GenAI is easy to prototype but hard to productionize. Vertex AI Agent Builder provides a unified platform for RAG, orchestration, security, and scalable deployment.
AI generates code faster than tests can cover. Coverage stays green while gaps grow. Treat AI code as untested by default and scale testing to match generation speed.
Liquibase automates schema versioning and deployment via changelogs, enabling version-controlled, rollback-ready migrations with tracking for DevOps pipelines.
Unbounded retries and autoscaling can turn minor latency into cascading outages. API reliability must be bounded and load-aware to prevent retry storms.
This article presents a practical, production-ready implementation of a skill-based agentic reviewer tailored for code, pull requests, and technical articles.
CV data issues keep recurring. I built cv-quality — a toolkit to audit datasets, catch annotation errors, find mislabeled samples, and streamline labeling.
Delta often performs better for Spark workloads, while Iceberg tends to be stronger for a multi-engine environment. The right choice depends on your platform use case.
GPUStack is an open-source tool that turns a bunch of scattered GPU machines into one managed cluster for deploying AI models behind an OpenAI-compatible API.
CORE
