# Refactoring

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## Getting started with AI governance 🔒

DevFeed: [Getting started with AI governance 🔒](<https://devfeed.tech/articles/getting-started-with-ai-governance-39814.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/getting-started-with-ai-governance>)

Author: Luca Rossi

Published: 2026-09-16T13:03:30Z

Content type: article

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [ai-governance](<https://devfeed.tech/topics/ai-governance.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Tool](<https://devfeed.tech/topics/tool.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-governance](<https://devfeed.tech/tags/ai-governance.md>), [governance](<https://devfeed.tech/tags/governance.md>), [tools](<https://devfeed.tech/tags/tools.md>)

### AI overview

A primer on governing people, agents, tools, and actions in AI systems.

### Source excerpt

A primer on how you should think about governing people, agents, tools, and actions.

## Moving AI Coding Agents from Local Hardware to Cloud Hosting

DevFeed: [Moving AI Coding Agents from Local Hardware to Cloud Hosting](<https://devfeed.tech/articles/my-agents-are-moving-to-the-cloud-39821.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/my-agents-are-moving-to-the-cloud>)

Author: Luca Rossi

Published: 2026-09-08T07:04:07Z

Content type: opinion

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Cloud](<https://devfeed.tech/topics/cloud.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [ai-coding](<https://devfeed.tech/topics/ai-coding.md>), [Bot](<https://devfeed.tech/topics/bot.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [MCP](<https://devfeed.tech/topics/mcp.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>)

### AI overview

A personal essay about moving AI coding workflows from a Mac Mini and laptop toward cloud hosting. It describes shifting from a single local orchestrator agent to a five-agent Grok Bot panel hosted in the cloud, alongside updates to the author's Tolaria development workflow.

### Source excerpt

How I moved most orchestration to Grok Bot

## Match Software Quality Controls to Customer Impact and Technical Risk

DevFeed: [Match Software Quality Controls to Customer Impact and Technical Risk](<https://devfeed.tech/articles/quality-controls-storytelling-reps-and-weekly-readings-39824.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/quality-controls-storytelling-reps>)

Author: Luca Rossi

Published: 2026-09-07T07:03:38Z

Content type: opinion

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Risk](<https://devfeed.tech/topics/risk.md>), [Software](<https://devfeed.tech/topics/software.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>)

Tags: [essay](<https://devfeed.tech/tags/essay.md>), [risk](<https://devfeed.tech/tags/risk.md>), [software](<https://devfeed.tech/tags/software.md>)

### AI overview

This commentary argues that software quality controls should reflect a change's customer impact and technical risk. It describes a maturity path from individual quality advocacy to team-wide principles and processes.

### Source excerpt

Monday Ideas -- Edition #224

## Making AI agents work in your team 🤖 -- with Dennis Pilarinos

DevFeed: [Making AI agents work in your team 🤖 -- with Dennis Pilarinos](<https://devfeed.tech/articles/making-ai-agents-work-in-your-team-with-dennis-pilarinos-39819.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/making-ai-agents-work-in-your-team>)

Author: Luca Rossi

Published: 2026-09-04T07:01:38Z

Content type: opinion

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Loop Engineering](<https://devfeed.tech/topics/loop-engineering.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>)

### AI overview

A Refactoring Podcast episode about making AI agents work effectively within a team, featuring Dennis Pilarinos.

### Source excerpt

Watch now | Refactoring Podcast - Episode 71

## How to Think About AI to Become a Better Version of Yourself

DevFeed: [How to Think About AI to Become a Better Version of Yourself](<https://devfeed.tech/articles/mental-marathoners-39820.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/mental-marathoners>)

Author: Luca Rossi

Published: 2026-09-02T07:02:07Z

Content type: opinion

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>)

### AI overview

An opinion article about thinking about AI as a way to become a better version of yourself.

### Source excerpt

How to think about AI in order to become a better version of yourself.

## Onboarding roulette and recurring AI "Aha" meetings: ideas for reducing user friction and sharing team learning

DevFeed: [Onboarding roulette and recurring AI "Aha" meetings: ideas for reducing user friction and sharing team learning](<https://devfeed.tech/articles/onbarding-roulette-aha-ai-meetings-and-weekly-readings-39822.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/onbarding-roulette-aha-ai-meetings>)

Author: Luca Rossi

Published: 2026-08-31T07:03:19Z

Content type: opinion

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [meetings](<https://devfeed.tech/topics/meetings.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Users](<https://devfeed.tech/topics/users.md>), [account](<https://devfeed.tech/topics/account.md>), [App](<https://devfeed.tech/topics/app.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>), [Support](<https://devfeed.tech/topics/support.md>)

Tags: [account](<https://devfeed.tech/tags/account.md>), [ai](<https://devfeed.tech/tags/ai.md>), [app](<https://devfeed.tech/tags/app.md>), [meetings](<https://devfeed.tech/tags/meetings.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [process](<https://devfeed.tech/tags/process.md>), [support](<https://devfeed.tech/tags/support.md>), [users](<https://devfeed.tech/tags/users.md>)

### AI overview

This newsletter presents two team practices. Graphite randomly deletes an employee's account so they repeatedly experience product onboarding and uncover friction. It also describes recurring AI "Aha" meetings where everyone shares an AI-related win, failure, surprise, or odd discovery.

### Source excerpt

Monday Ideas -- Edition #223

## Community updates: taking time off, AI club, and next events 💬

DevFeed: [Community updates: taking time off, AI club, and next events 💬](<https://devfeed.tech/articles/community-updates-taking-time-off-ai-club-and-next-events-39813.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/community-updates-taking-time-off>)

Author: Luca Rossi

Published: 2026-08-28T07:01:45Z

Content type: article

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [sessions](<https://devfeed.tech/topics/sessions.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Processes](<https://devfeed.tech/topics/processes.md>), [legacy](<https://devfeed.tech/topics/legacy.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [community](<https://devfeed.tech/tags/community.md>), [events](<https://devfeed.tech/tags/events.md>), [ownership](<https://devfeed.tech/tags/ownership.md>), [processes](<https://devfeed.tech/tags/processes.md>), [projects](<https://devfeed.tech/tags/projects.md>), [sessions](<https://devfeed.tech/tags/sessions.md>), [slack](<https://devfeed.tech/tags/slack.md>)

### AI overview

A community update recaps discussions from the August Mastermind and AI Club, including planning time off without disrupting team ownership, AI learning and legacy migrations, and upcoming events.

### Source excerpt

A special edition focused on our community activities!

## Protecting reasoning, getting your hands dirty, and weekly readings 📚

DevFeed: [Protecting reasoning, getting your hands dirty, and weekly readings 📚](<https://devfeed.tech/articles/protecting-reasoning-getting-your-hands-dirty-and-weekly-readings-39823.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/protecting-reasoning-getting-your>)

Author: Luca Rossi

Published: 2026-08-24T07:50:13Z

Content type: opinion

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [developers](<https://devfeed.tech/tags/developers.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>)

### AI overview

This newsletter edition argues that people should outsource factual knowledge to AI while protecting their own reasoning. The author describes writing a first draft independently and then asking AI to recreate it as a second pass, while also discussing coding-agent productivity and hands-on engineering work.

### Source excerpt

Monday Ideas - Edition #222

## The Case for Hiring Junior Engineers 🌱

DevFeed: [The Case for Hiring Junior Engineers 🌱](<https://devfeed.tech/articles/the-case-for-hiring-junior-engineers-39827.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/the-case-for-hiring-junior-engineers>)

Author: Luca Rossi

Published: 2026-08-12T07:19:52Z

Content type: opinion

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [systems](<https://devfeed.tech/topics/systems.md>), [code reviews](<https://devfeed.tech/topics/code-reviews.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [code-reviews](<https://devfeed.tech/tags/code-reviews.md>), [hiring](<https://devfeed.tech/tags/hiring.md>), [junior](<https://devfeed.tech/tags/junior.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

This opinion argues that companies are making a practical business mistake by freezing junior engineering hiring because of AI. It acknowledges that junior engineers now face earlier demands such as code review, critical thinking, and systems thinking, while arguing that these challenges do not eliminate the value of hiring them.

### Source excerpt

Let's flip the narrative that you only need seniors now.

## Starting More Work Is Easy; Finishing and Shipping Valuable Product Work Is Harder

DevFeed: [Starting More Work Is Easy; Finishing and Shipping Valuable Product Work Is Harder](<https://devfeed.tech/articles/starting-vs-finishing-product-engineering-and-weeklin-readings-39825.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/starting-vs-finishing-product-engineering>)

Author: Luca Rossi

Published: 2026-08-10T07:01:19Z

Content type: article

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Development](<https://devfeed.tech/topics/development.md>), [devex](<https://devfeed.tech/topics/devex.md>), [meetings](<https://devfeed.tech/topics/meetings.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [developers](<https://devfeed.tech/tags/developers.md>), [devex](<https://devfeed.tech/tags/devex.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [meetings](<https://devfeed.tech/tags/meetings.md>), [product-engineering](<https://devfeed.tech/tags/product-engineering.md>)

### AI overview

This newsletter argues that AI can make it easier for engineers to start work while leaving teams with more stalled work and fewer deployments. It presents product engineering as a way to increase the share of valuable work that reaches users by reducing coordination overhead and expanding engineers' ownership of the product loop.

### Source excerpt

Monday Ideas -- Edition #220

## Monthly Updates on AI Workflows and Tolaria Development

DevFeed: [Monthly Updates on AI Workflows and Tolaria Development](<https://devfeed.tech/articles/summer-ai-coding-updates-39826.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/summer-ai-coding-updates>)

Author: Luca Rossi

Published: 2026-08-05T07:01:55Z

Content type: news

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [ai-coding](<https://devfeed.tech/topics/ai-coding.md>), [Development](<https://devfeed.tech/topics/development.md>)

Tags: [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [development](<https://devfeed.tech/tags/development.md>), [updates](<https://devfeed.tech/tags/updates.md>)

### AI overview

Monthly updates covering the author's AI workflows and Tolaria development.

### Source excerpt

Monthly updates to my AI workflows, Tolaria development, and more!

## Bugs, feature requests, career stories, and weekly readings 💡

DevFeed: [Bugs, feature requests, career stories, and weekly readings 💡](<https://devfeed.tech/articles/bugs-feature-requests-career-stories-and-weekly-readings-39810.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/bugs-feature-requests-career-stories>)

Author: Luca Rossi

Published: 2026-08-03T07:01:44Z

Content type: article

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [GitHub Issues](<https://devfeed.tech/topics/github-issues.md>), [GitHub](<https://devfeed.tech/topics/github.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [bugs](<https://devfeed.tech/tags/bugs.md>), [career-stories](<https://devfeed.tech/tags/career-stories.md>), [feature](<https://devfeed.tech/tags/feature.md>), [github](<https://devfeed.tech/tags/github.md>), [github-issues](<https://devfeed.tech/tags/github-issues.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [weekly](<https://devfeed.tech/tags/weekly.md>)

### AI overview

This Monday Ideas newsletter discusses separating bugs from feature requests in product feedback workflows. It recommends routing submissions to the appropriate channels, deduplicating entries, and using intake workflows to turn valid work into tasks. It also includes career interview advice and a sponsored section about AI productivity and context.

### Source excerpt

Monday Ideas -- Edition #219

## How TRM Built a Custom Internal Harness for Product and Engineering Work

DevFeed: [How TRM Built a Custom Internal Harness for Product and Engineering Work](<https://devfeed.tech/articles/a-case-study-in-ai-product-development-39809.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/a-case-study-in-ai-product-development>)

Author: Luca Rossi

Published: 2026-07-29T07:31:16Z

Content type: article

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Development](<https://devfeed.tech/topics/development.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [case-study](<https://devfeed.tech/tags/case-study.md>), [development](<https://devfeed.tech/tags/development.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [harness](<https://devfeed.tech/tags/harness.md>), [product-development](<https://devfeed.tech/tags/product-development.md>)

### AI overview

This case study describes how TRM built a custom internal harness for product and engineering work.

### Source excerpt

How TRM built a custom internal harness for product and engineering work.

## Good relationships, automation, and weekly readings 💡

DevFeed: [Good relationships, automation, and weekly readings 💡](<https://devfeed.tech/articles/good-relationships-automation-and-weekly-readings-39816.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/good-relationships-automation-and>)

Author: Luca Rossi

Published: 2026-07-27T07:00:37Z

Content type: article

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Automation](<https://devfeed.tech/topics/automation.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-impact](<https://devfeed.tech/tags/ai-impact.md>), [automation](<https://devfeed.tech/tags/automation.md>), [relationships](<https://devfeed.tech/tags/relationships.md>), [report](<https://devfeed.tech/tags/report.md>), [weekly](<https://devfeed.tech/tags/weekly.md>)

### AI overview

This edition of Monday Ideas discusses AI spending outpacing returns, recommends building professional relationships before an immediate need arises, and argues that teams should automate repetitive copy-and-paste work while preserving human judgment.

### Source excerpt

Monday Ideas -- Edition #218

## The State of AI Impact in Engineering

DevFeed: [The State of AI Impact in Engineering](<https://devfeed.tech/articles/the-state-of-ai-impact-in-engineering-39828.md>)

Original publisher: [Read original article](<https://refactoring.fm/p/the-state-of-ai-impact-in-engineering>)

Author: Luca Rossi

Published: 2026-07-22T12:06:40Z

Content type: article

Language: en

Sources: [Refactoring](<https://devfeed.tech/sources/refactoring.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [data](<https://devfeed.tech/topics/data.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-impact](<https://devfeed.tech/tags/ai-impact.md>), [data](<https://devfeed.tech/tags/data.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [velocity](<https://devfeed.tech/tags/velocity.md>)

### AI overview

The article examines data from more than 500 teams to explore what it reveals about velocity gains associated with AI in engineering.

### Source excerpt

What data from 500+ teams is revealing about velocity gains.