Require Code-Owner Approval for High-Risk Coding-Agent Changes
A practical workflow for mapping sensitive paths to accountable reviewers and enforcing their approval before agent-generated pull requests merge.
Documentation index
Guides
AI coding agent tutorials, setup notes, and operating checklists.
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Replace Real Sleeps With Virtual Clocks in Coding Agent Tests
Test retries, timeouts, expiration, and scheduled work with controlled clocks instead of wall-clock delays.
Detect Flaky Tests Without Masking Coding Agent Regressions
Use bounded retries, per-attempt evidence, and expiring quarantine rules to expose intermittent failures without turning a recovered test into a false green.
Catch Catastrophic Regex Backtracking in Coding Agent Patches
Build a focused merge gate that catches unsafe regular-expression complexity before an agent-written patch reaches production.
Catch Resource Leaks Before Coding Agent Patches Merge
Build a repeatable CI gate that catches memory, goroutine, and open-handle leaks in coding-agent patches before merge.
Test Unicode Edge Cases in Coding-Agent Patches
A practical workflow for testing normalization, text boundaries, and confusable identifiers in coding-agent patches.
Gate Coding-Agent Patches on Changed-Line Coverage
A practical CI contract for measuring coverage on modified lines, checking decision branches, and failing safely when evidence is missing.
Catch Breaking GraphQL Schema Changes Before Agent Patches Merge
Build a two-layer CI gate that compares GraphQL schemas and validates client operations before an agent-written patch can merge.
Catch Performance Regressions in Coding Agent Patches With Stable Benchmarks
Build stable benchmark gates that separate repeatable slowdowns from measurement noise in coding-agent patches.
Query-plan regression gates for coding-agent SQL and index patches.
Build stable CI gates that catch harmful query-plan changes in coding-agent SQL and index patches.
Require Verified Signed Commits for Coding Agent Pull Requests
A provider-neutral workflow for signing, verifying, and blocking untrusted coding-agent commits before they reach a protected branch.
Expose test-order dependencies in coding-agent patches
Use randomized test execution and captured seeds to reveal, reproduce, and fix order-dependent failures in coding-agent patches.
Review Software Bills of Materials Before Merging Coding Agent Patches
A practical merge gate for checking software bills of materials produced by coding agent changes.
Snapshot Tests for Agent Refactors
Use snapshot tests to make coding-agent refactors reviewable without freezing intentional behavior changes.
Automate Git Bisect With Coding Agents Without Losing Regression Evidence
A practical workflow for having a coding agent bisect regressions while preserving reproducible classifications, logs, and CI artifacts.
Verify Repository Webhooks Before They Launch Coding Agents
Authenticate, filter, and deduplicate repository webhooks before they can enqueue coding-agent work.
How to Test Agent Client Protocol Adapters Across Editors and Coding Agents
A practical conformance and regression plan for ACP adapters, covering negotiation, capabilities, transports, sessions, permissions, and failure handling.
Build Deterministic Lifecycle Hooks for Coding-Agent Tool Calls
A practical design for pre- and post-tool hooks that enforce policy, preserve sanitized evidence, and behave predictably across coding-agent runtimes.
Make Coding-Agent Patches Prove They Respect Module Boundaries
A practical way to turn module and layer boundaries into deterministic checks that stop agent-written dependencies before merge.
Race-condition testing and reproducible concurrency evidence for coding-agent patches
Test concurrency-sensitive agent patches with race detectors, reproducible schedules, and reviewable evidence.
Pre-install test gates for reusable coding-agent skills
A practical, source-backed gate for inspecting, sandboxing, and evaluating reusable Agent Skills before coding agents load them.
Coverage-guided fuzzing for agent-written parsers and protocol handlers
Learn how to fuzz agent-written parsers in bounded CI runs, preserve failures, and turn minimized inputs into regression tests.
Make Long-Running Coding Agent Tools Resumable With MCP Tasks
A practical guide to using the MCP Tasks extension for durable, pollable coding-agent tool calls that can survive disconnects and restarts.
Set Lighthouse Performance Budgets Before Coding Agent Web Changes Merge
A practical workflow for turning Lighthouse measurements into a reviewable, branch-protected performance gate for coding-agent web patches.
Run Coding Agent Integration Tests Against Real Services in Disposable Containers
A practical workflow for testing coding-agent patches against real databases and services in isolated, disposable containers locally and in CI.
Catch Hidden Dependencies With Hermetic Builds for Coding Agent Patches
Verify coding-agent patches in clean, controlled build environments that expose undeclared files, tools, caches, and machine-local assumptions before merge.
Catch Accessibility Regressions in Coding Agent UI Patches
Build a practical merge gate that combines automated accessibility scans, targeted human checks, and reviewable evidence.
Catch Breaking OpenAPI Changes Before Coding Agent Patches Merge
A practical workflow for linting and diffing OpenAPI contracts changed by coding agents before those patches reach clients.
Use partial-credit graders to compare coding-agent patches
A practical rubric for scoring coding-agent patches when tests, behavior, and review quality do not line up.
Network Egress Allowlists for Coding Agent Sandboxes
Design a deny-by-default egress policy for coding-agent sandboxes, test approved destinations, and capture safe evidence when network access fails.
Gate AI Coding Agent Pull Requests With Security Scans and SARIF Evidence
A practical workflow for scanning AI coding agent pull requests, publishing SARIF evidence, and deciding when a change can merge.
Verify Agent-Generated Dependencies Before You Merge
A practical workflow for checking dependency provenance, lockfile integrity, and review evidence when a coding agent changes a repository.
Find Edge Cases in Coding Agent Patches With Property-Based Testing
Learn how to turn behavioral invariants into generated tests, capture minimal counterexamples, and guide safer coding-agent repairs.
Pin Container Images by Digest When Coding Agents Edit Deployments
A practical workflow for reviewing coding-agent deployment changes and replacing mutable image tags with verified, digest-pinned references.
Use a Merge Queue for Coding Agent Pull Requests
Configure merge queues so agent-authored pull requests are tested against current branch state and queued changes before they merge.
Use mutation testing to expose weak agent-written unit tests.
Learn how targeted mutation tests reveal weak assertions and show whether agent-written tests can detect meaningful faults.
Trace Coding Agent Builds Back to Their Workflow
A practical guide to recording, signing, and verifying build provenance for coding-agent-generated artifacts before release.
Review Terraform Plans Before a Coding Agent Can Apply Them
A practical workflow for scanning agent-authored Terraform plans, reviewing destructive changes, and requiring human approval before apply.
Review Database Migrations Written by Coding Agents
A practical workflow for inspecting agent-written database migrations, testing data safety, and proving a recovery path before merge.
Stop Coding Agents From Installing Hallucinated Packages
A practical dependency admission workflow for verifying coding-agent package suggestions before installation, script execution, or merge.
Defend Coding Agents From Prompt Injection Hidden in Repositories and Issues
Contain repository prompt injection by separating untrusted content from agent authority, limiting tools, and requiring human approval.
Keep Agent Worktrees Available Until Pull Request Review Is Complete
A practical retention workflow for keeping coding agent worktrees available while reviewers inspect pull requests, rerun checks, and request follow-up changes.
coding agentsgit worktreepull request reviewagent operations
Resume an Interrupted Coding Agent Session Without Losing Context
A practical recovery workflow for restarting a coding agent after interruption while keeping repository state, instructions, diffs, and pull request evidence intact.
coding-agentssession-continuityrepository-workflowspull-requests
Choose the Right Execution Surface for a Coding Agent Task
A practical guide to choosing between terminal, IDE, cloud, pull request, and CI surfaces for coding agent work.
coding agentsexecution environmentspull requestssecure workflows
Catch Instruction Drift Before Long Coding Agent Runs Go Off Track
A practical workflow for checking repository instructions, memory files, task scope, and worktree state before a long coding agent session drifts away from the intended task.
coding agentsrepository instructionsagent operations
Write Change Scope Notes Before an Agent Pull Request
A practical guide to capturing what a coding agent changed, what it intentionally left alone, and what a reviewer should verify before opening a pull request.
coding agentspull requestsrepository instructionsreview workflow
CI Repair Loops for Coding Agents: A Practical Workflow Guide
How to structure a coding agent CI repair loop: detect a failing CI run, hand the failure context to an agent, validate the fix, and gate the PR without losing evidence or spinning into runaway retry cycles.
coding-agentsci-repairgithub-actionspull-requests
Use Git Worktrees to Keep Parallel Coding Agents Isolated
A practical rule set for assigning parallel coding agents to separate Git worktrees, branches, and pull request handoffs.
coding agentsgit worktreeparallel developmentpull requests
Verify Coding Agent Outputs Before They Ship
A practical workflow for checking coding agent outputs against repository instructions, official documentation, diffs, and a short evidence log.
coding agentssource verificationrepository instructionsagent operations
How to Hand Off Coding Agent Pull Requests for Review
A practical checklist for handing a coding-agent pull request to reviewers with scope, checks, instruction context, risk notes, and clean pass/fail records.
coding agentspull requestscode reviewci
Set Safe Permission and Secret Boundaries for Coding Agents
A practical boundary plan for giving coding agents useful repository context while keeping credentials, deployment rights, and CI tokens under human control.
coding agentsagent securityrepository instructionssecrets management
Write Coding Agent Task Briefs That Produce Reviewable Changes
A practical pattern for writing task briefs that give coding agents enough repository rules, acceptance criteria, and review handoff structure to produce changes a human can inspect.
coding agentstask briefsrepository instructionspull requests
How to Write Repository Instructions for Coding Agents
A practical guide to writing repository-level instructions, agent rules, and task briefs that help coding agents work safely in real projects.
coding agentsrepository instructionsAGENTS.mdtask briefs
Historical archive
ArchiveTest Repair and Pull Request Workflow for Coding Agents
Use failing checks as the target, require a diagnosis before edits, keep diffs small, and report exact verification before review.
testingpull-requestsreviewworkflow
Historical archive
ArchiveRepository Context and Parallel Agent Workflows
Build a small context stack for coding agents, then use Git worktrees and file ownership to keep parallel attempts reviewable.
contextrepo-rulesparallel-agentsgit