daily Diff. Gcina umbuzo owodwa uvulekile. Ubani ozoqhubeka nokwenza lokhu kusebenze uma i-Microsoft ishintsha i-TypeScript?

0:19 I-T S C R S ingumhlanganisi we-TypeScript wokuhlola, oyingosi evulekile, umhloli wohlobo kanye neseva yolimi ebhalwe nge-Rust. Le phrojekthi ka-Theo Browne ithuthukisa ukusetshenziswa kwe-Microsoft's Go, ngakho ifa idizayini ekhona kanye nezivivinyo. Ihlola izinhlobo kuhlelo lwakho futhi inika amandla ukuxilongwa komhleli. NgoLwesithathu kwenzeka ukuphuthumisa kuka-Theo kanye ne-Haiku eshibhile. Ibhodibhodi le-Hacker News lanamuhla liveze ukubalwa kwabantu abasebenzisa. Itimu ikhodi eningi, ubunikazi obuncane.

0:43 U-Theo uthi izinyanga zemizamo ye-OpenAI eyayivaliwe yayizungeze amaphesenti angamashumi ayisishiyagalombili nane

Ishukunyisi yethokheni isho ukuthini ngempela?

0:47 ukuhambisana. Ishadi lakhe libala amathokheni awo ngaphezu kwama-dollar ayizinkulungwane ezingamakhulu amane ngamanani e-API. Lokho kusetshenziswa kubalwe ngamanani atholakala ohlwini. I-invoice eyiqiniso cishe ibhala isihloko sayo. Uthi i-Opus five point five yafaka esikhundleni lowo mzamo wokuqala we-Rust futhi yakhiqiza inguqulo yokuqala esebenzayo emahoreni ayishumi. Ukusebenza okwalandela kwathatha amasonto amabili, cishe ngama-dollar ayizinkulungwane ezingamashumi amabili nane okusetshenziswa okulingana ne-API ngokusebenzisa izikhokhelo zakhe ze-Claude.

1:11 Ukuqala kabusha kusho ukufaka esikhundleni i-port engaphumelelanga. Ama-algorithms omhlanganisi we-Microsoft kanye ne-test corpus ayesekhona. Lokhu kuyindawo enhle ngokungajwayelekile ye-agent, ngoba okwangempela ukusetshenziswa kungaqhubeka nokuyitshela kahle ukuthi ihamba kanjani. Bese i-readme idweba i-Slop Line. Konke okungaphansi kwayo kwabhalwa ama-agents. Le phrojekthi ibika ngaphezu kwezivivinyo eziyi-180,000 eziphumelelayo, kanye nelebula layo lokufaka isandla elinamathiselwe.

1:34 Umbuzo wokuqala uphenduliwe. Ama-agents akhiqize i-port enomthombo ophakeme. Umbuzo wokugcinwa uqala lapho ukuphenduka kuphela khona, futhi i-suite yokuhlola eluhlaza inosuku kuyo.

Kuqala nini ukushesha okuyishumi nambili ngesikhathi?

1:43 Ukushesha okubonakalayo kushesha kashumi nambili nesigamu ku-T three Code nge-Effect ukuxilonga, uma kuqhathaniswa nomhlanganisi omdala we-JavaScript kanye ne-plugin yakhe. Ukuqhathanisa nomhlanganisi we-Go kanye ne-Effect kusondele kashishile kabili. Susa i-Effect, bese i-Bun iwina ithebula lephrojekthi efanayo. Ihashi eliwinnayo liyashintsha ngomjaho. I-plugin endala ye-Effect nayo ibika amaphutha ahlukene, ngakho i-stopwatch iza ne i-footnote ye-semantic.

2:05 Lezi yizilinganiso zephrojekthi ku-M four Pro, kusetshenziswa imijikelezo emihlanu yesikhathi ngemuva kokushisa. Ama-binary ayo okubuka kuqala awanawo ama-optimization asetshenziselwa i-build elinganisiwe. Beka izilungiselelo zemishini ne-build eceleni kwe-multiplier ngaphambi kokuyiboleka i-sales deck yakho. I-readme iqamba inguqulo yokuthuthukisa ka-Septemba.

Yini engaphula ukufakwa esikhundleni?

2:20 I-tooling manifest isaphawula ipin ka-Juni njengamanje, ngakho qinisekisa i-binary oyiqhathanisayo. Ukuhamba kwenguqulo kungaguqula iphutha elengeziwe libe ukufuduka umsebenzi. Le-release isekela i-Linux emishini ehambisana ne-Intel kanye ne-Apple i-silicon Macs. Abasebenzisi be-Windows babuka ukwethulwa ngewindi. Uhlu lwezinkinga ezaziwayo luhlanganisa nokungafani kwe-monorepo emit kanye nezakhiwo ukufunda okukhipha okuncikile okudala lapho izinkomba zingekho. Ngingaqhathanisa ukuxilongwa futhi ngisebenzise izinkomba zephrojekthi ngaphambi kokushintsha i- i-release gate. Gcina isikhathi eside somhleli ohlelweni lokuhlola.

2:49 I-readme iyavuma ukukhula kwememori ngesikhathi sokuhlela, okusho ukuthi i-benchmark yakho yamasekhondi ayishumi izokungathintwa kahle. I-angle yokusabalalisa ethokozisayo yi-WebAssembly. I-repo ihlanganisa isibonelo se-browser kanye nemodule encane enokuhlola uhlobo ku- imemori. Lokho kungaletha ukuhlola eduze kwabasebenzisi, kodwa i-browser efakwe amaphepha i-single threaded futhi ayinawo imodi yeseva yolimi lwendabuko. Ukonga komshini wokubuka kuxhomeke kulokho uhlelo lokusebenza oluhambisa ku-browser. Ibhili lengqalasizinda idinga ucwaningo lomsebenzi, ngisho noma umhlanganisi enawo

3:15 ukukhetha okuhle kakhulu ezilimini zokuhlela.

Ingabe i-Haiku eshibhile isho umsebenzi oshibhile?

3:17 Khonamanjalo, i-Haiku five point five inikeza amathokheni ashibhile kakhulu, ngomkhawulo okufanele ukhunjulwe. Izikhuthazo ezifika kumathokheni ayizinkulungwane ezingamakhulu ayikhulu zithola inani elishibhe kakhulu. Ngaphezu kwalokho, amanani okufaka nawokukhipha aqaqa kashanu. Iwindi elikhulu lokuqukethwe liqukethe isilingo sentengo. I-Artificial Analysis ithola ukusebenza okuhle kwemodeli encane, kodwa ngomzamo omkhulu i-Haiku isebenzisa cishe kathathu amathokheni okukhipha e-Luna ngokuya umsebenzi wokuhlola ubuhlakani.

3:40 Amathokheni ashibhile angase afike nasezikhwameni ezinkulu. Izibalo zabo zesikhashana zibandakanya leyo ntengo yokuphromotha okude. Ku-Terminal Bench, i-Artificial Analysis ibika amaphesenti angamashumi amathathu nantathu, ngaphansi kwezinga lika-Anthropic elicishe libe ngamashumi amathathu nesishiyagalolunye. Ukusetha okuhlukile kokuhlola kwenza lawo malinganiso ahlukene. Khetha isethingi yomzamo ngempumelelo yomsebenzi wakho kanye nesikhathi sokulinda, bese ubala ibhili kusuka ekusetshenzisweni kwangempela.

Obani abasevele bekwenza okuncikile kusebenze?

4:01 Futhi ukubalwa kwabasebenzisi ku-Hacker News kubala abanikeli abajwayelekile ku- amaphrojekthi ayishumi nantathu engqalasizinda. Cishe isigamu sasinabantu abayodwa noma ababili kuphela. Incazelo yayo idinga amakhomithi ayishumi ngonyaka, ngakho ibamba ukugxila kokunikela kanti kuphuthele ezinye izinto zokubuyekeza nezokusekela. Lo mbiko ukhombisa izinguquko eziningi zamuva zesizinda sesikhathi ku-Paul Eggert. Amanothi okukhishwa asemthethweni achaza ukuthi kungani lokhu kuqhubeka nokuhamba. Ohulumeni bashintsha amawashi, futhi umuntu uhumusha lokho kusofthiwe ngaphambi kokuba

4:25 ikhalenda lomuntu wonke lihlale linombono. Lokho kuphendula umbuzo wethu ovulekile.

Ubani ophethe isibuyekezo esilandelayo?

4:28 Umuntu kufanele alandele izinguquko ezingaphezulu, aphinde aveze ukwehluleka futhi agcine isithembo sokuhambisana kwetheku. Ama-agents adla izinqumo zabantu ezedlule iminyaka. Ngingathanda lesi sivivinyo nakakhulu ngohlelo olubonakalayo lokuthi ubani ophethe okuzolandelayo buyekeza. Uma ungathanda ukufunda lokhu kunokungizwa ngikushilo, i-diff ifika ebhokisini lakho leposi njalo ekuseni, mahhala ku-the daily diff dot dev, isixhumanisi ngezansi. Ngakho isinqumo sanamuhla, NEEDS REVIEW.

Kungani isinqumo sami kuyi-NEEDS REVIEW?

4:50 Ngingakuhlola eceleni komhloli okhona. Lokho kuphendula umbuzo wesibili. Ukunqoba kwemithwalo yomsebenzi kuthembisa, futhi ukunemba kwenguqulo elinganayo nokugcinwa kunquma ukuthi kufanelekile yini ku-release pipeline. Futhi lokho kuyi-diff yanamuhla. Ngingu-Niko wase-Axrisi. Hlanganisa ngokuzibophezela.

Imithombo

1. tsc-rs announcement and attached token-price chartTheo Browne on X
2. ts-rust README, benchmarks and known problemsPing Labs on GitHub
3. T3 Code benchmark harnessPing Labs on GitHub
4. Upstream development pin manifestPing Labs on GitHub
5. WebAssembly build documentation and limitationsPing Labs on GitHub
6. Introducing Claude Haiku 5.5Anthropic
7. Haiku 5.5 announcement videoClaude on X
8. Claude Haiku 5.5 independent evaluationArtificial Analysis
9. The people holding up the internetsheets.works
10. Time zone database release notesIANA