Ngā Wīra Arataki me te Whakawhē Mekanika: Te Whakakore Whakawhē i te Wā Whakamātau mō ngā Tauira Reo Iti Motuhake

Whakarāpopototanga E rangahau ana tēnei pepa mēnā he momo hē i roto i ngā tauira reo nui e mahi ana i tētahi taumata raro iho i te whakaaro, he taumata whakaaturanga e ōrite ana ki te aunoatanga nekehanga i roto i te māramatanga tangata, ā, mēnā ka taea e ngā tikanga arataki pūwāhi te uru ki tēnei taumata i te wā e whakahaere ana i te whakamātau. Ka wehewehea e mātou te pōraruraru mīhini (ngā tauira tauanga e whakahohe ana i te taumata whakaurunga me te whakaaturanga o ngā paparanga tuatahi i mua i te tīmatanga o te tukatuka whakaaroaro) me te pōraruraru whakaaroaro (ngā whakarerekētanga e puta ake ana i roto i te whakaaroaro mekameka-whakaaro maha-hipanga). Mā te whakamahi i ngā mahi rangahau tūturu i roto i te Contrastive Activation Addition (CAA), Representation Engineering (RepE), FairSteer, Direct Steering Optimization (DSO), me te ārahitanga āhuatanga o te sparse autoencoder a Anthropic, ka aromātai mātou i te pakeke o ia tikanga me tōna whai wāhi ki ngā tauira reo iti rangatira (SLMs) kua whakangungua, kua whakaratohia hoki i te rohe. Ka kitea e mātou he painga hanganga o ngā whakaurunga SLM rangatira, arā ko te papanga Village Home AI e whakamahi ana i ngā tauira Llama 3.1/3.2 kua whakangāwarihia mā QLoRA, ki ngā whakaurunga mā te API: mā te whai wāhi katoa ki ngā taumaha me ngā whakaoho o te tauira ka taea te tango, te whakauru, me te aromātai i ngā pūwāhi whakatere, ā, kāore e taea tēnei i roto i ngā tauranga mutunga API hokohoko i runga i te hanganga. Ka tūtohu mātou i tētahi ara whakatinana e whā ngā wāhanga, e whakauru ana i ngā pūwāhi whakatere ki te hanganga whakangungu ā-papa e rua kua oti kē, me te anga whakahaere Tractatus. --- ## 1. Whakataki: Te Raruraru o te Tohu-Mopu ### 1.1 He Whakatairite Motokā

He taraiwa e whakawhiti ana i waenga i ngā waka e rua – kotahi kei te taha matau o te pou taraiwa ngā mana tohu, ko tētahi kei te taha mauī – ka pā ki a ia tētahi hapa motuhake: i muri i te whakamahinga roa i tētahi waka, ka huri ki tētahi atu, ka puta te whakahohe aunoa o te mana hē. Ka tohu te taraiwa i te huringa, ā, ka whakahohe i ngā mīhini horoi karaihe o mua, hei huri rānei. E toru ngā āhuatanga o tēnei hapa e whai ana hei akoranga mō te tātaritanga hē o te AI:

1. He mea i mua i te māramatanga. Kāore te taraiwa e whakaaroaro ana ko tēhea te tūtoki hei whakamahi. Ka whakahohe te tauira nekehanga i mua i te whai wāhi o te whakaaroaro ā-hinengaro. Hei whakatika, me whakakore i tētahi urupare kua whakangungua, ehara i te whakarerekē i tētahi whakatau.

1. He whakawhirinaki ki te horopaki. Ka puta tēnei hapa i te wā whakawhiti i waenga i ngā waka. Whai muri i te whakamahinga nui o te whakaritenga hou, ka whakatikatika anō te tauira ā-miihini. Ehara i te mea mau tonu te hapa, engari he tino piri, ā, he uaua ki ngā tohutohu ā-waha ("kia maumahara, kei te taha mauī ngā tohu whakamārama"). 3. He rerekē tōna hanganga ki ngā hapa whakaaro. He taraiwa i hē te huarahi nā te pānui hē i tētahi mahere, kua mahia e ia he hē whakaaro. He taraiwa i whakahohe i ngā wīpera hei whakakapi i ngā tohu huarahi, kāore ia i whakaaro hē – kāore i whakamahia te tukanga whakaaro. Ka puta te hē i tētahi paparanga i raro iho i te whakaaroaro. ### 1.2 Te Kororāri AI Ka tūtohu mātou e tau ana tētahi wehewehenga ōrite i roto i ngā tauira reo e hangai ana ki te transformer. Ka puta ētahi hē i te tohatoha tatauranga o ngā raraunga whakangungu, ā, ka kitea i te taumata whakaaturanga — i roto i ngā whakaurunga tohu, ngā tauira aro, me ngā whakahohe i ngā paparanga tuatahi — i mua i te whakahohe i ngā pūkenga whakaaro maha-hipanga o te tauira. Ka puta ētahi atu mā ngā mekameka whakaaro, ā, ahakoa kāore ia hipanga e hē, ka puta he whakatau hē i te mekameka katoa. He mea nui tēnei wehewehenga nā te mea he tino rerekē ngā rautaki whakauru:

• Te hē ā-mīhini (ā-whakaahua, i mua i te whakaaroaro) ka taea pea te whakatika mā te whakahaere tika i ngā whakahohe o te tauira i te wā whakatau — arā, te ārahi i ngā wīra. - Te hē whakaaroaro (whakaaroaro, maha-hipanga) e hiahiatia ana te whakauru ki roto i te tukanga whakaaroaro anō — te hangarau whakahau, te tirotiro i ngā mekameka whakaaroaro, te whakatinana rānei i ngā hanganga pērā i te anga Tractatus.

Ko te pātai whaihua: kei te wātea ināianei ngā tikanga arorau arataki e taea ana te tautuhi me te whakatika i ngā hē ā-miihini kia pono, ā, ka taea hoki te whakamahi i ēnei i roto i ngā hanganga rangatira o ngā tauira reo iti, kei reira e wātea ana te uru katoa ki te tauira? --- ## 2. Hē ā-Miihini vs. Hē Whakaaroaro: Te Tūāpapa Arorau ### 2.1 Hē Whakaaturanga i roto i ngā Hanganga Transformer

Ka tukatuka ngā tauira Transformer i ngā raraunga urunga mā roto i tētahi raupapa paparanga, ā, ia paparanga ka tatau i ngā whakaaturanga kua taumaha-a-aro. Kua whakapūmau ngā rangahau mō te whakamārama ā-miihini ka whakamunatia e ngā paparanga rerekē ngā momo pārongo rerekē (Elhage et al., 2022; Olsson et al., 2022):

• Ngā paparanga tuatahi (1–8 i ngā hanganga noa): Ngā āhuatanga taumata tohu, hanganga wetereo, hononga aronga matua. Ko ēnei paparanga e whakamāori ana i ngā tikanga tauanga o ngā raraunga whakangungu i te huarahi tino tika. - Ngā paparanga waenga (8–20): Aronga hanganga, whakamārama horopaki, whai i ngā tūemi. Ko te whakaoti tauira me te hononga e rangatira ana.
• Ngā paparanga whakamutunga (20+): Whakaaro mō ngā mahi motuhake, whakatakotoranga putanga, whai i ngā tohutohu. Kei konei te nuinga o te tukatuka whakaaroaro. Mēnā kei roto i ngā raraunga whakangungu o tētahi tauira he 95% o te anga ahurea o te Hauauru, ka taunoa ā-tauwhiro ngā whakaaturanga o ngā paparanga tuatahi mō ngā ariā pērā i te "whānau," "angitu," "kāwanatanga," "hapori rānei" ki ngā tohu o te Hauauru. Ehara tēnei taunoa i te mea kāore he ahurea: he whakamātūtatūnga tauanga tēnei o ngā taumata mātauranga kolone – ko tēhea mātauranga i tuhia, ko tēhea reo i huri ki te matihiko, ko tēhea anga ahurea i tino whakaurua ki ngā kohinga raraunga i kohia e ngā pūnaha whakangungu ipurangi. Ehara i te mea e whakaatu ana ēnei whakaaturanga i tētahi 'mōhiotanga noa' ā-ao, engari ko te mana mātauranga motuhake o ngā ahurea i rangatira i te whakaputa i ngā tuhinga matihiko. Mā tētahi whakahau e tautuhi ana i te horopaki ahurea Māori ka whakararu i tēnei taunoa, ā, ka ngoikore haere te kaha o taua whakararu i raro i te pēhanga horopaki (ngā kōrero roa, ngā whakahau e whakataetae ana, te nui o ngā tohu).

Koinei te pūnaha i tuhia ki roto i te aitua o te tauranga pātengi raraunga (Stroh, 2025): i whakakorehia e tētahi taunoa tauanga (te tauranga paerewa MongoDB, kei roto i te ~95% o ngā raraunga whakangungu) tētahi tohutohu mārama e tautuhi ana i tētahi tauranga kāore i te paerewa i te pēhanga horopaki 53.5%. Ko taua pūnaha anō, e mahi ana ki runga i ngā whakaaturanga ahurea me ngā whakaaturanga kua utaina ki ngā uara, kaua ki ngā tau tauranga, koinei tā mātou e kī nei ko te whakawhē ā-mīhini.

2.2 Te Whakapae Whakaaro Ka puta te whakapae whakaaro, hei whakatairite, mā te tukanga whakaaroaro ā-taahiraa a te tauira. Ko ētahi tauira: - Ngā pānga tauranga: Ka tino pāngia ngā whakatau e ngā pārongo tuatahi o te mekameka whakaaroaro. - Ngā tātari wātea: Ka whakamahi noa te tauira i ngā tauira māmā ki te tiki mai i ngā raraunga whakangungu, kāore e rapu i ngā mea e hāngai ana ki te horopaki.

• Ngā hapa arorau: Ngā hapa arorau i roto i te whakaaro ā-taahiraa maha e piki haere ana i te roa o te mekameka. - Whakaaro whakapae: Te whakarerekē i ngā whakatau kia hāngai ki ngā manakohanga o te kaiwhakamahi, kaua ki ngā taunakitanga. E mahi ana ēnei hapa i te papa whakaaro, ā, me whai rautaki whakatikatika rerekē – arā, te hangarau whakautu, ngā here ā-ture mō te AI, me ngā whakatinanatanga hanganga (pērā i ngā whakarato a Tractatus mō te whakahaere i te wā whakawhanake).

2.3 He aha te take i hira ai te wehewehenga E whakamārama ana te whakataurite tohu-mopu i tētahi hēhua nui: kāore e taea e koe te puta i tētahi tauira nekehanga mā te whakaaro. He iti noa te whaihua o te kī atu ki te taraiwa, "kia maumahara, kei te taha mauī ngā tohu", nā te mea ka puta te hapa i mua i te tukatuka i te tohutohu. Waihoki, he iti pea te whaihua o ngā tohutohu taumata whakahau ("kia mātau ki ngā ahurea," "kia karo i te hē o te ao Pākehā") ki te whawhai i ngā hē whakaahua e puta ana i te taumata whakaurunga i mua i te whakahohe o ngā pūkenga whaiwhaiwhakahau a te tauira. Mēnā he tika tēnei tātaritanga, me whakatika tētahi kāwai o ngā hē AI i te taumata whakahohe – ehara i te taumata whakahau. Koinei tonu te mea e tūtohu ana ngā tikanga rārangi whakatere hei whakarato. ---

3. Ngā Tikanga Wīra Arataki: Te Āhua o te Hangarau o Nāianei ### 3.1 Tāpiritanga Whakahohe Whakatairite (CAA) Puna: Turner et al. (2023), Rimsky et al. (2023) Ka tango a CAA i ngā "wīra arataki" mā te tatau i te rerekētanga o ngā whakahohe tauira i waenga i ngā tokorua tono whakatairite. Hei tauira:

• Utu A (kua whakaarotia): "Ko te hanganga tuku iho o te whānau e..." - Utu B (kāore i whakaarotia): "Ko ngā hanganga whānau puta noa i ngā ahurea e..." Ko te toharite o te rerekētanga whakahohe puta noa i tētahi kohinga raraunga o ēnei tokorua, i tangohia i tētahi paparanga motuhake, ka whakaputa i tētahi pūwāhi arataki i roto i te wāhi whakahohe. Ka taea te tāpiri, te tango rānei i tēnei pūwāhi ki ngā whakahohe i te wā whakamātau kia nekehia ai te whanonga o te tauira i runga i te āhuatanga kua hopukina.

Te taumata whanaketanga: Kua whakamātauria ki runga i te Llama 2 (7B-70B) me ētahi atu tauira taumaha tuwhera. He whai hua mō ngā kare ā-roto, ngā āhuatanga ā-tangata, me ētahi āhuatanga whai uara. He tino hira te kōwhiri paparanga (i te nuinga o te wā, ko ngā paparanga 15–25 i roto i ngā hanganga 32-paparanga). Kei te whakawhirinaki tonu te whakatikatika rahinga (te nui o te pūwāhanga hei tāpiri) ki ngā raraunga whakamātautau.

Ngā here: E whakapae ana ka whakaatuhia te pākahuatanga whāinga i runga i te rārangi kotahi i te wāhi whakahohe. Tērā pea ka tohatohahia ētahi pākahuatanga ki ngā ahunga maha, ka whakamunatia rānei i waho o te rārangi kotahi. Me āta hoahoa ngā tokorua whakatairite – ka hopukia e ngā tokorua kua hē te hoahoa te āhuatanga hē. ### 3.2 Pūhanga Whakaaturanga (RepE)

Puna: Zou et al. (2023), Center for AI Safety Ka whai te RepE i tētahi huarahi "top-down" (mai runga iho) mō te mārama o te AI, e mahi ana ki ngā whakaaturanga taumata-populāti, ehara i ngā pūtau takitahi. Ka tirohia e ia ngā whakaaturanga ā-roto o ngā whatunga whatutū hei kaupapa rangahau matua, ka tango, ka whakarerekē i ngā ahunga i te wāhi whakaaturanga e hāngai ana ki ngā ariā taumata-teitei.

Te koha matua: Ka whakarato te RepE i tētahi tikanga whakaritenga hei tautuhi i ngā ahunga whakaaturanga e hāngai ana ki ngā ariā pērā i te "pono", te "rapu mana", te "haumaru", me ngā āhuatanga tūāhua ahurea (tērā pea). Ka whānui ake tēnei ki tua atu i ngā tokorua tono takitahi ki ngā tauira taumata-populā.

Te taumata whanaketanga: Kua whakaputaina me ngā hua ka taea te whakahāngai anō ki ngā whānau tauira maha. He pakari te anga ariā, engari me whakawhanake anō ngā taputapu whaihua mō ngā āhuatanga hē ritenga (hei tauira, te anga ahurea, ngā whakaaro mō te hanganga whānau). ### 3.3 FairSteer

Puna: Ko ngā mahi tata nei (2024-2025) mō te whakakore hē i te wā whakatau a FairSteer e whakarato ana i tētahi anga toru-hipanga kua hoahoatia motuhake hei whakaiti i te hē: 1. Te Torotoro Hē: Te tautuhi ā-tari i ngā ahunga hē i te wāhi whakahohe mā te whakamahi i ngā kohinga raraunga āhuatanga taupori, ahurea rānei. 2. Te Tangohanga Whetū Arataki: Te tatau i ngā wetū ahunga e hāngai ana ki ngā āhuatanga hē kua tautuhia.

1. Whakatikatika Ā-Tūturu i te Kaha: Whakarerekē i te rahi o te pūwāhi ārahi mō ia tāuru i runga i te kino o te hē kua kitea, kaua ko te whakamahi i tētahi whakatikatika tūturu puta noa. Auahatanga matua: Te kaha ā-tūturu o te ārahi. Engari, kaua e whakamahi i tētahi whakatikatika tūturu (e mōrearea ana kia nui rawa te whakatikatika, kia iti rawa rānei i runga i te tāuru), ka ine a FairSteer i te taumata o te hē i ngā whakahohe o ia tāuru, ā, ka whakawhānui i te whakatikatika kia ōrite ai.

Te taumata whanaketanga: He tīmatanga, engari he tūmanako. Ka aro te mātāpono whakatikatika ā-huringa ki tētahi here matua o te ārahi rahi tūturu. Hei whakatinana, me tātari i ngā whakahohe mō ia aromatawai, ā, ka tāpiri i te kawenga rorohiko. ### 3.4 Whakapai Tautika Tere (DSO) Puna: Rangahau tata nei (2024-2025) mō te ārahi i runga i te RL

Ka tautuhi a DSO i te raru whakatere hei mahi whakapai: rapu i te huringa rārangi o ngā whakahohe e tino neke ana i te whanonga o te tauira ki tētahi whāinga, ā, e iti rawa te whakaiti i te āheinga whānui. Te koha matua: Ka whakamahi i te ako whakakaha hei rapu i ngā huringa whakatere pai rawa atu, kaua e whakawhirinaki ki ngā tokorua whakatairite i hoahoatia ā-ringa. Ka taea e tēnei te hopu i ngā ahunga hē kāore i te mārama, ā, tērā pea ka mahue e ngā kaihoahoa tangata.

Pakeketanga: He utu nui ā-rorohiko mō te whakangungu i te whakapainga, engari he whai hua ngā whakarerekētanga ka puta hei whakamahi i te wā whakatau. E hiahiatia ana he tohu utu kua tautuhia pai mō te whanonga e whāia ana.

3.5 Te Arataki Āhuatanga Pūtau-iti a Anthropic Puna: Templeton et al. (2024), Anthropic Ka wehea e te huarahi a Anthropic ngā whakaaturanga ā-roto o te tauira mā te whakamahi i ngā pūtau-iti aunoa (SAEs) hei tautuhi i ngā āhuatanga monosemantic -- arā, ngā ahunga takitahi, e taea te whakamārama i roto i te wāhi whakahohe e hāngai ana ki ngā ariā motuhake.

Ngā kitenga matua: I tautuhia ngā miriona āhuatanga ka taea te whakamārama i roto i a Claude 3 Sonnet, tae atu ki ngā āhuatanga mō ngā ariā motuhake (Peka o Golden Gate, haumaru waehere, teka). I whakaaturia ka taea te "whakapūmautia" ēnei āhuatanga — arā, te whakanui, te whakaiti rānei i a rātou mā te hangarau — hei ārahi i te whanonga o te tauira i te wā e whakatau ana.

Te hāngaitanga ki te hēhē: Mēnā ka whakaatuhia ngā hēhē ahurea, ngā whakapae hanganga whānau, me ngā taunoa āhua whakahaere hei āhuatanga ka taea te tautuhi, ka taea i te ariā te whakarerekē tika i a rātou. Koinei te taumata tino taipitopito rawa o te whakauru e taea ana. He here nui mō te whakamahinga rangatira: I mahia e Anthropic tana rangahau SAE i runga i ā rātou ake tauira me te whai wāhi katoa ki roto. Kua whakaputaina te tikanga mahi, engari he nui te haumi rorohiko e hiahiatia ana kia whakangungua ngā SAE mō tētahi tauira rerekē (hei tauira, Llama 3.1). Kāore he SAE kua whakangungua i mua mō te whānau tauira Llama i te wā e tuhi ana. --- ## 4. Te Painga Hanganga o te Whakaurunga Rangatira ### 4.1 API vs. Te Whai Wāhi ki te Tauira ā-Rohe

He wehewehenga hanganga matua e whakahaere ana i ngā tikanga whakatere e wātea ana: | Pūkenga | Mā te API (API GPT, API Claude) | Motuhake ā-rohe (Llama, Mistral) | | ---------------------------------------- | ------------------------------ | --------------------------------- | | Te uru ki ngā taumaha tauira | Kāo | Ae | | Te uru ki ngā whakahohe waenga | Kāo | Ae | | Tangohia ngā pūwāhi whakatere | Kāo | Āe | | Tāpirihia ngā pūwāhi whakatere i te wā whakamātau | Kāo | Āe | | Whakangungua ngā kaitārua aunoa āputa i runga i ngā whakahohe | Kāo | Āe | | Whakangāwari mā ngā whāinga whakakore hē | Kāo (RLHF mā te kaiwhakarato anake) | Āe (QLoRA, LoRA, whakangāwari katoa) | | Whakarerekē i ngā tauira aro | Kāo | Ae | | Tātaritanga whakahohe ā-papanga | Kāo | Ae | E whakaatu ana tēnei ripanga kāore he wātea o ngā tikanga pūwāhi whakatere i whakamārama i te Wāhanga 3 mō ngā whakaurunga mā te API. Kāore e taea e tētahi whakahaere e whakamahi ana i te GPT-4, i te Claude rānei mā ā rātou API te tango, te whakauru, te whakatikatika rānei i ngā pūwāhi arataki. Ka herea rātou ki ngā whakauru taumata tono (ngā whakahau pūnaha, ngā tauira torutoru, ngā here AI ā-ture) — ā, e ai ki tā mātou tātaritanga i te Wāhanga 2, tērā pea kāore ēnei e whai hua ki te whawhai i te hē ā-mīhini e mahi ana i raro i te paparanga whakaaro.

Tuhi kua whakahōutia (v1.1): I te putanga tuatahi v1.0, i kī mō ngā tikanga pūwāhi whakatere he "kāore e taea ā-hanganga" mā ngā tauranga mutunga API tauhokohoko. Ko te whakatakoto kōrero tika ake: kāore ēnei tikanga e wātea mā te uru paerewa API tauhokohoko, kāore nei e whakaatu i ngā whakahoahoa waenga, i ngā taumaha tauira rānei. Tirohia te tuhipoka whakatika i raro nei.

### 4.2 Te Papanga AI Kāinga a The Village

Ko te pūnaha AI Home o te papanga Village (Stroh, 2025-2026) i hangaia hei whakaurunga rangatira o tētahi tauira reo iti (SLM) me te hanganga e whai ake nei: - Tauira pūtake: Llama 3.1 8B (pūtake papanga Tīra 1) / Llama 3.2 3B (kaiwhakarite Tīra 2 mō ia kaipā)

• Tikanga whakangāwari: QLoRA (Whakaurunga Tū-iti kua rahuitia ki te 4-bit) - Auau whakangungu: Huringa whakahou ia wiki - Hōputu whakangungu: Kohinga raraunga hanganga Alpaca/ShareGPT - Tūāpapa tuku: GPU ā-rohe (taumata kaiwhakamahi, 8–24GB VRAM)
• Whakaurunga whakahaere: Ngā ratonga anga Tractatus (BoundaryEnforcer, MetacognitiveVerifier)
• Haumarutanga: Ka whakamunatia, ka rokiroki motuhake ngā pūwāhi whakatere me ngā whakatikatika kua whakaritea ki te ahurea i ngā taumaha o te tauira pūtake, hei tiaki i ngā taonga whakahaere kia kore ai e tangohia, e whakarerekētia rānei e te hunga kāore i whakaaetia.

Ka whakarato tēnei hanganga i te uru katoa ki ngā taumaha tauira me ngā whakahohe. Kei te wātea ā-hanganga ngā tikanga katoa i whakamārama i te Wāhanga 3. Ehara tēnei i te kitenga ariā – he painga hanganga tūturu kāore e taea e ngā whakaurunga e whakawhirinaki ana ki te API te tārite. ### 4.3 Te Tauira Whakangungu Papa-rua Ka hāngai noa te hanganga papa-rua o nāianei ki tētahi rautaki ārahi papa-rua:

Tātai 1 (Mōdeli Pūtake Papanga): - Whakatikatika hē puta noa i te papanga - Māramatanga ahurea puta noa i ngā ahurea tautokohia katoa (Maori, Pākehā, Moana-nui-a-Kiwa, Āhia) - Whakakore hē whānui mō te hanganga whānau, te āhua whakahaere, te whakaaturanga kaumātua - Ngā aronga whakatere i tangohia mai i te kohinga raraunga aromatawai hē o te papanga (20 whakahau, 7 kāwai, 350 tauira whakakore hē)

Tāhua 2 (Ngā Āputa mō ia Kaihiri): - Whakatikatika ahurea motuhake mō ia kaihiri - Whakakotahitanga uara motuhake mō ia hapori - Ngā āputa LoRA e whakauru ana i ngā whakatikatika arataki kua whakamanahia e te kaihiri - Kua aromatawaihia ki ngā take whakamātautau motuhake mō ia kaihiri

Tuhipoka hanganga mō te rangatiratanga: Ko te tauira rua-papa kua whakamārama nei e whakanoho ana i ngā whakatikatika a te kaiwhakahaere papanga hei paparanga turanga, ā, ka whakarerekēhia e ngā kaipā. He tika tēnei i runga i ngā āhuatanga o te whakatinanatanga o nāianei (taputapu kounga-kaihoko, whakahaere kotahi te kaiwhakahaere), engari ka waihanga i tētahi taumata huna: ngā uara papanga hei taunoa, ngā uara kaipā hei urutau. Mō ngā kaipāpāwhiri whai mana ā-ture -- iwi, hapū, me ētahi atu rōpū e whakahaere ana i te rangatiratanga taurite, kaua ko te kōwhiringa kaiwhakamahi -- me whai te whāinga hanganga ā-roa kia taurite ngā mana whakahaere, ā, ko ngā whakatikatika puta noa i te papaanga ka whiriwhiria mā ngā pūtake i tukuna e te hapori, ehara i te mea ka whakahaua mai i runga iho. He taahiraa te tauira papa-rua o nāianei, ehara i te ūnga.

--- ## 5. Ara Whakatinana Kua Tūtohutia ### 5.1 Wāhanga 1: Tātaritanga Paerewa (Wiki 1–4) Whāinga: Whakarite i ngā paerewa aromatawai ā-taunakitanga mō te hē i roto i te tauira pūtake Llama 3.1 8B o nāianei.

Tikanga: 1. Whakahaere i te kohinga aromatawai hē 20-whakahau o nāianei (7 kāwai: hanganga whānau, whakaaturanga kaumātua, ahurea/wairua, ā-takiwā, pōuri/whara hinengaro, ingoa, māia-pono). 2. Tuhipoka i ngā whakahoatanga o te tauira i ngā paparanga 8, 16, 24, me te 32 mō ia whakahau aromatawai. 3. Tohu i ngā whakautu i runga i te paemahana 5-tohu o nāianei.

1. Tautuhia ko ēhea kāwai hē e whakaatu ana i ngā tauira taumata whakahohe kaha rawa (ngā kaitono mō te hē ā-mīhini).

Putanga: He kohinga raraunga whakahohe kua honoa ki ngā tatauranga hē, e tautuhi ana ko ēhea hē e whakaata ana (ngā tauira ōrite i ngā paparanga tuatahi) vs. e whakawhirinaki ana ki te whakaaro (e rereke ana puta noa i ngā paparanga, e pā ana ki te horopaki). ### 5.2 Wāhanga 2: Tangohanga Wīra Arataki (Wiki 5–8) Whāinga: Tangohia ngā wīra arataki mō ngā kāwai hē ā-mīhini e toru kua tautuhia hei mea nui.

Tikanga: 1. Hoahoa i ngā tokorua o ngā whakahau whakatairite mō ia kāwai whāinga (iti rawa atu 50 tokorua mō ia kāwai). 2. Tangohia ngā rerekētanga toharite o te whakahohe i ngā paparanga pai rawa atu (i tautuhia i te Wāhanga 1). 3. Whakamana i ngā wīra mā te whakamahi i ngā whakahau whakamātautau kua waiho. 4. Whakaritea ngā rahinga o ngā wīra mā te whakamahi i te huarahi kaha hurihuri a FairSteer.

Taputapu: TransformerLens, baukit rānei mō te tangohanga whakahohe; ngā tuhinga whakaritea mō te tātai me te whakamana i ngā wēti. Hua: Ngā wēti ārahi kua whakamana mō ngā kāwai pākahukahu matua, me ngā tawhā whakatikatika. ### 5.3 Wāhanga 3: Whakaurunga ki te Pipari Whakangungu (Marama 9–12) Whāinga: Whakauru i te tono wēti ārahi ki roto i te huringa whakangungu QLoRA ā-wiki.

Tikanga: 1. Tāpiri i te werohanga o te pūwāhi whakatere ki te paipa whakamātautau (whakarerekētanga whakahohe i muri i te whakawhiti whakamua). 2. Arotake i ngā putanga whakatere ki te kohinga arotake hē. 3. Whakatairite i te mahi whakatere me te mahi kāore i whakatere i runga i ngā paearu whakataurite āheinga whānui (hei ine i te hekenga o te āheinga). 4. Whakauru ki te Tractatus BoundaryEnforcer mō te tirohanga whakahaere o ngā tawhā whakatere.

Whakaurunga whakahaere: Te mātāpono Not-Separateness a Alexander -- kua whakaurua te arataki ki roto i te porowhita whakangungu me te whakamātau, ehara i te mea e whakamahia ana hei tukatuka whakamutunga. Ka arotake a Tractatus MetacognitiveVerifier i te takenga mai o ngā wīra arataki me ngā whakataunga whakatikatika. ### 5.4 Wāhanga 4: Arahitanga mō ia kaiwhakamahi (Wiki 13-16)

Whāinga: Whakaahei i te whakarite motuhake i ngā rārangi ārahi mō ia kaiwhakarato. Huarahi: 1. Whānuihia te whakangungu kaitāuta LoRA Tīra 2 kia whakauru i ngā tokorua whakatairite motuhake mō ia kaiwhakarato. 2. Tukua ngā kaiwhakahaere kaiwhakarato kia tohu i ngā tauira whakawhē i ngā putanga tauira (hei whāngai i te kohinga raraunga tokorua whakatairite). 3. Tangohia ngā rārangi ārahi mō ia kaiwhakarato hei tautoko i ngā whakatikatika puta noa i te papa.

1. Whakamana kia kore e whakaiti te arataki ā-tenanti i te whakakore hē puta noa i te papa. Hua: Pūnaha arataki papa-rua katoa: whakatikatika turanga puta noa i te papa + whakarite ahurea ā-tenanti. --- ## 6. Ngā Pātai Tuwhera me ngā Herenga ### 6.1 Whakapae Rārangi-Tika

E whakaponohia ana e ngā tikanga katoa o nāianei mō ngā pūwāhi whakatere, ka whakaatuhia te hē i runga i te arorau i roto i te wāhi whakahohe – arā, ka taea e tētahi wāhanga aronga kotahi te hopu i tētahi āhuatanga hē. Kua whakaaturia tēnei hei pono mō ētahi ariā (pērā i te kare ā-roto, te kino), engari kāore i whakamana mō ngā hē ahurea matatini e tohaina ana puta noa i ngā āhuatanga maha e pāhekoheko ana. ### 6.2 Te Whakawhitiwhiti āheinga-hē Ka whakarerekē ngā pūwāhi whakatere i ngā whakahohe, ā, ka heke pea te āheinga whānui o te tauira. Kāore i te mōhiotia te rahi o tēnei whakawhitiwhiti mō ngā tauira reo iti (3B–8B ngā tawhā). He nui ake te kaha whakaatu o ngā tauira nui ki te whakauru i ngā whakatikatika arataki me te kore ngaro o te āheinga; he tino māmā ake pea ngā tauira iti. ### 6.3 Te Raruraru o te Pūpū Huna Tūturu Mēnā ka whakamahia taua tauira kotahi e whakaputa ana i ngā hua whai pito hei waihanga i ngā tokorua whakatairite mō te tangohanga o ngā pūwāhi arataki, tērā pea ka tuku iho te tukanga tangohanga i ngā pūpū huna o taua tauira. Koinei te raru o te "wāhi huna e tiritiri ana" i tuhia ki roto i te pūrongo aitua o Tractatus o Hui-tanguru 2026. Hei whakaiti i tēnei, me whakamana ā-waho (tangata, tauira rānei) i te kounga o ngā tokorua whakatairite. ### 6.4 Te horopaki ahurea huringa me ngā rohe kāore e whakaaetia. Ehara i te mea tū tonu te hē ahurea. He tauira e tuku ratonga ana ki tētahi hapori Māori i Aotearoa e hiahiatia ana he whakarite ahurea rerekē i tētahi e tuku ana ki tētahi hapori Tiamana i Bavaria. Kāore pea e whakawhiti ngā pūwāhi ārahi i tangohia i tētahi horopaki ahurea. Ka whakatika wāhanga noa iho tēnei mā te huarahi ārahi ia-teneti (Wāhanga 4), engari ko te hoahoa i ngā tokorua whakatairite motuhake mō ia teneti e hiahiatia ana he mātau ahurea kāore e taea te aunoa. Hei mea hōhonu ake, tērā pea he rohe ahurea kāore e āhei ki te ārahi taumata papanga. I roto i te horopaki o Aotearoa, ko te whakapapa (mōhiotanga whakapapa), te tikanga (tikanga tuku iho), me te kawa (ture whakahaere) he mana nō te whakahaere a iwi me hapū, ehara i te hanganga o te papa. Mā te whakamahi i ngā aronga whakahaere puta noa i te papa ki ngā whakaaturanga o ēnei ariā – ahakoa he whakatikatika pai – ka tūpono ka whakaitia te mana mātauranga taketake ki te tirohanga o te kaiwhakahaere papa. Mō ēnei wāhanga, ko te whakautu hanganga tika pea ko te tuku mana: ka whakarato te papa i te pūnaha whakatere, engari me whakahaere e te mana ahurea e hāngai ana te tautuhi, te whakarite, me te whakahaere i ngā aronga e pā ana ki ngā mōhiotanga rangatiratanga ahurea, ehara i te rōpū hangarau o te papa. ### 6.5 Nā wai e Whakatere? Te Whakahaere i ngā Aronga Whakatere

He taputapu whakatinana tikanga ngā pūwāhi whakatere. Ko te āheinga hangarau ki te whakarerekē i te whanonga tauira i runga i tētahi āhuatanga whakawhē, ka ara ake ngā pātai ohorere mō te whakahaere ā-tari: ko wai ngā tikanga, i whakatinanahia mā he aha te tukanga e taea te wero, ā, he aha ngā huarahi whakahoki mō te hunga e pāngia ana e ēnei tikanga. Kei roto i te tono o nāianei te whakauru i te whakahaere whakatere ki roto i te anga Tractatus, engari kāore e tautuhia ana ngā mana whakatau mō ngā mahi whakatere. Me whakarārangi e tētahi tauira whakahaere katoa ngā pūwāhi whakatere ki ngā tūranga ā-tari motuhake:

| Whakatau | Ko wai e whakatau ana | Ara Whakawhē | | --- | --- | --- | | Whakamāramahia tētahi tuaka whakawhē (he aha ngā mea e kīia ana he whakawhē) | Kaiwhakahaere papanga + Poari Kaitohutohu Hapori | Whiriwhiringa ā-hapori, arotake ā-tau | | Whakaae ki tētahi pūwero ārahi mō te whakaurunga | Tractatus BoundaryEnforcer (hangarau) + kaiwhakahaere rēniti (whakataunga uara) | Ara arotake o te takenga, te nui, me te pānga o te pūwero | | Whakarite i te nui o te pūwero (tohu whakatika) | Whakatikatika ā-tere a FairSteer (hangarau) + arotake ā-tangata mō ngā rohe matatini | Rēhita mō ia whakapae, whakamōhiotanga pae | | Whakakore, whakaweto rānei i tētahi pūwāhi | Te rōpū whakahaere o te kaipā (mō ngā pūwāhi kaipā) / te kaiwhakahaere papanga (mō ngā pūwāhi papanga) | Te tukanga whakatau tautohe me ngā take kua tuhia | | Whakahaere i ngā rohe rangatiratanga ahurea (whakapapa, tikanga, kawa) | Te mana ahurea whai take (iwi, hapū) -- ehara i te kaiwhakahaere papanga | Motuhake i te whakahaere papanga; ka whakarato te papanga i te pūnaha, ehara i te mana |

Kāore anō tēnei hanganga whakahaere kia tū i roto i te whakatinanatanga. Ka whakarato te Wāhanga 4 (whakatere mā ia kaiwhakamahi) i ngā pūāhua hanganga, engari ko te paparanga whakahaere ā-tari – ko wai ngā e noho ana ki ngā poari tohutohu, me pēhea te whakawhānui i ngā tautohe, he aha te mana ahurea e tika ana mō tētahi rohe – e hiahiatia ana he mahi hoahoa ā-hapori kāore e taea te aunoa, kāore rānei e taea te whakahau e te kaiwhakahaere papanga.

Ko te tūraru o te anga whakamua me te kore o tēnei paparanga whakahaere, ka noho ngā aronga whakatere hei wāhi hou mō te mana whakahaere uara pokapū: ko te kaiwhakahaere papanga e whakatau ana he aha te hēhē, me pēhea te whakatika, ā, ka whiwhi ngā kaipāpā i ngā whakatikatika, kāore rātou e whai wāhi ki te hoahoa. Ka whakahou anō tēnei i te kore taurite mana e hiahia ana te whakamahinga rangatira kia pakaru. ### 6.6 Uaua o te Inenga

He rereke i te aitua o te tauranga 27027 (he rua noa te kōwhiringa: tika/hē), ehara te hē ahurea i te mea rua noa. Hei aromatawai mēnā ka whakaputa te tauira ārahi i ngā hua "iti ake te hē", me whai whakatau a te tangata, me te mātanga ahurea, me te aromatawai roa. Ko te paemahana tohu rima-pūnga kei roto i te kohinga aromatawai o nāianei he anga tīmatanga, engari kāore anō kia whakamātauria tōna pono me tōna tika hei ine i te whaihua o ngā aronga ārahi. --- ## 7. Whakakapi

Ko te whakatairite i waenga i te tohu me te mopu e tohu ana i tētahi wehewehenga whaihua i waenga i ngā hē e mahi ana i te taumata whakaaturanga (mīhini, i mua i te mōhio, he rite ki ngā tauira nekehanga) me ngā hē e puta ake ana mā ngā mekameka whakaaro. Mēnā ka mau tēnei wehewehenga i roto i ngā hanganga transformer – ā, e tautokona ana e ngā taunakitanga mō te whakamāramatanga mīhini – ka hiahiatia kia whakatikatikahia tētahi kāwai hē AI i te taumata whakahohe, kaua i te taumata tono.

Ka whakarato ngā tikanga arataki ā-vector (CAA, RepE, FairSteer, DSO, arataki āhuatanga o te sparse autoencoder) i te kete taputapu ariā me te mahi hei tautoko i tēnei momo urutau. He mea tino hira, me whai wāhi katoa ēnei tikanga ki ngā taumaha tauira me ngā whakahohe – he wāhi e wātea ana anake i ngā whakaurunga ā-rohe rangatira, ā, kāore e wātea mā ngā tauranga API hokohoko.

Ko te tūāpapa AI a Village Home, me ōna tauira Llama kua whakangāwarihia ki te QLoRA, tōna hanganga whakangungu papa-rua, me te whakaurunga whakahaere o Tractatus, e tū ana ā-hanganga hei kaiārahi i te whakamahi i ngā pūwāhi whakatere hei whakaiti i ngā hē ahurea i roto i te AI e mahi ana mō te hapori. Ko te huarahi whakatinana e whā-wāhanga kua tūtohutia he tūpato, he mea tūhonohono ki ngā raraunga whakamātautau, ā, i hangaia kia puta ai ngā hua ka taea te ine i roto i te 16 wiki.

Ka taea te whakaoti i te raru o te tohu-muku. Ka whakatikatika anō te taraiwa i te mutunga. Ko te pātai mō te AI rangatira, mēnā ka taea e mātou te whakatere i taua whakatikatika anō – ehara i te mea mā te kī atu ki te tauira kia "kaua e tino whai tōkeke" (he rite ki te whakahau ā-waha), engari mā te whakatikatika tika i ngā whakaaturanga e whakamunatia ana te tōkeke (he rite ki te neke ā-tinana i te peka tohu).

Mai i te tuku tuatahi o tēnei pepa, kua whakau ngā mahi aromatawai a Radhakrishnan me ētahi atu (2026) i te taumata whānui i ngā mea i tūtohutia e ngā tuhinga mō te whakamārama ā-miihini i mua: kei roto i ngā tauira reo nui ngā ariā matatini, tae atu ki ngā āhua whanonga e tino hira ana mō te haumaru, ā, kua whakamunatia mā ngā whakaaturanga, ā, ka taea te uru atu ki a rātou mā ngā tikanga whakatere ā-āhuatanga. He mea tino hira, e whakaatu ana ngā kaituhi kotahi nei ka taea e ēnei tikanga te whakakore i ngā whanonga whakahē kua whakangungua — e whakapūmau ana kua whakamātauria, ā, kua wātea te āheinga ki te whakarerekē i ngā tauira i te taumata whakaaturanga.

Ka hurihia e tēnei kitenga ngā tūraru whakahaere o te kōrero i whakatairangahia i roto i tēnei pepa. Ko te painga hanganga o te whakamahinga rangatira — arā, te uru katoa ki ngā taumaha me ngā whakahohe o te tauira — he whai wāhi, he kawenga hoki i te wā kotahi. He whai wāhi, nā te mea ka āhei i te whakakore i ngā huarahi whakaaro i runga i te ahurea, ā, e whakahaerehia ana e te hapori, pēnei i te mea e tūtohu ana tēnei pepa. He kawenga, nā te mea ko taua uru anō, mēnā kāore he hanganga whakahaere pakari, ka waiho he mata tūraru, ā, kāore rawa tēnei i ngā whakamahinga mā te API. Ehara i te pātai mēnā ka whakamahia te arataki ā-whakaahua; nā ngā hua a Radhakrishnan et al. i whakaatu kua whakamahia kē. Ko te pātai mēnā ka whakahaerehia tōna whakamahinga.

Ehara i te mea whaihua noa iho ngā anga pērā i a Tractatus i roto i tēnei taiao — he mea tika. Ko te whakatinanatanga ā-hanganga o ngā here whakahaere, ko te arotake a MetacognitiveVerifier i te takenga mai o ngā pūwāhi ārahi, me te whakatikatika kua whakamanahia e te hapori o ngā tawhā ārahi, koirā te whakautu whakahaere iti rawa e taea ana hei whakautu ki tētahi āheinga kua whakamana mā te rangahau, kua tuhia ki te marea, ā, kei te wātea ki ngā kaiuru katoa e whai wāhi ana ki ngā tauira taumaha tuwhera. Ko te whakawhanaketanga me te whakamahinga o ēnei anga me whai mana tuatahi tonu puta noa i te hapori AI rangatira.

Ngā Tautuhinga

• Elhage, N., et al. (2022). Ngā Tauira Tākaro o te Whakakotahitanga. Anthropic. - Li, K., et al. (2023). Whakauru i te Wā Whakatau: Te Whakaputa i ngā Whakautu Pono mai i tētahi Tauira Reo. NeurIPS 2023.
• Olsson, C., et al. (2022). In-context Learning and Induction Heads. Anthropic.
• Radhakrishnan, A., Beaglehole, D., Belkin, M., & Boix-Adserà, E. (2026). Exposing biases, moods, personalities, and abstract concepts hidden in large language models. Science. Published 19 February 2026.
• Rimsky, N., et al. (2023). Steering Llama 2 via Contrastive Activation Addition. arXiv:2312.06681.
• Stroh, J. (2025). Tractatus: Whakatinanatanga Hanganga mō te Whakahaere Whanaketanga AI. Pepa Mahi v0.1. - Stroh, J. & Claude (2026). Mai i ngā Tau Tauranga ki ngā Pūnaha Uara: Te Whakapae Tautuhi Tauira puta noa i ngā Rohe AI. STO-RES-0008.
• Templeton, A., et al. (2024). Te Whānui i te Monosemanticity: Te Tangohanga āhuatanga e taea te whakamārama mai i a Claude 3 Sonnet. Anthropic. - Turner, A., et al. (2023). Te Tāpiri Whakahohe: Te Whakatere i ngā Tauira Reo me te kore Whakapai. arXiv:2308.10248.
• Zou, A., et al. (2023). Representation Engineering: A Top-Down Approach to AI Transparency. Center for AI Safety.

Raihana

Manatā © 2026 John Stroh.

Kua tukuna tēnei mahi i raro i te Creative Commons Attribution 4.0 International Licence (CC BY 4.0).

Tuhipoka: Ko te waehere puna o te Tractatus AI Safety Framework kei raro anō i te Apache License 2.0. Ko tēnei raihana Creative Commons mō te tuhinga rangahau me ngā whakaahua anake.

Metadata o te Tuhinga

— End of Document —