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@Thepracticaldev

A constructive and inclusive social network for software developers. With you every step of your journey.

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News

DEV Community
dev.to > rileykim > how-i-cut-my-ai-bill-from-500-to-12-a-bootcamp-devs-story-32pl

How I Cut My AI Bill From $500 to $12: A Bootcamp Dev's Story

3+ week, 3+ day ago   (1817+ words) I still remember the day my OpenAI bill showed up. Five hundred dollars. For one month. I stared at it like it was a parking ticket written in a language I didn't speak. Let me back up. I graduated from…...

DEV Community
dev.to > airtruffle > mlops-in-travel-from-notebook-to-production-in-30-days-250a

MLOps in Travel: From Notebook to Production in 30 Days

3+ week, 6+ day ago   (652+ words) Let me walk you through how this transformation happens in practice, using a hotel ranking system as our example. This isn't theoretical—it's a pattern I've refined through multiple implementations across different travel verticals. Week two is where feature engineering…...

DEV Community
dev.to > anshul_02 > production-grade-cicd-for-databricks-the-gatekeeping-strategy-real-teams-use-2c7a

Production-Grade CI/CD for Databricks: The Gatekeeping Strategy Real Teams Use

3+ week, 3+ day ago   (568+ words) Map Git branches → Databricks Asset Bundle targets → physical workspaces. Never deploy dev code straight to prod — always promote through a fixed path. This is the backbone of everything below: promotion is one-directional and gated, never a direct write to prod…...

DEV Community
dev.to > firfircelik > azure-synapse-databricks-a-migration-playbook-that-survives-production-nge

Azure Synapse Databricks: A Migration Playbook That Survives Production

1+ week, 2+ day ago   (455+ words) Azure Synapse → Databricks: A Migration Playbook That Survives Production A field-style... Tagged with databricks, azure, dataengineering, etl....

DEV Community
dev.to > achyut_srivastava_2a77b5d > building-luxurai-an-experimental-ai-operating-system-in-public-beta-14-year-old-solo-developers-dii

Building LuxurAI: An Experimental AI Operating System in Public Beta — 14-Year-Old Solo Developer's Journey

3+ week, 2+ day ago   (534+ words) Architectural Deep Dive: LuxurAI's AI-Powered Desktop Revolution The Vision LuxurAI aims to make advanced AI accessible to everyone by eliminating foreign currency subscription barriers. With a ₹0.25 per credit model, we enable students, creators, and indie developers to build, automate, and…...

DEV Community
dev.to > digitalengineering > why-most-ai-applications-fail-in-production-lessons-developers-should-know-1c5

Why Most AI Applications Fail in Production: Lessons Developers Should Know

1+ week, 3+ day ago   (667+ words) Developers can now connect powerful AI models, create interfaces, and build functional prototypes in a relatively short time. However, creating a production-ready AI system is a much bigger challenge. A prototype can demonstrate that an idea works. A production system…...

DEV Community
dev.to > coldstorage > own-your-workflow-an-open-source-automated-proxy-generation-and-cold-storage-tiering-mam-1p1m

Own Your Workflow: An Open Source Automated Proxy Generation and Cold Storage Tiering MAM

4+ week, 13+ hour ago   (876+ words) What if the streaming experience wasn't tied to a specific cloud service? What if your existing storage—whether that's an AWS S3 bucket, a TrueNAS server, a Ceph cluster, or a MinIO deployment—could provide the same instant-access workflow while remaining…...

DEV Community
dev.to > lee_x > building-leex-admin-designing-a-command-center-for-a-data-heavy-platform-2nfh

Building LeeX Admin: Designing a Command Center for a Data-Heavy Platform

3+ week, 4+ day ago   (546+ words) Building the user-facing side of a platform is usually the exciting part. But once the platform starts generating thousands or millions of records, another product becomes just as important: For LeeX, the admin dashboard isn't simply a page showing numbers....

DEV Community
dev.to > mtahir27 > deploying-slms-in-production-fine-tuning-vs-context-engineering-4e95

Deploying SLMs in Production: Fine-Tuning vs Context Engineering

1+ day, 6+ hour ago   (377+ words) Choosing the wrong paradigm for SLM deployment has immediate, material consequences. Let's look at the operational issues that plague modern enterprise deployments: When engineers rely entirely on context engineering (prompting, zero-shot/few-shot injection, dynamic RAG) to force a general SLM…...

DEV Community
dev.to > sam_manox > understanding-the-git-workflow-working-directory-staging-commit-and-push-14c9

Understanding the Git Workflow: Working Directory, Staging, Commit, and Push.

3+ week, 14+ hour ago   (201+ words) At this point, the code has changed in your code editor but no permanent version of this on Git, so this is the working directory. The changes haven’t been committed; it tells you I can see the changes, but you…...

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