Aw a de rayt sɔftwɛl wit LLM dɛn

"Di LLM nɔ de tek di ples fɔ di divɛlɔpa; i de ridifayn di divɛlɔpa in wok frɔm wan skripchɔ fɔ sintaks to wan strateji man fɔ di sistɛm dɛn."

Di Fiuja na Kɔmpozibl

Dis evolushɔn na mi kraft de sho wan big shift na softwea divɛlɔpmɛnt to kɔmpozibiliti ɛn ay-lɛv ɔkestrashɔn. Rayt softwe wit LLM na less bɔt di raw akt fɔ kɔd ɛn mɔ bɔt fɔ disayn intɛligent wokflɔ, kurayt autput, ɛn manej kɔmplisiti. I de gi mi pawa fɔ bil mɔ strɔng sistɛm dɛn fast fast bay we a de ɔflɔd kɔgnitiv lod. Dis alayns pafɛkt wan wit di vishɔn fɔ wan modular biznɛs OS. Jɔs lɛk aw Mewayz de mek biznɛs dɛn ebul fɔ kɔmpoz dɛn ɔpreshɔn frɔm di bɛst-in-klas mɔdyul dɛn, LLM dɛn de alaw mi fɔ kɔmpoz sɔftwɛl frɔm intɛligent tɔk-tɔk, blend jenarayz kɔd wit dip ɛkspɛriɛns fɔ bil wetin de nɛks.

Kwɛshɔn dɛn we dɛn kin aks bɔku tɛm

Aw A De Rayt Sɔftwɛl wit LLM dɛn

Fɔ lɔng tɛm, fɔ rayt sɔftwɛl na bin dip solitary, ditel-obsessed kraft. Di flɔ stet bin oli, ɛn ɛni intarapshɔn—wan sɛntaks we dɛn dɔn fɔgɛt, wan tediɔs bɔyla plet sɛtup—kin brok am. Tide, di we aw a de du tin rili difrɛn. A dɔn intagret Big Langwej Mɔdal (LLM) as kɔlabɔraytiv patna, transfɔm nɔto jɔs mi spid, bɔt di rial akitɛkɛt fɔ mi tinkin. I smɔl bɔt fɔ grind tru kɔd ɛn mɔ bɔt fɔ ɔkestra intɛligent sistɛm dɛn. Dis shift na di prɛsishɔn wetin mek pletfɔm dɛn lɛk Mewayz de resɔn wit mi; dɛn ɔndastand se di mɔdan biznɛs tul dɛn nɔ fɔ bi wan wan fɔt, bɔt na fleksibul, kɔmpozibl sistɛm dɛn we de adap to nyu paradaym dɛn. Na so a de leva LLM fɔ bil sɔftwɛl insay dis nyu tɛm.

Frɔm Akitekt to Ɛditɔ: Difayn di Bluprint

Di chenj we rili impɔtant na usay a de bigin. A nɔ de opin IDE igen ɛn bigin fɔ tayp wan klas. Bifo dat, a kin opin wan chat intafeys ɛn bigin fɔ tɔk bɔt di prɔblɛm insay klia Inglish. A de artikul di modul in purpose, in inputs, outputs, ɛn di biznɛs lɔjik insay mɔtalman tɛm. A spɛsifa di tek stak, ɛni rilevɛns patɛn, ɛn nɔ-fɔnshɔnal rikwaymɛnt. Di LLM de akt lɛk wan rapid protɔtayp, we de tɔn dis narativ to fɔs draft fɔ kɔd. Dis de fos inkridibul klia upfront; if a noh ebul foh ehksplehn am klia wan to di mohdel, di kohnsept noh redi. Na prɔsis we de mirɔ di modular filɔsofi fɔ Mewayz—we yu de difayn klia, indipɛndɛnt fɛnshɔn dɛn bifo yu wɔri bɔt dɛn implimɛnt.

Di Iterativ Daylɔg: Rifayn ɛn Dibɔg

Di initial kod draft nɔ de ɛva pafɛkt, ɛn na dat na di pɔynt. Di rial majik de apin insay di itɛrativ dayalɔg we de fala. Dis na di say we a kin chenj frɔm akitɔk to ɛditɔ. a ron di kohd, mit wan mistek o wan edj kes, en den konvayt wit di LLM fo fiks am. Di prɔmpt dɛn kin bi mɔ prɛsis: "Di fɛnshɔn de fel we di yuza list ɛmti. Modify am fɔ ritɔn wan difɔlt ɔbjɛkt ɛn lɔg wan wɔnin." Di LLM de tɔk bɔt di fix, bɔku tɛm dɛn kin ɛksplen di rizin. Dis bak-ɛn-fɔd de mek di dibɔg ɛn rifaktɔri kwik kwik wan. I tan lɛk se a gɛt pe programma we kin mɛmba ɛvri API dɔkyumentri we dɛn dɔn ɛva rayt wantɛm wantɛm, we kin alaw mi fɔ pe atɛnshɔn pan di ay-ɔda lɔjik ɛn sistɛm dizayn.

Augment, Nɔ Riples: Di Mɔtalman na di Lup

I impɔtant fɔ tɔk se di LLM nɔ de rayt di fayn prodak; A du. I de mek a ebul fɔ du mɔ. A de yuz am fɔ di ebi ebi liftin fɔ ripit wok ɛn fɔs ɛksplɔrɔshɔn, bɔt di fayn akitɔkchral disizhɔn dɛn, sikyɔriti rivyu dɛn, ɛn nyuans biznɛs lɔjik intagreshɔn dɛn na mi yon. Di mɔdel kin jenarayz tri we fɔ impruv wan ficha; A kin evalyu dɛn bay di pefɔmɛns, mentenɛns, ɛn aw dɛn fit insay di brayt sistɛm. Dis mɔtalman-in-di-lɔp mɔdel de mek shɔ se kwaliti ɛn ɔnaship. Insay dis kɔntɛks, di kɔd we dɛn dɔn jenarayz kin bi ɔda mɔdyul kɔmpɔnɛnt fɔ asɛs ɛn intagret—na prɔses we kin fil lɛk se i nɔmal we i de wok insay wan fleksibul OS lɛk Mewayz, usay difrɛn savis ɛn data sɔs dɛn de kɔntinyu fɔ ɛvaluet ɛn kɔnɛkt.

Mi LLM-Pawa Wokflɔ Chɛklist

Fɔ wan tipik nyu ficha ɔ mɔdyul, mi prɔses naw de fala dɛn step ya ɔltɛm: