Imemori ye-ejenti kaClaude: ukuphupha okusekelwe kumakhophi kanye nokwehluleka kwababhali ababelana ngokuqukethwe

Lokho okuhlanganiswa yile vidiyo

• Imemori ye-ejenti igcina isimo phakathi kwezikhathi; ukulungiswa okuchazwe kushintsha amanothi kunokuba kushintshe izisindo zemodeli.
• Ukuhlola inothi elingalungile ngokumelene nekhophi leseshini kusize iphiko elilungisiwe lafika eCerulean City.
• Ukusesha kuphela kwathola u-53% wezindlela; ukusesha kanye ne-wiki enkulu kwafinyelela u-61% emibuzweni engu-25 mayelana namadokumenti e-Stainless.
• Eminye imisebenzi yezomthetho ebikwe umthombo ayizange ibonise ukwanda okucacile kwe-wiki noma i-wiki enkulu kunamadokumenti okuqala.
• Amakhasi enkontileka aqondene nawo, umbhali oyedwa ikhasi ngalinye kanye nemibandela eshiwo ngqo ibuyise amaqiniso angu-57/57 abalinganisiwe; zombili izinguquko zahlolwa ndawonye.

Umbhalo obhaliwe ohunyushwe

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

Kungani imemori igcina uClaude ebanjwe?

0:00 Ukunikeza uClaude imemori kufanele kumvimbe ekuphindeni amaphutha. I-Anthropic yabona inothi elilodwa elingalungile limthumela ngasemaphethelweni e-Pokémon kathathu. Kule vidiyo, imemori imucupha kanjani uClaude? Futhi yini empeleni eyilungisayo? I-Anthropic ibiza ukulungiswa ngokuthi ukuphupha. Izikhathi zemodeli ezingeziwe zibuyekeza amakhophi agciniwe bese zihlela amafayela ememori. Isivivinyo sayo senkontileka saphinde sabuyisa wonke amaqiniso alahlekile ngokushintsha indlela leyo memori ebhalwe ngayo.

0:22 Gcina lowo mcabango. KungoMgqibelo, Novemba wesikhombisa, futhi lokhu yi-The Daily Diff. Imemori ye-ejenti yisimo esigcinwe phakathi kwezikhathi. Izisindo zemodeli azishintshi. Isofthiwe ezungezile inquma ukuthi ukuhlanza kwenzeka nini nokuthi yimaphi amakhophi eyiwo abona. Isici se-Managed Agents' Dreams sikuhlolwa kocwaningo. Le ndatshana ayivuli amaphupho kubo bonke abasebenzisi bakaClaude.

Yini i-Anthropic eyihlola ngempela?

0:41 I-Anthropic yashicilela indatshana kaLance Martin ngoLwesihlanu. Ingxoxo yanamuhla ye-Hacker News inabantu abaxoxa ngokuthi yimaphi amakhophi abawona abasusa. Kwenzekani uma inothi elingalungile liqhubeka lishaya isisusa kwenye isikhathi? Sesinikeze ukuphupha ikhabethe lokufaka amafayela. UClaude udinga ukuwela iMount Moon, esebenzisa iPokémon Center eseduze njengendawo yakhe ebonakalayo. Ubhala phansi ukuthi lesi sakhiwo singasempumalanga, nakuba siseNtshonalanga. Uyasuka ekholwa ukuthi umhume usasemuva kwakhe.

1:05 Bese ehamba ngasemaphethelweni eceleni okukodwa aye endleleni aphume kuyo. Ithuluzi lakhe lokuhamba libona ukudonsa, ngakho uClaude uchaza ukwehluleka ngokuthi udlula indawo. Umzamo olandelayo uqala ngomcabango ofanayo ongalungile. Ukungapheli kugcine iphutha. Ngemuva kokuwa kwesithathu, uClaude ubhala ukuthi uzoma kunokuba aqhubeke ephinda. Ukulungiselela kwabacwaningi kumtshela ngokuzenzakalelayo ukuba aqhubeke. Ubuyela edolobheni langaphambilini, futhi lokho kugijima kuphela ngaphandle kokufinyelela eCerulean City. Ngisho nebhothi ifuna ukuthi lo mhlangano uphe.

Ukuphupha kulungisa kanjani indlela?

1:30 Abacwaningi basebenzisa ukuphupha kufolda yememori eyiphutha. UClaude uhlola inothi ngokuqhathaniswa nekhophi leseshini langempela, ubamba iphutha lendawo, bese elibhala kabusha. Ngenothi elilungisiwe, uphinde angene eMount Moon bese ekugcineni afinyelela eCerulean. Yilowo umphumela olusizo lapha. Isimangalo esigciniwe sihlolwa ngobufakazi ngaphambi komunye umzamo. Ekuqaleni okukodwa, uSonnet oyingxenye yesikhombisa waqoqa amakhulukhulu amafayela ngenkathi

1:50 ezuza ibheji elilodwa. I-Fable ezinhlanu yagcina iqoqo elincane futhi yazuza amane. Izinhlobo ezahlukene, ukugijima okukodwa ngalunye, ngakho-ke umnikelo wesistimu yokufaka amafayela awukwazi ukuhlukaniswa. Ku-Hacker News, u-yfontana uthi ususa cishe zonke izikhumbuzi ezizenzakalelayo ngoba amanothi avame ukuhambisana nomsebenzi wamanje. Leyo yimfundo yomsebenzisi oyedwa. Izixhumanisi zayizolo zenza ikhampasi embi uma usuvele uhambile.

Nini i-wiki yememori isiza?

2:10 I-Anthropic iphinde yakha i-wiki exhunyiwe phezu kwamadokumenti angaphakathi e-Stainless. UClaude uhlela ulwazi oluhlobene phakathi kwezikhathi, bese esebenzisa lawo makhasi ukuphendula imibuzo. Lokhu kungasiza uma impendulo ihlanganisa amadokumenti ambalwa. Amafayela okuqala ahlala atholakala ukuze ahlolwe imephu. Ngokusesha kuphela, uClaude wathola amaphesenti angamashumi amahlanu nantathu ezindlela ezilinganisiwe. Ukusesha kanye ne-wiki enkulu kwafinyelela amaphesenti angamashumi ayisithupha nanye.

2:32 Leyi kwakuyimibuzo engamashumi amabili nanhlanu mayelana namadokumenti enkampani eyodwa. Umsebenzi ongeziwe ongaxhunyiwe ku-inthanethi wathuthukisa lokho kuhlolwa. Indatshana ayisinikezi inani eliphelele lokwakha i-wiki, ngakho gcina ikholomu le-invoyisi livulekile. Amaphupho asebenzisa amanani ejwayelekile wamathokheni e-API, futhi imisebenzi ingathatha imizuzu kuya emahoreni. I-Anthropic ithi ukuhlola ngokuqhubekayo yonke imemori kungase kungasebenzi. Ishi elilandelayo le-ejenti yakho lisengena ekhadini lakho lesikweletu. Indatshana efanayo ihlanganisa umsebenzi wezomthetho lapho i-wiki ingazange ibonise ukuzuza okucacile phezu

Nini i-wiki ingangezi lutho?

2:56 osesho. Enye i-wiki yakhula yaba nkulu kunamadokumenti eyayiwafingqa. Uma umbuzo ungaphendulwa ngokuthola isigaba esisodwa, ukwakha i-encyclopedia kuqala kungaba indlela ebiza kakhulu yokusebenzisa inkinobho yokuthola. UClaude Code ngokuzenzakalelayo ulayisha ingxenye evuliwe elinganiselwe ye-index yememori yakhe, amanothi anemininingwane agcinwe kwenye indawo. Isiqondiso esifakwe ngendlela engafanele singathinta yonke isikhathi. Ibhuku lokupheka le-Anthropic lixwayisa ngokuthi imemori ilungile njengamakhophi. Ilogi yezolo ayikwazi ukuqinisekisa izinguquko zakusasa.

Kungani amaqiniso enkontileka ayishumi nesithupha anyamalala?

3:23 Manje umsebenzi wenkontileka. Ama-ejenti amaningana akha i-wiki yokutholwa okulingisiwe, ebhala imibandela etafuleni elilodwa elabiwe. Ulwazi olufushane oluvela luqukethe amaqiniso angamashumi amane nanye kwangamashumi amahlanu nesikhombisa abalinganisiwe. Amaqiniso ayishumi nesithupha anyamalale phakathi kwezinkontileka nempendulo eselungisiwe. Leyo yindawo ebaluleke kakhulu yokulahlekelwa ulwazi. I-Anthropic ithola ukwehluleka kumafingqo amabi nama-ejenti abhalela phezu kwemisebenzi yomunye. Imibandela elahlekile ayikaze igcinwe ngokuphepha kuseshini yokuphendula.

3:47 Ukuphupha kwenza uClaude acabange ngalokho kwehluleka, aphakamise imiyalelo ehlukene ye-wiki, bese eyakha kabusha. Ukulungiswa kufinyelela yonke indlela eya ekubhalweni kwememori. Noma ubani ohlele idokumenti elifanayo nabalingani bomsebenzi uyalwazi lolu buhlungu. Nika bonke abahlanganyeli ubuchopho obukhulu, futhi basengagcina phezu komsebenzi womunye umuntu. Inkinga yememori ethokozisayo ye-AI isehlile ekhishini lehhovisi igqoke iphutha lokungahambisani.

4:08 Inkontileka ngayinye ithola ikhasi layo, elibhalwe i-ejenti eyodwa. Imibandela icashunwa igama negama. I-wiki ethuthukisiwe isekela wonke amaqiniso angamashumi amahlanu nesikhombisa abalinganisiwe. Lokho ukulungiswa okuthenjisiwe. Ubunikazi obuhlukene buvimbela ukubhidliza, futhi izingcaphuno eziqondile zigcina imibandela. Zombili izinguquko zenzeke ndawonye, ngakho-ke akukho noyedwa othola udumo olukhethekile. Gcina izikhumbuzi ezibalulekile zilandeleka emithonjeni yazo. I-Managed Agents' Dreams igcina isitoreji sokufaka bese ikhiqiza okuphumayo okuhlukile

4:32 ongakubuyekeza. Uma ungathanda ukufunda lokhu kunokungizwa ngisho, umehluko ufika ebhokisini lakho leposi njalo ekuseni, mahhala ku-the daily diff dot dev, isixhumanisi esingezansi.

Ngingayithemba yini leli cala lememori?

4:39 Ngakho-ke isahlulelo sanamuhla yi-NEEDS REVIEW. Ngingasebenzisa ukulungiswa okusekelwe kumakhophi ngoba iphutha eliqhubekayo lifanelwe ukulungiswa okungapheli. Ngingahlola amanothi ashintshiwe bese ngihlola ukuthi i-wiki iyasiza yini emsebenzini wami wangempela. Izibonelo eziphikisanayo ze-Anthropic zikhombisa ukuthi ukugcinwa kwememori kuba omunye umsebenzi okufanele uwugcine kalula kangakanani. Futhi lokho umehluko wanamuhla. Ngingu-Niko wase-Axrisi. Hlanganisa ngokuzibophezela.

Imithombo

1. The components of agent memory — Lance Martin; figures by Monika Tuchowska; Anthropic-reported evaluationsAnthropic
2. Dreams — research preview, separate output store, billing and lifecycleClaude Platform documentation
3. Claude Code memory — injected index boundaryClaude Code documentation
4. Dreaming with a dynamic workflow — transcript staleness and caller controlClaude Cookbook
5. Sleep-time Compute — April 2025 prior work, no replication of this article claimedKevin Lin and colleagues / arXiv
6. Harvey LAB — tasks, documents, grading rubrics and version scopeHarvey AI
7. Authentic Dario Amodei portrait — TechCrunch Disrupt 2023; cropped, background removed and resized; Anthropic identity only, no authorship, current reaction or endorsementTechCrunch / Wikimedia Commons
8. Original TechCrunch portrait source — Dario Amodei at Disrupt 2023TechCrunch / Flickr
9. Portrait licence — Creative Commons Attribution 2.0Creative Commons
10. Two Buttons — Jake Clark, Imgflip template; commentary labels added; brief process satire, hosting is not a licence or legal clearance and grants no blanket reuseJake Clark / Imgflip
11. Groundhog Day GIF — Bill Murray and Stephen Tobolowsky as Phil/Ned; @groundhogday; silent, resized and captioned narrator commentary; no present-day reaction or blanket reuse; hosting is not a licence or legal clearanceGroundhog Day / GIPHY
12. Two Buttons origin attribution — Jake Clark, October 2014; secondary sourceSupermeme
13. Groundhog Day source link supplied by the GIPHY uploaderGroundhog Day