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Kāhua:
+ GPT-5, Claude, Gemini
E whakaahua ana i te mea e hiahiatia ana e koe, ā, ka whiwhi Rust idiomatic e whakarārangi ana i te mārama i runga i te putanga 2024 - te whakaakoranga pūtea-whakahaere, te whakahaere hapa i runga i te hua me tēnei hapa, te āhua kore, te kore-kore. Qwen 3 Ko te Kōrero e whakahaere ana i ngā tauira rangatiratanga / āhuatanga; te utu Claude Sonnet / GPT-5 e tīari ana i ngā wā ora matatini, i ngā rohenga āhuatanga ā-waha, me ngā whakarerekētanga-maha.
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Ka whakaputaina te waehere Rust me te AI wātea. Ka whakakōrerotia ngā pūnaha pūmahara-whakahauhau.
He pēhea te whakamahi Ko te kaiwhakanao o te whakatūtū
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Kei roto i tō tou tāuru
Type i te kupu, tuku i tētahi faila, whakaahua rānei i te mea e hiahiatia ana e koe. Kāore he tatau e hiahiatia ana.
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Ka tirohia te whakatūnga
Ka tukatuka tātau AI i tō tātau tono i roto i ngā wā kotahi mā te whakamahi i ngā tauira pūtake tūwhera pai rawa.
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Whakahua & tiritiri
Whakataki, tārua, tiritiri rānei i tōna hua. Whakatika noa iho mō te whakamahinga whaiaro, hokohoko rānei.
Ka whakamahia tēnei utauta mā te API
Ka whakamātautau tēnei utauta mai i tōtou waehere. Ko te wāhi mutunga o te REST e ōrite ana ki te OpenAI, te mana tohu-tokona, kāore he SDK tāpiri e hiahiatia ana. Ko ngā utu tohu e ōrite ana ki te whakawhitinga whatunga.
curl -X POST https://api.free.ai/v1/chat/ \
-H "Authorization: Bearer sk-free-..." \
-H "Content-Type: application/json" \
-d '{"model": "qwen-coder", "messages": [{"role": "user", "content": "Write a Python function that reverses a string."}]}'Ko te kaiwhakanao o te whakatūtū — FAQ
Ko te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te āhua o te ā
He — he pūnaha Rust struct + impl tāhae + whakamātautau e utu ana ~1,800 ngā tohu i runga i te tauira pūnoa Qwen 3 Coder, i roto i te 2,500 ngā tāngata kore mōhio, 10,000 rānei i te tau. He nui ake te Rust i te uara, nā reira he nui ake te utu o ngā taumata hōhonu. Premium Claude Sonnet / GPT-5 e tino pai ana i ngā pāpāho o te ora matatini, ka hē te tauira wātea.
Ko te Copilot (whakahaere mo nga ākonga, $10/mo i ētahi atu wā) he nui ki te whakaoti i te raina e tāpoi ana koe, engari he iti iho i te Rust-pihi nui-pihi pēnei i te tauwāhi o te ora. He pai ake te horopaki Rust o te Kaiārahi ($20/mo). Ko tātau pūngao-kotahi e tino pai ana i ngā tauira hanganga — "hoatu mai i a au i tētahi pūranga LRU-mātautau LRU" ka hoki mai i te waehere whakanao-waeine me ngā whakamātautau, i te wā e tuhi ana te Copilot i te 'HashMap<...>` me te kore te whakakotahitanga.
Koia te pae e hiahiatia ana e tātau — e hiahiatia ana e te whakahau pūnaha he huaputa pūhihi-pūhihi. I ētahi wā ka ngaro te tauira i tētahi lint (necessary_collect, redundant_clone), i te wāhanga wātea Qwen. Ka haere tonu te 'cargo clippy -- -D warnings` i runga i te huaputa, ā, ka whakaorangia mēnā ka whakatūpato te clippy. Ko ngā tauira utu nui ake e whiwhi ana i ēnei.
Ko te whakamātautautanga o te wā ora o te Rust te mea uaua rawa mo ētahi LLM. Ko te tauira Qwen 3 Coder e whakahaere ana i te 80-90% o ngā take noa iho; ko te toenga - ngā rohenga whakangākau matatini, ngā momo whakahuahua-whakapau, ngā rohenga āhuatanga tiketike ake - e whai hua ana i te whakawhānuitanga ki tētahi tauira utu. Mēnā ka whiwhi i tētahi porowhita whakatupu ā-whāiti-whāiti, ka tāpiri i te hapa whakakotahi ki / kōwae / debug / me te waehere taketake.
He — kōwhiri i te kāhua "Async". Kei roto i te huaputa #[tokio::main] mō ngā taumaha, tokio::spawn mō ngā mahi, tokio::select! mō te whakakore, me te whakamahi tika o tokio::task::spawn_blocking i te taha o te mahi CPU-bound. Ka whakamahia ngā momo kanikani tokio (mpsc, oneshot, broadcast) kia tika.
He — he āhua kē ngā whakatūtū mō ia. Ko te huaputa Axum (0.7+) e whakamahi ana i te Rāwhiti + mata + Arc<AppState>. Ko te huaputa Actix-web (4.x) e whakamahi ana i te HttpServer + App + web::Data. Kei roto i te rua ko te whakaurutanga o tēnei hapa me te āhuatanga IntoResponse / ResponseError mō ngā hapa API i tātai.
He — kōwhiri i te kāhua "no_std". Ka whakamahia e te huaputa #![no_std], ko ngā kohinga heapless i reira ka taea, te uho::panic::PanicInfo ka whakahaeretia te pōharatanga, kāore i te std:: whakawhiwhia. E whakaritea ana mō te whakawātea-hal + whakamātautau-rs. Mō ngā tauira RTIC, Embassy rānei, whakamārama i roto i tō rātou whakaahuatanga.
He — kōwhiri i te kāhua "FFI". Ka whakamahia e te huaputa ngā hanganga #[repr(C)], ā-roto "C" fn me ngā tuhinga haumarutanga tohu, CString/CStr mō te whakahaere aho, panic::catch_unwind puta noa i te rohenga FFI. Pai mō te tuhituhi i ngā puna Rust e kīa ana mai i te C / Python / Node.
Ko tēnei hapa mō te waehere puna e hiahiatia ana e ngā kaipāhua te ōrite ki ngā rerekētanga hapa tauwhāiti. Heoi anō mō te waehere taupānga / CLI e hiahiatia ana e koe te nuinga o te wā? + horopaki. Ka whakaaetia e ngā tāupe kia kōwhiria e koe, kāore, rānei — ka whai te tauira i tō tau kōwhiringa. Ko ngā kāhua whakaputatanga tōmua ki tēnei hapa.
Ko te Rust i waenganui i ngā huaputa haumaru ake e whakaputaina ana e tātau nā te mea he maha ngā hē i pā mai i te kaimahi. Ka arotake tonutia ia huringa — kāore e mōhiotia e te tauira ngā whakahau o te wā o te taumahi, te hanganga pūnaha katoa rānei. Mō ngā kōwae haumaru kore, ngā whakapuakitanga mahinga rānei, ka whakahaeretia /kōrero/whakahaere/ me te haumarutanga, te arotahi mahinga rānei.
He — POST ki /v1/chat/ me te whakahau pūnaha ōrite. He pai mō te waihanga i te waehere-whakahaere, ngā tāpiri IDE rānei. Whakatika mana, whakawhāiti-whakahaere. Ka whakamātauria i te /api/.
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