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Practical prompts and essays on engineering, software teams, AI-assisted work, and useful tools.

Rough requirement notes being transformed into a structured GitLab issue while the submission action remains disabled Rough requirement notes being transformed into a structured GitLab issue while the submission action remains disabled Jun 2026
gitlabissue-trackingrequirements

Create a GitLab Issue from Raw Requirements

Draft a complete GitLab issue from rough notes while keeping the content focused, structured, and ready for review.

Read more → An open rulebook with engineering and security guardrails protecting a central AI coding assistant An open rulebook with engineering and security guardrails protecting a central AI coding assistant Jun 2026
aicoding-assistantsengineering

Global Rules for AI Coding Assistants

Apply consistent engineering, security, dependency, UI, testing, and documentation standards across AI coding assistants, IDE agents, and coding workflows.

Read more → A GitLab merge request diff being inspected through a magnifying glass with file coverage and issue markers A GitLab merge request diff being inspected through a magnifying glass with file coverage and issue markers Jun 2026
gitlabcode-reviewmerge-request

Review a GitLab Merge Request in the Browser

Perform a critical GitLab merge request review with explicit coverage checks, concrete failure cases, and actionable fixes.

Read more → A local Git branch and target branch passing through a comparison panel with code issue markers A local Git branch and target branch passing through a comparison panel with code issue markers Jun 2026
gitcode-reviewbranch-review

Review a Local Git Branch Against a Target Branch

Perform a strict review of local branch changes against a target branch with concrete failure cases, line references, and actionable fixes.

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