Gemini Code Assist for Developer Productivity Code Plan Build Deploy O perate M onitor Release Test 

Punsiri Boonyakiat - Senior Data Engineer @ CJMORE - Speaker @ Women Tech Maker 2024 - Speaker @ LINE DEV CONFERENCE 2021 - Speaker @ Skoodio & DATA TH about Gemini Code Assistance in Data Engineering Linkedin: https://www.linkedin.com/in/punsiri-boonyakiat-13909786/ Introduction 

Are you a Software Tester, Developer, Data Science , or Data Engineer ? 

be 40% more productive? Would you like to 

Agenda 01 What is Generative AI 02 How AI code-assisted boost productivity 03 Demo : AI-assisted Dev workflow 04 Summary 

What is GenAI 

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Discriminative vs. Generative AI 

Type of Generative AI based on Input Data 

Type of Generative AI based on Input Data 

Generative AI & Use-Case Overview 

Interact with LLM - Prompting Technique 

Challenges in Large Language Model Hallucination 

How AI code-assist boost developer productivity 

Example of Today’s Tech Landscape 

AI? Source: @forrestbrazeal 

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The traditional developer workflow Define project goals, scope and requirements. Create software architecture, user interface, and system design. Write code, implement features, and integrate components. Conduct unit tests, integration tests, and end-to-end tests to ensure code quality and functionality. Release the application to staging or production environments. Continuously monitor the application's performance, user feedback, and identify areas for improvement. Plan Design Code Release Monitor Test 

Code Assistants Landscape 

The AI-assisted workflow 

AI 

44% of developers are already using AI tools in their workflow Stack Overflow Source: Stack Overflow 2023 Developer Survey 

Why you should consider using an AI coding assistant ? 

Code answers Guided migration Autocomplete Code chat Find bugs Automate code generation Automating test generation Automate bug fixing Automate code migrations The AI-assisted developer workflow Augment Intelligent agents Automate Spectrum of possibilities 

Gemini Code Assist 

In this approach we create an anthemic opener showing real people using A.I. to do amazing things. This can be everyday people In this approach we create an anthemic opener showing real people using A.I. to do amazing things. This can be everyday people 97% Statistic Caption In this approach we create an anthemic opener showing real people using A.I. to do amazing things. This can be everyday people Assistance across multiple surfaces Gemini Advanced Gemini Code Assist (VSCode, JetBrains) Gemini in IDX Gemini in Android Studio Gemini in Colab Gemini in Google Cloud Chat In-editor Code Assist AI developer assistance 

Right-click and select ‘Replace image’ gemini.google.com Gemini Advance (web based) 

Gemini Code Assist in Cloud Shell Gemini Code Assist in Visual Studio Code 

Available for multiple IDEs and developer surfaces, multiple language 

The AI-assisted developer workflow Requirements analysis User story generation UX design assistance Architecture diagrams Design > Code Code generation Code autocompletion Code answers Code migrations Assistive debugging Test case generation Test data-sets Test automation Deploy insights Autofix issues Automation script writing Generate CI/CD pipelines Anomaly detection Feedback analysis AI-support tools Design Code Plan Test Release Monitor 

DEMO: AI-Assisted Dev workflow 

To Start: Enable Gemini for Google Cloud 

To Start: Add Gemini Code Assist Extension in VSCode 

Code answers Guided migration Autocomplete Code chat Find bugs Automate code generation Automating test generation Automate bug fixing Automate ocument generation The AI-assisted developer workflow Augment Intelligent agents Automate Spectrum of possibilities 

Gemini คัดสรร https://github.com/punsiriboo/gemini-code-assist-for-dev 

https://github.com/punsiriboo/gemini-code-assist-for-dev Prompt: สรางเว็บไซตแบบ Static ที่มีชองกรอกชื่อ จากนั้นสุมบานในแฮรรี่ พอตเตอรให และแสดงชื่อและบานของคุณ โดยใช HTML และ JavaScript ผลลัพธเปน ชือ และบอกวาอยูบานไหนโดยใช รูปจาก folder images 

https://github.com/punsiriboo/gemini-code-assist-for-dev Prompt: # generate function to random house in Harry potter and boardcast using BroadcastRequest # send ImageMessage contain house png image from https://storage.googleapis.com/gemini-code-assist-beat/ # send TextMessage contain house name and house description 

Summary 

AI across the software development workflow Code Generation Code Summarization Unit test generation Code refactoring Code migration Vulnerability scanning Automated release planning Streamline git process Assisted documentation Inner loop Outer loop Code Plan Build Deploy O perate M onitor Release Test 

AI-assisted: best practices Include enough context Evaluate the output Augment, don’t replace Include the full error message and any relevant code Include code or data example context Critically evaluate any suggested fixes or explanations AI augments your skills, but doesn’t replace them 

Include enough context Evaluate the output Augment, don’t replace Include the full error message and any relevant code Critically evaluate any suggested fixes or explanations AI augments your skills, but doesn’t replace them AI-assisted: best practices 

Include enough context Evaluate the output Augment, don’t replace Include the full error message and any relevant code Critically evaluate any suggested fixes or explanations AI augments your skills, but doesn’t replace them AI-assisted: best practices 

Include enough context Evaluate the output Augment, don’t replace Include the full error message and any relevant code Include code or data example context Critically evaluate any suggested fixes or explanations AI augments your skills, but doesn’t replace them AI-assisted: best practices 

Flow in Gemini-code Assist 

Gemini Coding Assistance Utility 

How Coding Assistance may shape your Dev Workflow ? 

Balancing Between Generative AI Code Assist Benefit vs.Challenge 

ฝากไปอ่าน ติดตาม บทความ medium กันได้นะค่ะ https://medium.com/@punsiriboonyakiat