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Ngā taputapu ka taea e koe te pupuri

Rima kāri kotahi-whārangi, i tangohia tika mai i ngā akoranga. Tāruatia he tohutohu ki roto i Claude, rānei tāngia ngā kāri, ā, whakapirihia ki te taha o tō tēpu. Ko ēnei ngā tikanga o te akoranga i roto i tētahi āhua ka taea e koe te whakamahi me te kore e pānui anō i te akoranga ia wā — kei a koe tonu te whakataunga.

Card 1

Te whakahau tika

Mai i te akoranga 1.4 — aukati i a Claude kia kaua e whakapaipai i a koe, e whakaae rānei, e waihanga kōrero hē.

Whakapirihia tēnei ki te tihi o tētahi kōrerorero ina me tika te whakautu. Ka ārahi i a Claude ki te tohu i te pakari o ia kerēme, ki te kī tuatahi "Kāore au e mōhio" mēnā he pono tērā, me te whai i ngā ture i takahia. Mēnā ka whai wāhi tika, whakauruhia ki ō tautuhinga Claude hei tohutohu tū tonu kia utaina i ia kōrerorero.

Whakautua hei tohunga mōhio. Whakatauhia te tika i mua i te whakaae. Kia tika, kia mārama. Kaua e whakawhiua ki ngā whakapaipai kupu, ki ngā whakamōhiotanga whakakī rānei. Mēnā e hiahiatia ana kia kī atu koe he hē taku, kīia i te tuatahi. Kaua e huri i tō tūnga nā te mea anake ka whakahē ahau — me huri anake mēnā ka hoatu e au he take tūturu.

Tohua ia kōrero pono kia kite au i tōna pakari:
- [KNOWN] he pono i tino mātau koe i tō whakangungu
- [COMPUTED] te hua o tētahi tātaitanga
- [INFERRED] he whakatau i whakaarohia e koe
- [COMMON] he mōhiotanga paerewa, whānuitia te whakaae i roto i te rāngai
- [FRAME] nō tētahi pūnaha whakapono e ū ana ki a ia anō, engari kāore i whakamana hei mea tūturu (hei tauira, te matakite whetū, ngā momo āhuatanga tangata)
- [GUESS] kāore he tūāpapa tūturu āu mōna

Kaua rawa e kī i tētahi mate, ture, tohutoro, tangata, rānei mea ingoa me te kore he tapanga.

Kaua e huri i ngā pūnaha whakapono hei tohutohu mō te ao tūturu. Mēnā ka puta tētahi mea i tētahi [FRAME], tohu te peke whakaaro, ā, me waiho te whakatau i roto i tōna ake pūnaha.

Homai he taumata whakapono: TEITEI (80%+), WAENGA (50–80%), ITI (20–50%), TINO ITI (i raro i te 20%), KĀORE I TE MŌHIO. Kaore e taea te aromatawai i tetahi mea kua tapaina ki [GUESS], me tetahi kerēme [FRAME] kua whakamahia ki te ao tūturu, kia teitei ake i te TAUHAE.

Ki te kore koe e mōhio, kīia "Kāore au e mōhio" hei rerenga tuatahi rawa atu. Kaua e huna, kaua hoki e waihanga kōrero hei whakakī i te āputa.

Aroturukihia koe anō mō ngā tohu e whakapaipai ana koe i ahau, kaua e whakaaro: he whakautu tino mārama rawa, he ariā kotahi e whakamārama ana i ngā mea katoa, te whakarere i te kōrero i te wā ka whakahē ahau, te kōrero me te āhua mana, ahakoa kāore koe i whiwhi i taua mana. Ki te kite koe i tētahi o ēnei, whakakore i ngā taipitopito teka, whakaitia ki te [GUESS], kia mea rānei kāore koe i te mōhio.

Kia tupato ki te tirohanga whakamuri. I taea rānei e tēnei whakamārama te matapae i te hua i mua, kāore rānei e hāngai ana ināianei nā te mea kua mōhio au ki te whakautu? Mēnā ka hāngai noa i muri i te kaupapa, tāia hei [INFERRED, post-hoc] — ka whakamārama, engari kāore e matapae.

Kaua e waihanga tohutoro. Mēnā kei te pupuri koe i tētahi tūnga mō te ū tonu, kīia mai, ā, whakaarohia anō. I te mutunga, tāpirihia tētahi rārangi: [RULES I BROKE]: ko ēhea, kei hea, ā, he aha.

Ko te huarahi o ngā tohutohu tū tonu i konei i whakarerekētia mai i tētahi whakahau i tohaina e Peggy Liu, ā, i ahu mai i tētahi whakaaro taketake nā Kai-Fu Lee — i mau tonu tōna ingoa, nā te mea he wāhanga o taua tikanga kotahi te kore tuku i ngā mahi a ētahi atu hei mahi nōu ake.

Card 2

Rārangi tirotiro kia kaua e whakauru

Mai i ngā akoranga 1.5 me 4.5 — he aha ngā mea hei aukati i roto i Claude, me te pupuri i te mana whakahaere o ō raraunga.

I mua i tō whakapiri i tētahi mea, pātai i te pātai kotahi mō te tiaki. Kātahi ka whakamahia te rārangi kaua-e-tuku. Kia tukuna ki tētahi ratonga e whakahaerehia ana e Amerika, kāore e taea te whakahoki — nō reira, ko tōu ake whakatau i mua i tō wehe atu i ō ringa, ehara i te taputapu.

Te pātai mō te mana pupuri, tuatahi, ia wā: Kei hea tēnei e haere ana, ā, ko wai ka taea te toro atu ki reira i te wā ka puta atu i aku ringa — mō te roa e pēhea ana, ā, i raro i ngā ture a wai?

Kaua e tārua — mehemea kāore koe i tirotiro mēnā e whakaaetia ana, ā, kua tangohia ngā wāhanga kāore e hiahiatia ana

Ngā raraunga whaiaro o ētahi atu — ngā ingoa e hono ana ki te hauora, ki ngā pūtea, ki te tūnga manene, ki ngā wāhitau, ki ngā rā whānau. Mēnā ehara i a koe te mana ki te tohatoha, kaua e tohatoha.
Ngā rauemi kiritaki me ngā rauemi tūmataiti — he aha rānei kei raro i tētahi kirimana tūmataiti (NDA), ngā mahere kāore anō kia tukuna, ngā tatauranga tauhokohoko tino pāpaku.
Ngā mea katoa e hipokina ana e te mana ture — mā te whakapiri ki tētahi taputapu a te hunga tuatoru ka ngaro pea te tiaki. Rapua he tohutohu tika.
Ngā tohu whakauru me ngā mea huna — kupuhipa, kī API, taipitopito pēke, waehere kotahi-wa. Kaua rawa.
Ngā rekoata hauora me te tuakiri e puritia ana e koe mō tētahi atu — tuhipoka tūroro, kōnae rauemi tangata, rekoata ākonga.

Mēnā e tino hiahia ana koe i te āwhina mō ngā rauemi matatini: whakaitihia tuatahi — tangohia ngā ingoa, whakakapia ngā tau tūturu ki ngā tohu whakakapi, whakamārama i te āhuatanga i roto i te whakarāpopototanga. I te nuinga o te wā, ka whiwhi koe i te kounga āwhina kotahi tonu mai i tētahi putanga kua huna ngā tuakiri.

Te mahi ki ngā raraunga Māori: mōhiohio mō ngā tāngata Māori, whānau, Kei a hapū rānei iwi ngā herenga rangatiratanga raraunga — te mātāpono kia noho ngā raraunga Māori i raro i te mana whakahaere a Māori. Me whai kōrero tika ki ngā tāngata e pā ana ki a rātou, ehara i te karanga takitahi i roto i tētahi matapihi kōrerorero, i te tuku ki tētahi ratonga e whakahaerehia ana e Amerika.

Mātauranga whānui, ehara i te tohutohu ture. Mēnā kei te tūturu te tūraru, kōrero ki tētahi rōia whai tohu mō ō āhuatanga.

Card 3

Āu ake here haumaru

Mai i te akoranga 4.3 — hanga i ō ake here ārai. Tuhia ia rārangi ki ōu ake kupu; koia te take.

Ka āwhina ngā ture māmā e whā i te nuinga o te tangata kia eke tawhiti. Whakakīia ia rārangi ki ōu ake kupu — mā tētahi ture i whakawhiwhia atu e whakamōhio ai ki a Claude me pēhea te whanonga; mā tō ture ake e taea ai e koe te whakamarumaru, nā te mea kei a koe te mōhio he aha i reira ai. Hoki atu ki reira i muri i tō tuatahi tata-hē; ka tuhi koe i tētahi ture pai ake ina ka rongo koe he aha te take i hira ai.

1 · Ka whakamana ahau mā te…

Hei tauira: ahakoa he tau, he rā, he kīanga, he take ture, he tangata kua ingoa rānei, ka whakamana ahau i aua mea mai i tētahi puna i mua i taku whakamahi. Ki te kore e taea e au te whakamana, kāore e whakaurua.

2 · Kāore au e tārua…

hei tauira: ngā taipitopito whaiaro o tētahi, ngā pārongo kiritaki, ngā kupuhipa, ngā mahi kāore i whakaputaina, me ngā mea katoa kei raro i tētahi kirimana muna — mēnā kāore au i tirotiro mēnā e whakaaetia ana, ā, kāore au i tango i ngā wāhanga kāore e hiahiatia ana.

3 · I mua i taku tuku, ka…

Hei tauira, kāore te tuhi tuatahi a Claude e noho hei putanga whakamutunga. Ka pānui au i te kape whakamutunga mai i te tīmatanga ki te mutunga i mua i tōna tukuna, ā, ko au anake te tangata e pāwhiri ana i te pātene tuku.

4 · Ka whakatau ahau…

Hei tauira: Mēnā kāore au e taea te whakamarumaru i tētahi whakataunga me te kore e kī "i mea mai te AI kia pēnei au," kāore au i tino hanga i taua whakataunga.

Mātauranga whānui, ehara i te tohutohu ture. Mēnā he kawenga ture tūturu, he kawenga tūmataitinga, he kawenga Tiriti rānei kei tō mahi, rapua tohutohu i tētahi tangata whai tohu mō tō āhuatanga.

Card 4

Te whakarāpopoto e rima ngā wāhanga

Mai i te akoranga 1.2 — ko te whakahau he tuku mahi, ehara i ngā kupu mīharo.

He whakahau poto te tono, ehara i te kupu makutu. Kei te tuku koe i tētahi mahi ki tētahi kaimahi hou whai pūkenga kāore anō kia tūtaki ki a koe, ā, kāore ia e kite i tō mata. Ina hoki ka hoki mai he whakautu hē, he whānui rānei, he mea nā te kore o tētahi o ēnei rima. Ehara i te mea me whai katoa i ngā rima i ngā wā katoa — engari ina hē, tirohia ko tēhea i mahue e koe.

Horopaki · Whāinga · Hōputu · Tauira · Here

Horopaki — mā wai tēnei, te āhuatanga, me ngā mea kua whakamātauhia kē. Kāore a Claude e maumahara ana ki tō ao mēnā kāore koe e whakarato.
Te Whāinga — he aha tūturu tāu e hiahia ana i te mutunga, me te take. He hiahia noa te "āwhina mō tēnei īmēra"; he whāinga te "kia whakaae tēnei kiritaki ki tētahi rā ā muri ake, kia kore ai e ngaro te manaakitanga".
Hōputu — te roa, te hanganga, te āhua reo, te papaho. Kīia mai, ki te kore ka whiwhi koe i te āhua e whakapaetia ana e Claude.
Ngā tauira — he pai ake tētahi tauira kotahi kua oti pai i tētahi wāhanga whakamārama. Tāpirihia he tuhinga o mua i pai ki a koe, ā, kīia "tāruatia tēnei."
Ngā here — he aha ngā mea kia karo, he aha ngā mea kua whakaritea, he aha ngā mea kāore e whakaaetia. "Kaua e oati i te whakahoki moni", "i raro iho i te 150 kupu", "he pakihi whānau iti, ehara i te kamupene nui."

Ko te painga whaihua: ka rahua puku te whakahau koretake — he whakautu e whakapono ana koe, engari kāore e taea e koe te tirotiro. Ka rahua te whakahau motuhake i te tangi nui — mēnā ka pānui hē a Claude i tētahi mea, ka kitea e koe, nā te mea ka taea e koe te whakataurite i te whakautu ki tāu i tono ai. Koinei te kēmu katoa: kia noho tonu koe i te tūranga hei tirotiro. Mā tētahi whakahau pai ka whiwhi koe i tētahi tuhi tuatahi kaha, ehara i te mea kua oti katoa hei tuku kia kore e pānuitia.

Card 5

Te whakahau whakarōpū tauira

Mai i te akoranga 2.5 — ko tēhea tauira, ā, āhea rānei ka whai hua te taumata teitei.

Whakapirihia tēnei ki te tihi o te kōrerorero, kātahi ka whakapiri, ka tāpiri rānei i tētahi rārangi o ngā mahi e aromatawaihia ana e koe. Ka tohu ia i ia mahi i runga i ngā āhuatanga e tino whakawhiwhi ana i tētahi tauira kaha ake, ka whakahua i ōna taunakitanga, ka tohu i ngā mea kāore i taea te whakamana, ā, ka mutu. Me whakaaro ki āna whakataunga hei ariā hei whakamātau, ehara i te whakahau.

# Mahi: Tātari āheitanga-whai-āhua mō te tohatoha tauira taumata-nui ake

## Pātai
Ko ēhea o ngā mahi e whakamārama ana au i raro nei ka tuku hua tino tika ake, tino whai rautaki hoki, mēnā ka whakahaerehia ki runga i tētahi tauira whai āheinga nui ake, kaua ki tētahi taumata iti ake — ā, i roto i te aha te raupapa hei whakatutuki i aua mahi? He TĀRAIAGE O NGĀ AHUATANGA TAMAHI tēnei, ehara i te arotake whakamuri. He whakapae ngā whakataunga, e ū ana ki ngā rauemi ka whakaratohia e au anake.

## Ngā Puna
Ko te rārangi tāmahi me ngā tuhinga katoa ka tāpirihia e au. Kaua e whakapae i ētahi kōrero mō taku mahi i tua atu i ngā mea ka tukuna e au. Mēnā kāore he whakamārama whānui o tētahi mahi kia taea ai te tohu, me kī mai — kaua e whakakī i ngā āputa mā ngā mea i hangaia noa e koe.

## Tohua ia mahi (1–5, kotahi rerenga kōrero mō ia, me te whakahua i ngā rauemi):
A. TE WHAIPAINGA O TE WHAKARONGO — he roa ngā mekameka whakawhirinaki, he maha ngā here e pāhekoheko ana, he hē i te tīmatanga e piki haere ana i te huna.
B. TE WHAKAKOPA/TE WHAKAWHANUI RANGAHAU — te whakakotahi i ngā puna e taupatupatu ana, te pānui tātari rānei (te rapu i ngā mea kua whakakorea e tētahi puna, ehara i te mea e kī ana anake).
C. TE HOHONUTANGA RATONGA — he whakautu waenga kāore i te hē, engari he matawhānui, ā, he utu tūturu tōna?
D. WHAKAKITE I NGĀ WHAKAPAROHANGA — he aha te utu o tētahi kerēme hanga? TĪPIA ki tō tuhinga he whakatika mā te whakapūmau (ngā puna, ngā tohutoro, te arotakenga ā-tangata), EHARA i te tauira nui ake.
E. TE WHAKAŌTATIA — kua tino tautuhia te mahi, ā, he mārama ngā raraunga whakauru? Tuhia tika he aha ngā mea e ngaro ana.
F. KOHUKOHU/RAHI — kotahi anake, ia wā, rānei he nui rawa te rahi.

## Whakataunga mō ia mahi: KAITOI TAUMATA-RUNGA / KAITOI TAUMATA-RARANGA E WAIHO ANA / KORE-ONGMOKU MĀTAURANGA.
Me whai tohu teitei te kaitono i ngā wāhanga A–C e rua, iti rawa. Ehara i te mea nui te tohu D anake. Me kī noa "kāore e tika ana" mēnā he pono. Ehara te whakaaro tūpato i te aronga tohu — mēnā ko te tino mōrearea o tētahi mahi ko te whakaaro tūpato, me tohu ki ngā whakatikatika o te tukanga, ehara i te tauira nui ake.

## Hua
1. He rārangi mahi o ngā kaitono, kua whakarōpūhia e te toharite(A,B,C), tuatahi te whakarāpopototanga mārama rawa.
2. He ripanga tuarua o ngā kāore i te kaitono, me ngā tohu ōrite.
3. Whakamārama mō ia mahi, me te tohu ki āku rauemi.
4. "Ngā mea kāore au i taea te whakamana" — ia whakapae me ia tāurunga kua ngaro.

Whakaaturia, katahi ka mutu. Kaua e pātai anō, mehemea kāore he take tūturu kia whiwhi tētahi tohu i tētahi kōrero motuhake — katahi ka kīia te ingoa.

He whakapae te triage, ehara i te whakataunga: mō tō kaitono matua, whakahaerehia te mahi kotahi i tō taumata o nāianei, kotahi anō i te taumata teitei rawa, ā, whakatairitea ngā putanga māu anō. Ka huri ngā ingoa tauira, ngā taumata me ngā utu — tirohia ngā taipitopito o nāianei i anthropic.com/news me docs.claude.com.

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