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Mønstre i Applikationsudvikling med AI (Dansk Udgave)

Frigør AI'ens potentiale i dine applikationer med denne banebrydende bog om AI-drevet applikationsarkitektur. Opdag praktiske mønstre og principper til at bygge intelligente, adaptive og brugercentrerede softwaresystemer, der udnytter potentialet i store sprogmodeller og AI-komponenter.

This book is a translation into Danish of Patterns of Application Development Using AI which was originally written in English

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About

About the Book

"Mønstre i Applikationsudvikling med AI" er en banebrydende bog, der udforsker krydsfeltet mellem kunstig intelligens (AI) og applikationsudvikling. I denne bog deler Obie Fernandez, en anerkendt softwareudvikler og medstifter af den AI-drevne konsulentplatform Olympia, sine uvurderlige indsigter og erfaringer fra en etårig rejse med at bygge en AI-drevet applikation.

Lyt til en lydoversigt over bogen

Gennem en overbevisende kombination af fortællende kapitler og praktiske mønsterreferencer præsenterer Obie en omfattende guide til at udnytte kraften i store sprogmodeller (LLMs) i applikationsudvikling. Han introducerer innovative mønstre som "Mangfoldighed af Arbejdere", "Selvhelende Data" og "Kontekstuel Indholdsgenering", som giver udviklere mulighed for at bygge intelligente, adaptive og brugercentrerede applikationer.

I modsætning til andre bøger om AI, der fokuserer på teoretiske koncepter eller fordyber sig i maskinlæringsalgoritmernes kompleksitet, tager denne bog en pragmatisk tilgang. Den giver konkrete eksempler, virkelighedsnære anvendelsescases og handlingsorienterede råd om, hvordan man integrerer AI-komponenter og -funktioner i applikationsarkitekturer. Obie deler sine succeser, udfordringer og læringer og tilbyder dermed et unikt perspektiv på den praktiske anvendelse af AI i softwareudvikling.

This book is a translation into Danish of Patterns of Application Development Using AI which was originally written in English

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About the Authors

Obie Fernandez

The "one and only" Obie Fernandez is an avid writer and technology enthusiast, in addition to achieving worldwide success as an electronic music producer and touring DJ. He is a Principal Engineer at Shopify and boasts a legendary 30 year career in software development and entrepreneurship.

Obie has been CTO and co-founder of many startups including Mark Zuckerberg's beloved Andela and Trevor Owen's Lean Startup Machine. His published books include Patterns of Application Development Using AI many editions of The Rails Way and the acclaimed business title The Lean Enterprise. He also founded one of the world's best known Ruby on Rails web design and development agencies, Hashrocket and served for many years as the series editor for Addison-Wesley's Professional Ruby Series.

On the rare occasion when Obie is not busy building products, consulting clients or writing books, you can find him behind the lens of his camera or DJing in the dust at Burning Man.

Follow @obie on Twitter or email him at obiefernandez@gmail.com 

Leanpub Podcast

Episode 24

An Interview with Obie Fernandez

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Contents

Table of Contents

    • Forord af Gregor Hohpe
    • Forord
      • Om Bogen
      • Om Kodeeksemplerne
      • Hvad Jeg Ikke Dækker
      • Hvem Denne Bog Er Til
      • Opbygning af et Fælles Ordforråd
      • Bliv Involveret
      • Tak
      • Hvad med illustrationerne?
      • Om Lean Publishing
      • Om forfatteren
    • Introduktion
      • Tanker om Softwarearkitektur
      • Hvad er en Store Sprogmodel?
      • Forståelse af inferens
      • Om Ydeevne
      • Eksperimenter Med Forskellige LLM-Modeller
      • Sammensatte AI-Systemer
    Del 1: Grundlæggende Tilgange & Teknikker
    • Indsnævre Stien
      • Latent Rum: Ubegribeligt Stort
      • Hvordan Stien Bliver “Indsnævret”
      • Rå versus instruktionstunede modeller
      • Prompt Engineering
      • Prompt-destillering
      • Hvad med finjustering?
    • Retrieval Augmented Generation (RAG)
      • Hvad er Retrieval Augmented Generation?
      • Hvordan fungerer RAG?
      • Hvorfor bruge RAG i dine applikationer?
      • Implementering af RAG i Din Applikation
      • Propositionsopdeling
      • Virkelige Eksempler på RAG
      • Intelligent Forespørgselsoptimering (IQO)
      • Omrangering
      • RAG-vurdering (RAGAs)
      • Udfordringer og Fremtidsudsigter
    • Mangfoldighed af Arbejdere
      • AI-Arbejdere Som Uafhængige Genbrugelige Komponenter
      • Kontoadministration
      • E-handelsapplikationer
      • Sundhedsvæsenets anvendelser
      • AI Worker som Processtyring
      • Integration af AI-Workers I Din Applikationsarkitektur
      • Sammensættelighed og Orkestrering af AI-Workers
      • Kombination af Traditionel NLP med LLM’er
    • Brug af værktøjer
      • Hvad er værktøjsbrug?
      • Potentialet i Værktøjsanvendelse
      • Arbejdsgangen for Værktøjsanvendelse
      • Bedste praksis for værktøjsbrug
      • Sammensætning og Kædekobling af Værktøjer
      • Fremtidige Retninger
    • Strømbehandling
      • Implementering af en ReplyStream
      • “Samtalesløjfen”
      • Automatisk Fortsættelse
      • Konklusion
    • Selvhelende data
      • Praktisk casestudie: Reparation af ødelagt JSON
      • Overvejelser og Kontraindikationer
    • Kontekstuel Indholdsgenering
      • Personalisering
      • Produktivitet
      • Hurtig iteration og eksperimentering
      • AI-drevet Lokalisering
      • Vigtigheden af Brugertest og Feedback
    • Generative UI
      • Generering af tekst til brugergrænseflader
      • Definition af Generativ UI
      • Eksempel
      • Skiftet til resultatsorienteret design
      • Udfordringer og overvejelser
      • Fremtidsudsigter og Muligheder
    • Intelligent arbejdsgangsorkestrerering
      • Forretningsmæssigt behov
      • Centrale fordele
      • Centrale mønstre
      • Håndtering og Genopretning af Undtagelser
      • Implementering af Intelligent Arbejdsgangsorkestering i Praksis
      • Overvågning og Logføring
      • Skalerbarhed og Ydeevneovervejelser
      • Test og validering af workflows
    Del 2: Mønstrene
    • Prompt Engineering
      • Chain of Thought
      • Tilstandsskift
      • Rolletildeling
      • Prompt-objekt
      • Promptskabelon
      • Structured IO
      • Prompt-kædekobling
      • Prompt-omskriver
      • Response Fencing
      • Forespørgselsanalysator
      • Forespørgselsomskriver
      • Ventriloquist
    • Diskrete Komponenter
      • Prædikat
      • API-facade
      • Resultatfortolker
      • Virtuel Maskine
      • Specifikation og Test
    • Human In The Loop (HITL)
      • Overordnede Mønstre
      • Eskalering
      • Feedbacksløjfe
      • Passiv Informationsudstråling
      • Kollaborativ Beslutningstagning (CDM)
      • Kontinuerlig Læring
      • Etiske Overvejelser
      • Teknologiske Fremskridt og Fremtidsudsigter
    • Intelligent Fejlhåndtering
      • Traditionelle Fejlhåndteringstilgange
      • Kontekstuel fejldiagnose
      • Intelligent fejlrapportering
      • Forebyggende Fejlprævention
      • Intelligent Fejlgenopretning
      • Personaliseret Fejlkommunikation
      • Adaptiv Fejlhåndteringsarbejdsgang
    • Kvalitetskontrol
      • Eval
      • Sikkerhedsmekanisme
      • Sikkerhedsforanstaltninger og Evalueringer: To Sider af Samme Sag
    Ordliste
      • Ordliste

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