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Data ingestion for AI: Laptop displaying charts on circuit board.

What is Data Ingestion? Your Guide to Efficient AI

Are your AI projects moving slower than you’d like? You have the talent and the ambition, but progress feels stalled. Before you look at your models...

Published 08/25 18 minute read
Databricks alternatives

Top Databricks Alternatives for Modern AI Development in 2025

Databricks is a cloud-based data and AI platform designed to unify data engineering, data science, analytics, and machine learning workflows. Founded...

Published 08/25 6 minute read
Optimized MLOps pipeline for efficient machine learning workflows.

MLOps Pipeline Optimization: A Complete Guide

Getting a machine learning model (ML) from a data scientist's laptop into a live production environment is often a slow, manual, and frustrating...

Published 08/25 18 minute read
Best open-source MLOps tools for building your ML stack.

Best Open-Source MLOps Tools to Build Your ML Stack

Machine learning (ML) is fundamentally a team sport, but too often, data scientists, engineers, and operations teams feel like they're playing...

Published 08/25 20 minute read
Google Vertex Alternatives: Portability, Compliance, and Control

Google Vertex Alternatives: Portability, Compliance, and Control

Google Vertex AI is Google Cloud’s fully managed AI and ML development platform. Launched in 2021, it consolidated services like AutoML, AI Platform,...

Published 08/25 7 minute read
illustration of Cake's speed

How to Build Scalable GenAI Infrastructure in 48 Hours (Yes, Hours)

Learn how Cake helped a team scale GenAI infrastructure in just 48 hours. Secure, observable, and composable, no glue code or rewrites required....

Published 08/25 4 minute read
GPT-5 Is Here. So Why Are You Still Waiting to Build?

GPT-5 Is Here. So Why Are You Still Waiting to Build?

The release of OpenAI’s GPT-5 is the latest watershed moment for generative AI, pushing the boundaries of what's possible with LLMs. For engineering...

Published 08/25 3 minute read
MLOps vs. DevOps: Gears and tech represent their interplay.

MLOps vs. DevOps: Understanding the Key Differences

Your data science team just built a groundbreaking machine learning model. The potential is huge. But now comes the most common challenge: getting...

Published 07/25 17 minute read
Building AI-powered SaaS solutions: Common challenges.

Building AI-Powered SaaS: Overcoming Common Challenges

Building a powerful AI model is one thing; getting people to trust and use it is another challenge entirely. If your users feel your AI is a "black...

Published 07/25 21 minute read