How consolidating tools, workflows, and engineering systems can reduce complexity and help startups build faster Table of Contents Early-stage startups usually choose tools based on immediate needs. One vendor...
A practical guide to estimating training data requirements based on quality, complexity, and real-world performance Table of Contents One of the first questions teams ask when building a machine...
OpenAI Dots introduce a different way of working with AI, where agents can maintain context, stay connected to your work, and continue making progress beyond a single conversation. For...
Set up identity, permissions, AWS accounts, regions, subscriptions, and developer access without giving every Kiro user unnecessary AWS privileges. Kiro IAM and AWS environment setup for enterprise teams requires...
Plan CIDRs, routing, connectivity, security, and ownership before multiple AWS accounts turn networking into a maintenance problem. A multi-account AWS environment gives teams better isolation, security boundaries, and ownership,...
Beyond Unit Tests Build reliable AI products by testing models, prompts, data, workflows, and production behavior together Traditional unit tests are important, but they cannot fully validate an AI-native...
Scale model inference with demand while keeping GPU, CPU, and endpoint costs under control Machine learning inference costs can rise quickly when endpoints are provisioned for peak traffic but...
Keep AI-assisted development aligned with the original feature goal from requirements through implementation AI coding tools can move quickly from a simple feature request to changes that were never...
A practical troubleshooting guide for file patterns, workspace roots, hook versions, enabled states, and trigger behavior Kiro Agent Hooks can automate tasks when files are created, saved, or deleted,...
A practical guide to writing clear, testable requirements that Kiro can turn into better designs and implementation tasks Kiro uses requirements.md as the starting point for its Spec workflow,...