Back

Gigaversity

Gigaversity.inย โ€ขย 2d

How We Reduced Docker Image Size by 70% Using AI-Powered Tree Shaking The Problem: Our Next.js + FastAPI Docker images ballooned to 1.2GB, severely impacting CI/CD pipelines. Traditional fixesโ€”like multi-stage builds and the Alpine base imageโ€”only scratched the surface The Breakthrough Solution: 1๏ธโƒฃ Trained a Custom CNN Model: Analyzed dependency trees to predict which layers/files were redundant. 2๏ธโƒฃ Integrated Googleโ€™s SlimToolkit: Automated AI-guided layer pruning without breaking runtime dependencies. 3๏ธโƒฃ Static Analysis + Runtime Validation: Ensured pruned images retained critical binaries (e.g., OpenSSL). Result: Images shrank to 400MB (70% reduction) with zero runtime errors. Why This Is a Game-Changer: Beyond Manual Optimization: Unlike typical "use Alpine" advice, AI identified hidden bloat (e.g., unused locale files, dev dependencies). Precision Over Guesswork: Manual reviews miss subtle dependencies; our CNN model flagged low-usage packages with 98% accuracy. Scalable for Microservices: Applied across 50+ services, saving 400 GB+ in registry storage and slashing deployment times. Key Takeaway: AI-driven static analysis isnโ€™t just hypeโ€”itโ€™s the future of DevOps. By automating optimization, we achieved results 2-3x better than manual methods, with safer, reproducible outcomes. ๐Ÿ’ก Think your Docker images are lean? Whatโ€™s the smallest youโ€™ve achieved, and how? Letโ€™s Discuss this below! ๐Ÿ‘‡ #Gigaversity #Codesimulations #FullStackDevelopment #DevOps #Docker #FastAPI #Nextjs #BackendDevelopment #AIinTech #AIDevOps #MachineLearning #CloudComputing #SoftwareEngineering #AITools #Microservices #CICD #DeveloperLife #CodingCommunity #PythonDevelopers #JavaScript #BuildInPublic

0 replies4 likes

More like this

Recommendations from Medial

Image Description

Abhishek Talole

DevOps Engineer @Dre...ย โ€ขย 4m

Hii there, This is Abhishek I am a DevOps Engineer Looking for the opportunity.I have solid background in DevOps,AWS,Docker, Kubernetes, microservices and Python,I am also familiar with Gen AI Technologies.

1 replies2 likes
1
Image Description
Image Description

Sravya Raj

Pre-final year stude...ย โ€ขย 1m

We're Hiring Full Stack Developers! ๐Ÿš€ Looking for devs skilled in React.js / Node.js / Django / GraphQL to build a scalable AI-powered platform with real-time collaboration & microservices. โœ… Frontend: React.js, TypeScript, Tailwind โœ… Backend: Nod

See More
3 replies3 likes

Etchno

eTechnocratsย โ€ขย 6m

๐Ÿš€ Optimizing Docker builds goes beyond just speed; itโ€™s a game-changer for reducing deployment costs, enhancing security, and ensuring consistency! ๐Ÿ› ๏ธ Every layer and dependency countsโ€”large images can slow down deployments and inflate costs. Don't

See More
0 replies5 likes

Aroneo

| Technologist | ML ...ย โ€ขย 2m

The Future of DevOps: AI, Security, and Beyond! DevOps has evolved from a process to a digital transformation powerhouse. Emerging trends like AI-powered automation, security as code, and microservices are redefining the landscape. ๐Ÿ’ก AI in DevOps

See More
0 replies3 likes
Image Description

Abhishek Talole

DevOps Engineer @Dre...ย โ€ขย 4m

I am now accepting freelance projects in DevOps and Generative AI domains. With hands-on experience in cutting-edge technologies, here's what I bring to the table: DevOps Expertise Proficient in Docker and Kubernetes for containerization and orches

See More
2 replies4 likes
Image Description

Himanshu Singh

Help you to build yo...ย โ€ขย 4m

As a backend engineer. You should learn: - System Design (scalability, microservices) -APIs (REST, GraphQL, gRPC) -Database Systems (SQL, NoSQL) -Distributed Systems (consistency, replication) -Caching (Redis, Memcached) -Security (OAuth2, JWT

See More
1 replies4 likes
1
Anonymous
Image Description

Hi! Iโ€™m an experienced Spring Boot Developer with expertise in building scalable microservices, REST APIs, and robust backend systems. Skilled in Java, Spring Framework, Hibernate, and database management (MySQL, MongoDB), I also bring knowledge of D

See More
1 replies2 likes
Image Description
Image Description

Chetan Bhosale

Software Engineer | ...ย โ€ขย 5m

๐Ÿš€ 6 Skills to Master in 2025 to Become a 10x Engineer 1๏ธโƒฃ Full Stack Development: Master both frontend & backend for end-to-end project ownership. 2๏ธโƒฃ AI Integration: Learn to work with AI tools & seamlessly integrate them into your projects. 3๏ธโƒฃ A

See More
6 replies3 likes
Image Description
Image Description

Arnav Goyal

https://arnavgoyal.m...ย โ€ขย 1m

Introducing Nodey โ€“ A Low-Code Platform for Building LLM Flows and AI Agents Locally I'm building a project called Nodey, a low-code, drag-and-drop platform that helps you create LLM workflows and AI agents without needing to write a lot of code. C

See More
4 replies12 likes
4

Himanshu Sharma

YOURCAARTย โ€ขย 3m

**๐Ÿš€ Join Our Tech Team at YourCaart โ€“ Building the Future of Quick Commerce!** Hey everyone, Weโ€™re **YourCaart**, an **AI-driven quick commerce startup** on a mission to bring **fast, reliable deliveries** to Indiaโ€™s **Tier 2/3 cities**. As we

See More
0 replies
1

Download the medial app to read full posts, comements and news.