Pragmatic Starter Kit: Build Your Foundation
Version control, automated testing, and continuous integration create a reliable software development foundation that makes quality repeatable.
Version control, automated testing, and continuous integration create a reliable software development foundation that makes quality repeatable.
Most multi-agent failures happen at transfer boundaries. Learn how to design a compact handoff contract so the next agent gets the right intent, constraints, status, evidence, next action, and stop condition without inheriting noisy transcript history.
Long context windows do not solve long-running agent state. This article explains why summarization is really state compression, how to design structured summaries, when to trigger compaction, and how to detect behavioral drift before bad memory causes wrong tool calls or broken constraint handling.
Most teams think they are choosing a framework. In practice, they are choosing what they will be able to see, control, and recover when an agent fails. This article explains the execution layer, orchestration layer, state tradeoffs, and the real architectural decisions behind a modern agent stack.
If an agent fails and you only have the final answer, you are debugging blind. This article explains how useful traces expose the exact step, tool, state, or context failure that actually broke the run.
If you repeat the same text work twice, it is already time to automate it.
Master your editor and you’ll double your productivity.
We use cookies to improve your experience on our site. By using our site, you consent to cookies.
Manage your cookie preferences below:
Essential cookies enable basic functions and are necessary for the proper function of the website.
These cookies are needed for adding comments on this website.
Statistics cookies collect information anonymously. This information helps us understand how visitors use our website.
Google Analytics is a powerful tool that tracks and analyzes website traffic for informed marketing decisions.
Service URL: policies.google.com (opens in a new window)