AI coding tips, tool reviews, and practical guides for developers.https://shipwithai.io/enhttps://shipwithai.io/blog/loop-engineering-complete-guide/https://shipwithai.io/blog/loop-engineering-complete-guide/Loop engineering guide: the canonical definition, the five building blocks, and a phase-ordered reading path across all 9 parts plus the spin-off.Tue, 14 Jul 2026 00:00:00 GMTclaude-codeautomationaitutorialenglishhttps://shipwithai.io/blog/self-improving-agent-loop/https://shipwithai.io/blog/self-improving-agent-loop/A self-improving agent loop reads its own traces and proposes a harness fix as a PR you approve. Walk a real hill-climbing pass: trace to diff.Fri, 10 Jul 2026 00:00:00 GMTclaude-codeautomationaitutorialadvancedenglishhttps://shipwithai.io/blog/loop-failure-modes-staying-engineer/https://shipwithai.io/blog/loop-failure-modes-staying-engineer/AI slop prevention is loop design, not luck. Same loop, opposite results: comprehension debt, token burn, and the three caps that keep you the engineer.Thu, 09 Jul 2026 00:00:00 GMTclaude-codeaiautomationopinionenglishhttps://shipwithai.io/blog/loop-devkit-fixkit-blueprint/https://shipwithai.io/blog/loop-devkit-fixkit-blueprint/An AI devkit is a role harness with a heartbeat. Walk the fixkit loop from bug intake to verified fix, then ship the blueprint as a Claude Code plugin.Wed, 08 Jul 2026 00:00:00 GMTclaude-codeautomationpluginstutorialenglishhttps://shipwithai.io/blog/loop-journey-retrofitting-first-loop/https://shipwithai.io/blog/loop-journey-retrofitting-first-loop/Retrofit automation loop: the honest log of turning a manual triage ritual into a scheduled loop with a heartbeat, a state file, and a stop condition.Wed, 01 Jul 2026 00:00:00 GMTclaude-codeautomationloopscase-studyenglishhttps://shipwithai.io/blog/claude-code-harness-one-command/https://shipwithai.io/blog/claude-code-harness-one-command/We wrote 8 posts on Claude Code harness engineering — then automated our own advice into one open-source command. Here's the story.Sun, 28 Jun 2026 00:00:00 GMTclaude-codeharness-engineeringai-agentsopinionhttps://shipwithai.io/blog/loop-memory-state-files/https://shipwithai.io/blog/loop-memory-state-files/State file pattern for Claude Code loops: a greppable markdown file (tried/passed/open/blocked) that survives runs so the loop resumes.Sat, 27 Jun 2026 00:00:00 GMTclaude-codeautomationcontext-windowtutorialenglishhttps://shipwithai.io/blog/loop-parallel-worktrees-subagents/https://shipwithai.io/blog/loop-parallel-worktrees-subagents/Git worktrees agents need isolation: give each subagent its own worktree, split maker from checker, and merge results into one state file.Sat, 27 Jun 2026 00:00:00 GMTclaude-codeautomationgit-worktreestutorialenglishhttps://shipwithai.io/blog/loop-scheduled-automations-heartbeat/https://shipwithai.io/blog/loop-scheduled-automations-heartbeat/Scheduled agent automation makes a loop a loop: run triage on cron, hooks, or CI, route findings to an inbox, and keep empty runs cheap.Sat, 27 Jun 2026 00:00:00 GMTclaude-codeautomationscheduled-loopstutorialenglishhttps://shipwithai.io/blog/loop-stop-conditions-verification/https://shipwithai.io/blog/loop-stop-conditions-verification/Verifiable stop condition tutorial: make a loop's 'done' checkable by a different model, climb the four rungs, write a checker agent, cap every loop.Sat, 27 Jun 2026 00:00:00 GMTclaude-codetestingcode-reviewtutorialenglishhttps://shipwithai.io/blog/loop-anatomy-five-building-blocks/https://shipwithai.io/blog/loop-anatomy-five-building-blocks/Claude Code loop tutorial: name the five loop building blocks and one memory spine, map each to a primitive, then ship a minimal lint-sweeper loop.Sat, 20 Jun 2026 00:00:00 GMTclaude-codeautomationtutorialenglishhttps://shipwithai.io/blog/loop-engineering-from-harness-to-loops/https://shipwithai.io/blog/loop-engineering-from-harness-to-loops/Prompting turn-by-turn is the new bottleneck. Loop engineering replaces it: a recursive goal with a verifiable stop condition. Is your harness ready?Fri, 12 Jun 2026 00:00:00 GMTclaude-codeautomationaiopinionenglishadvancedhttps://shipwithai.io/blog/understand-a-new-codebase--fresher-dev--tutorial--en/https://shipwithai.io/blog/understand-a-new-codebase--fresher-dev--tutorial--en/Understand a new codebase fast: point Claude Code at the repo, get a plain-language map, trace one feature, and check you actually got it.Fri, 12 Jun 2026 00:00:00 GMTclaude-codeaitutorialbeginnerenglishhttps://shipwithai.io/blog/tired-of-talking-to-ai-burnout--pm--essay--en/https://shipwithai.io/blog/tired-of-talking-to-ai-burnout--pm--essay--en/AI conversation burnout is a cognitive-load tax on the prompt-and-review surface. Velocity dashboards hide it. One workflow move per quarter, not three.Mon, 01 Jun 2026 00:00:00 GMTaiburnoutai-workflowproduct-managementteam-designenglishintermediatehttps://shipwithai.io/blog/reviewing-ai-generated-pull-requests-2026--part3--senior-dev--en/https://shipwithai.io/blog/reviewing-ai-generated-pull-requests-2026--part3--senior-dev--en/Automate AI pull request review CI bot 2026: encode the Part 1 checklist and Part 2 triage into three CI jobs plus a bot that runs while you're away.Wed, 27 May 2026 00:00:00 GMTaicode-reviewautomationcitutorialenglishadvancedhttps://shipwithai.io/blog/reviewing-ai-generated-pull-requests-2026--part2--senior-dev--en/https://shipwithai.io/blog/reviewing-ai-generated-pull-requests-2026--part2--senior-dev--en/Triage AI pull requests by blast radius before reading a single diff. Tier model, read budget, and behavioral spot-check for a senior team.Sun, 24 May 2026 00:00:00 GMTcode-reviewaiautomationtutorialenglishadvancedhttps://shipwithai.io/blog/reviewing-ai-generated-pull-requests-2026--part1--senior-dev--en/https://shipwithai.io/blog/reviewing-ai-generated-pull-requests-2026--part1--senior-dev--en/Senior dev six-step AI-authored PR review checklist: catch fake tests, wrong APIs, scope creep, hallucinated imports, side effects, misleading commits.Thu, 21 May 2026 00:00:00 GMTcode-reviewaiclaude-codetutorialadvancedenglishhttps://shipwithai.io/blog/npm-ci-security-team-playbook/https://shipwithai.io/blog/npm-ci-security-team-playbook/Your CI runs npm install 50x/day. After Bitwarden's GitHub Actions got hijacked, here's the 5-layer team playbook for npm security in CI/CD.Fri, 01 May 2026 00:00:00 GMTclaude-codesecuritynpmtutorialbest-practiceshttps://shipwithai.io/blog/ai-coding-security-checklist/https://shipwithai.io/blog/ai-coding-security-checklist/28M secrets leaked on GitHub in 2025. AI-assisted commits leak at 2x the baseline. Here's the 6-layer security checklist for AI coding tools.Thu, 30 Apr 2026 00:00:00 GMTclaude-codesecuritytutorialbest-practicesnpmhttps://shipwithai.io/blog/npm-token-leaked-response/https://shipwithai.io/blog/npm-token-leaked-response/Your npm token, GitHub PAT, or API key just leaked. Stop. Revoke it now. Then follow this 60-minute runbook with exact commands for every platform.Thu, 30 Apr 2026 00:00:00 GMTsecuritytutorialclaude-codebest-practiceshttps://shipwithai.io/blog/oauth-supply-chain-ai-tools/https://shipwithai.io/blog/oauth-supply-chain-ai-tools/The Vercel breach started with one AI tool's OAuth token. Here's how to audit every AI app connected to your Google, GitHub, and Slack in 5 minutes.Thu, 30 Apr 2026 00:00:00 GMTsecuritytutorialaioauthbest-practicesclaude-codehttps://shipwithai.io/blog/claude-code-harness-engineering-guide/https://shipwithai.io/blog/claude-code-harness-engineering-guide/LangChain gained 13.7 points by changing only the harness. This guide maps the 5 Claude Code harness layers to a deep-dive post for each.Mon, 20 Apr 2026 00:00:00 GMTclaude-codeharness-engineeringtutorialai-agentshttps://shipwithai.io/blog/npm-install-security-30-seconds/https://shipwithai.io/blog/npm-install-security-30-seconds/Four lines in ~/.npmrc are the npm install security floor. Block 80% of supply chain attacks in 30 seconds. Copy, paste, done.Mon, 20 Apr 2026 00:00:00 GMTclaude-codesecuritynpmtutorialbest-practiceshttps://shipwithai.io/blog/claude-code-memory-md-fix/https://shipwithai.io/blog/claude-code-memory-md-fix/Session #6, explaining Clerk vs NextAuth for the 6th time. MEMORY.md gives Claude Code persistent memory in 5 minutes.Fri, 17 Apr 2026 00:00:00 GMTclaude-codeharness-engineeringtutorialcontext-managementhttps://shipwithai.io/blog/harness-engineering-senior-developer-guide/https://shipwithai.io/blog/harness-engineering-senior-developer-guide/84% of devs use AI tools. 29% trust the output. Harness engineering is how senior engineers close the gap.Fri, 17 Apr 2026 00:00:00 GMTclaude-codeharness-engineeringopinionai-agentscareerhttps://shipwithai.io/blog/claude-code-self-verification-loop/https://shipwithai.io/blog/claude-code-self-verification-loop/Harness engineering example: build a 3-layer verification loop with Claude Code hooks that catches errors before your agent says done.Thu, 16 Apr 2026 00:00:00 GMTclaude-codehooksharness-engineeringtutorialhttps://shipwithai.io/blog/harness-engineering-constraint-paradox/https://shipwithai.io/blog/harness-engineering-constraint-paradox/LangChain gained 13.7 points by constraining their agent, not upgrading the model. Three data points prove: freedom is the enemy of AI agent reliability.Wed, 15 Apr 2026 00:00:00 GMTclaude-codeharness-engineeringopinionai-agentshttps://shipwithai.io/blog/claude-md-failure-log-pattern/https://shipwithai.io/blog/claude-md-failure-log-pattern/Most CLAUDE.md files are wishlists. Build yours from real agent failures instead, with a decision tree for CLAUDE.md vs Hooks vs Commands.Mon, 13 Apr 2026 00:00:00 GMTclaude-codeharness-engineeringtutorialbest-practiceshttps://shipwithai.io/blog/claude-code-harness-5-layers/https://shipwithai.io/blog/claude-code-harness-5-layers/Most devs stop at CLAUDE.md. A production Claude Code harness needs 5 layers: memory, tools, permissions, hooks, observability. Full setup guide.Thu, 09 Apr 2026 00:00:00 GMTclaude-codeharness-engineeringtutorialproductionhttps://shipwithai.io/blog/claude-code-hook-decision-guide/https://shipwithai.io/blog/claude-code-hook-decision-guide/4 handler types, 21 events. Most devs use command hooks for everything. Here's a decision tree to pick the right one for security, formatting, and CI.Tue, 07 Apr 2026 00:00:00 GMTclaude-codehooksharness-engineeringtutorialhttps://shipwithai.io/blog/harness-engineering-claude-code/https://shipwithai.io/blog/harness-engineering-claude-code/Agent = Model + Harness. LangChain gained 13.7 points with harness engineering alone. Learn the 5 layers that make Claude Code agents production-ready.Mon, 06 Apr 2026 00:00:00 GMTclaude-codeharness-engineeringai-agentstutorialhttps://shipwithai.io/blog/claude-code-npm-supply-chain-hooks/https://shipwithai.io/blog/claude-code-npm-supply-chain-hooks/A PreToolUse hook that blocks compromised npm packages before they hit your codebase. Setup takes 5 minutes. Here's the config.Tue, 31 Mar 2026 00:00:00 GMTclaude-codesecurityhookstutorialnpmhttps://shipwithai.io/blog/stop-buying-ai-courses/https://shipwithai.io/blog/stop-buying-ai-courses/Feed documentation into your AI, flip it into a hands-on mentor, and learn any tool in under 2 hours. No courses, no video playlists, no theory-first reading.Tue, 31 Mar 2026 00:00:00 GMTai-learningproductivityclaude-codeprompt-engineeringdeveloper-toolshttps://shipwithai.io/blog/claude-desktop-ai-tutor-setup/https://shipwithai.io/blog/claude-desktop-ai-tutor-setup/Download the Claude Code Mastery course, drag it into Claude Desktop's Project Knowledge, and get a personal AI tutor — no git, no terminal, no coding required.Sun, 29 Mar 2026 00:00:00 GMTclaude-codelearningclaude-desktopbeginnerai-tutorhttps://shipwithai.io/blog/learn-claude-code-with-ai-mentor/https://shipwithai.io/blog/learn-claude-code-with-ai-mentor/Clone the Claude Code Mastery course repo, add one line to CLAUDE.md, and get a specialized AI mentor that coaches you while you code.Sun, 29 Mar 2026 00:00:00 GMTclaude-codelearningai-mentorproductivityclaude-mdhttps://shipwithai.io/blog/ai-makes-you-build-faster-and-fail-faster/https://shipwithai.io/blog/ai-makes-you-build-faster-and-fail-faster/A developer built 6 SaaS products and got zero customers. Building is trivially easy now. Nobody's fixing the real bottleneck: things people actually want.Fri, 27 Mar 2026 00:00:00 GMTaiopinionindie-hackerproductivityclaude-codehttps://shipwithai.io/blog/saas-payment-nightmare/https://shipwithai.io/blog/saas-payment-nightmare/9PM Monday, core logic done, ready to launch. Then came Stripe docs, 50 tabs, webhooks, and ENV vars. The true story of my 3 darkest indie hacker days.Thu, 26 Mar 2026 00:00:00 GMTsaaspaymentstripeindie-hackerclaude-codestoryhttps://shipwithai.io/blog/multi-agent-ai-coding/https://shipwithai.io/blog/multi-agent-ai-coding/A senior developer's honest experience running multiple AI agents in parallel on production code. What works, what breaks, and when to use each mode.Mon, 16 Mar 2026 00:00:00 GMTaiclaude-codemulti-agentopinionproductivityoh-my-claudecodehttps://shipwithai.io/blog/claude-code-vs-windsurf-vs-cline/https://shipwithai.io/blog/claude-code-vs-windsurf-vs-cline/An honest comparison of the three leading agentic AI coding tools — tested on the same codebase, same tasks, same deadline.Sun, 08 Mar 2026 00:00:00 GMTclaude-codecomparisontoolswindsurfclineaihttps://shipwithai.io/blog/claude-code-git-worktrees-parallel/https://shipwithai.io/blog/claude-code-git-worktrees-parallel/Learn how to use Git worktrees with Claude Code to run multiple AI agents in parallel on the same codebase — no merge conflicts, no file locks, no wasted time.Wed, 04 Mar 2026 00:00:00 GMTclaude-codegitworktreesparallelproductivityintermediatehttps://shipwithai.io/blog/claude-code-mcp-setup-guide/https://shipwithai.io/blog/claude-code-mcp-setup-guide/5 MCP servers that give Claude Code direct access to GitHub, web search, browsers, databases, and files. Stop copy-pasting — use exact install commands.Wed, 04 Mar 2026 00:00:00 GMTclaude-codemcpsetupproductivitytoolsintermediatehttps://shipwithai.io/blog/claude-code-plugin-install-guide/https://shipwithai.io/blog/claude-code-plugin-install-guide/Install Claude Code plugins from marketplace, GitHub repos, or local directories. 5 methods with exact commands, troubleshooting tips, and a cheat sheet.Tue, 03 Mar 2026 00:00:00 GMTclaude-codepluginstutorialinstallationmarketplacebeginnerhttps://shipwithai.io/blog/claude-code-hooks-beyond-shell-scripts/https://shipwithai.io/blog/claude-code-hooks-beyond-shell-scripts/Beyond shell scripts: prompt hooks, agent hooks, HTTP webhooks, and 7 copy-paste recipes for the hook features most developers don't know exist.Mon, 02 Mar 2026 00:00:00 GMTclaude-codehooksautomationtutorialadvancedprompt-hooksagent-hookshttps://shipwithai.io/blog/claude-code-hooks-guide/https://shipwithai.io/blog/claude-code-hooks-guide/Complete guide to Claude Code hooks — PreToolUse, PostToolUse, Stop events. Setup, real-world examples, and common pitfalls when extending Claude Code.Mon, 02 Mar 2026 00:00:00 GMTclaude-codehooksautomationsecurityhttps://shipwithai.io/blog/claude-code-is-the-next-wordpress/https://shipwithai.io/blog/claude-code-is-the-next-wordpress/Claude Code's ecosystem has the best risk-reward ratio in dev tools. Where the WordPress parallel holds, where it breaks, and why I'm building anyway.Fri, 27 Feb 2026 00:00:00 GMTaiopinionclaude-codeecosystemcoworkbusinesshttps://shipwithai.io/blog/ai-wont-end-the-world/https://shipwithai.io/blog/ai-wont-end-the-world/Why AI isn't ending the software industry — a grounded take on what LLMs change, what they don't, and how engineers should actually adapt in 2026.Wed, 25 Feb 2026 00:00:00 GMTaiopinionfuture-of-workeconomicshttps://shipwithai.io/blog/claude-code-components-explained/https://shipwithai.io/blog/claude-code-components-explained/Master every Claude Code building block — CLAUDE.md, Skills, Commands, Hooks, Agents, and Plugins — with fun analogies, real code, and a cheat sheet.Tue, 24 Feb 2026 00:00:00 GMTclaude-codetutorialskillshooksagentspluginsbeginnerhttps://shipwithai.io/blog/claude-code-for-code-review/https://shipwithai.io/blog/claude-code-for-code-review/3 months using Claude Code as a code reviewer: what it's great at, what it misses, and the prompt patterns that produce senior-level feedback.Mon, 23 Feb 2026 00:00:00 GMTclaude-codecode-reviewworkflowteamhttps://shipwithai.io/blog/think-plan-execute-pattern/https://shipwithai.io/blog/think-plan-execute-pattern/A simple three-phase framework that turns chaotic AI coding sessions into predictable, high-quality results. Steal this pattern for your own workflow.Wed, 18 Feb 2026 00:00:00 GMTclaude-codeworkflowproductivitypatternshttps://shipwithai.io/blog/claude-code-cost-optimization/https://shipwithai.io/blog/claude-code-cost-optimization/Practical strategies for reducing Claude Code costs — from context management to model selection to prompt engineering. Real numbers from a production workflow.Tue, 18 Feb 2025 00:00:00 GMTclaude-codecost-optimizationtipsproductivityhttps://shipwithai.io/blog/claude-code-legacy-refactoring/https://shipwithai.io/blog/claude-code-legacy-refactoring/A step-by-step story of how I used Claude Code to modernize a legacy Kotlin codebase — the strategy, the gotchas, and the techniques that actually worked.Tue, 18 Feb 2025 00:00:00 GMTclaude-codelegacy-coderefactoringkotlinhttps://shipwithai.io/blog/5-claude-code-mistakes/https://shipwithai.io/blog/5-claude-code-mistakes/After helping hundreds of developers adopt Claude Code, here are the most common mistakes I see — and the simple fixes that make all the difference.Wed, 12 Feb 2025 00:00:00 GMTclaude-codetipsbest-practiceshttps://shipwithai.io/blog/claude-code-security-real-projects/https://shipwithai.io/blog/claude-code-security-real-projects/4 battle-tested strategies to use Claude Code without exposing API keys, credentials, or proprietary code — ranked by security, speed, and daily sustainability.Mon, 10 Feb 2025 00:00:00 GMTclaude-codesecurityworkflowbest-practiceshttps://shipwithai.io/blog/claude-code-rm-security/https://shipwithai.io/blog/claude-code-rm-security/A real-world lesson on why security configuration matters more than security layers — and how a single character fix changed everything.Sun, 09 Feb 2025 00:00:00 GMTclaude-codesecurityhookspermissionshttps://shipwithai.io/blog/claude-code-vs-cursor-vs-copilot/https://shipwithai.io/blog/claude-code-vs-cursor-vs-copilot/I tracked 847 prompts across Claude Code, Cursor, and GitHub Copilot. The data showed clear winners for each scenario — and some surprises.Sat, 08 Feb 2025 00:00:00 GMTcomparisontools