# Closing the AI Loop in Software Development

DevFeed: [Closing the AI Loop in Software Development](<https://devfeed.tech/articles/closing-the-ai-loop-in-software-development-27143.md>)

Original publisher: [Read original article](<https://antonioleiva.com/closing-circle-ai>)

Published: 2025-10-22T00:00:00Z

Content type: opinion

Language: en

Sources: [Antonio Leiva](<https://devfeed.tech/sources/antonio-leiva.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Development](<https://devfeed.tech/topics/development.md>), [API](<https://devfeed.tech/topics/api.md>), [Code](<https://devfeed.tech/topics/code.md>), [Persistence](<https://devfeed.tech/topics/persistence.md>), [ui](<https://devfeed.tech/topics/ui.md>), [adb](<https://devfeed.tech/topics/adb.md>), [Chrome](<https://devfeed.tech/topics/chrome.md>), [MCP](<https://devfeed.tech/topics/mcp.md>), [Playwright](<https://devfeed.tech/topics/playwright.md>), [Prisma](<https://devfeed.tech/topics/prisma.md>)

Tags: [adb](<https://devfeed.tech/tags/adb.md>), [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [api](<https://devfeed.tech/tags/api.md>), [chrome](<https://devfeed.tech/tags/chrome.md>), [code](<https://devfeed.tech/tags/code.md>), [development](<https://devfeed.tech/tags/development.md>), [interface](<https://devfeed.tech/tags/interface.md>), [openapi](<https://devfeed.tech/tags/openapi.md>), [persistence](<https://devfeed.tech/tags/persistence.md>), [playwright](<https://devfeed.tech/tags/playwright.md>), [schema](<https://devfeed.tech/tags/schema.md>), [software](<https://devfeed.tech/tags/software.md>), [software-development](<https://devfeed.tech/tags/software-development.md>)

## AI overview

The article argues that AI coding agents become more capable when they can access and interact with the full development environment. It recommends controlled access to the codebase, database, backend APIs, and user interface so agents can inspect data, verify API responses, test interfaces, and diagnose or fix issues.

## Source excerpt

Everything Android, Kotlin and other random topics