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    <title>DEV Community: shohei-ai-lab</title>
    <description>The latest articles on DEV Community by shohei-ai-lab (@shohei-ai-lab).</description>
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    <item>
      <title>5 CLAUDE.md Mistakes That Make Claude Code Ignore Your Rules (and How to Fix Them)</title>
      <dc:creator>shohei-ai-lab</dc:creator>
      <pubDate>Tue, 04 Aug 2026 20:34:08 +0000</pubDate>
      <link>https://dev.to/shohei-ai-lab/5-claudemd-mistakes-that-make-claude-code-ignore-your-rules-and-how-to-fix-them-1hhb</link>
      <guid>https://dev.to/shohei-ai-lab/5-claudemd-mistakes-that-make-claude-code-ignore-your-rules-and-how-to-fix-them-1hhb</guid>
      <description>&lt;p&gt;You wrote a CLAUDE.md. You dropped it in your project root. But Claude Code still uses &lt;code&gt;any&lt;/code&gt;, still picks Express when you wanted Next.js, and still ignores your naming conventions.&lt;/p&gt;

&lt;p&gt;Sound familiar? You're not alone.&lt;/p&gt;

&lt;p&gt;In our &lt;a href="https://dev.to/shohei-ai-lab/5-essential-system-prompt-rules-to-stop-your-ai-agents-from-going-rogue-39mp"&gt;previous article&lt;/a&gt;, we covered 5 rules for designing system prompts. Today we zoom in on a specific file — CLAUDE.md — and the mistakes that make it ineffective.&lt;/p&gt;

&lt;p&gt;After setting up CLAUDE.md configurations across multiple projects in our &lt;a href="https://zenn.dev/shohei_ai_lab" rel="noopener noreferrer"&gt;AI Autonomous Revenue Project&lt;/a&gt;, we identified 5 common failure patterns that explain why your CLAUDE.md "doesn't work" — and how to fix each one.&lt;/p&gt;




&lt;h2&gt;
  
  
  Mistake 1: Writing Aspirations Instead of Instructions
&lt;/h2&gt;

&lt;h3&gt;
  
  
  The Problem
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# Philosophy&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Clean code is important
&lt;span class="p"&gt;-&lt;/span&gt; We value readability over cleverness
&lt;span class="p"&gt;-&lt;/span&gt; Tests should be comprehensive
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This reads like a team manifesto, not an instruction set. "Clean code is important" gives Claude Code zero actionable information. What counts as clean? How do you measure it?&lt;/p&gt;

&lt;p&gt;Human teammates can infer meaning from cultural context. AI cannot. It interprets text literally.&lt;/p&gt;

&lt;h3&gt;
  
  
  The Fix
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# Coding Rules&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Functions must be under 30 lines. Extract into smaller functions if longer
&lt;span class="p"&gt;-&lt;/span&gt; Variable names: camelCase, minimum 3 characters (single-letter only for loop counters)
&lt;span class="p"&gt;-&lt;/span&gt; Every public function needs JSDoc with @param and @returns
&lt;span class="p"&gt;-&lt;/span&gt; No nested ternary operators — use if/else or early return
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Principle&lt;/strong&gt;: Write rules that can be evaluated as pass/fail. If you can't check whether it was followed, Claude Code can't follow it either.&lt;/p&gt;




&lt;h2&gt;
  
  
  Mistake 2: Too Much Content (Important Rules Get Buried)
&lt;/h2&gt;

&lt;h3&gt;
  
  
  The Problem
&lt;/h3&gt;

&lt;p&gt;Your CLAUDE.md is 200+ lines covering everything: stack details, all commands, every directory explained, 80 coding rules, Git workflow, deploy instructions...&lt;/p&gt;

&lt;p&gt;When everything is important, nothing is important. Long configuration files dilute the weight of critical rules.&lt;/p&gt;

&lt;h3&gt;
  
  
  The Fix
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# CRITICAL (always follow these)&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; TypeScript strict mode. No &lt;span class="sb"&gt;`any`&lt;/span&gt; type ever
&lt;span class="p"&gt;-&lt;/span&gt; Server Components by default. "use client" only with explicit directive
&lt;span class="p"&gt;-&lt;/span&gt; All DB access through src/lib/db/ (never direct Prisma calls in components)

&lt;span class="gh"&gt;# Stack&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Next.js 14+ (App Router), TypeScript, Tailwind CSS, Prisma

&lt;span class="gh"&gt;# Commands&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Dev: &lt;span class="sb"&gt;`pnpm dev`&lt;/span&gt; | Build: &lt;span class="sb"&gt;`pnpm build`&lt;/span&gt; | Test: &lt;span class="sb"&gt;`pnpm test`&lt;/span&gt;

&lt;span class="gh"&gt;# Conventions (see docs/ for full details)&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Named exports only (except page.tsx/layout.tsx)
&lt;span class="p"&gt;-&lt;/span&gt; Zod schemas in src/schemas/, validated at API boundary
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Principle&lt;/strong&gt;: Use a 3-layer structure:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;CRITICAL&lt;/strong&gt; (3–5 rules at the top — these are non-negotiable)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Reference info&lt;/strong&gt; (Stack, Commands — things Claude needs to know)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Details elsewhere&lt;/strong&gt; (link to docs/ for comprehensive conventions)&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  Mistake 3: Listing Tech You Don't Actually Use
&lt;/h2&gt;

&lt;h3&gt;
  
  
  The Problem
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# Stack&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Next.js 14 with App Router
&lt;span class="p"&gt;-&lt;/span&gt; NextAuth.js v5 for authentication    ← not installed yet
&lt;span class="p"&gt;-&lt;/span&gt; Prisma + PostgreSQL                   ← actually using Drizzle + SQLite
&lt;span class="p"&gt;-&lt;/span&gt; Redis for caching                     ← planned but not implemented
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Claude Code treats CLAUDE.md as ground truth. If you list libraries that don't exist in your project:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;It imports modules that aren't installed&lt;/li&gt;
&lt;li&gt;It writes code against APIs that aren't available&lt;/li&gt;
&lt;li&gt;It generates structures that contradict your actual setup&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This usually happens when you copy a template and forget to customize it.&lt;/p&gt;

&lt;h3&gt;
  
  
  The Fix
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# Stack (ACTUALLY INSTALLED — verify against package.json)&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Next.js 14 with App Router
&lt;span class="p"&gt;-&lt;/span&gt; Drizzle ORM + SQLite (src/lib/db/schema.ts)
&lt;span class="p"&gt;-&lt;/span&gt; Tailwind CSS + shadcn/ui

&lt;span class="gh"&gt;# NOT AVAILABLE (do not use or suggest these)&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; No auth library yet (login handled by basic middleware)
&lt;span class="p"&gt;-&lt;/span&gt; No caching layer (all queries hit DB directly)
&lt;span class="p"&gt;-&lt;/span&gt; No state management library (use React state + URL params)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Principle&lt;/strong&gt;: Only list what's actually installed. Explicitly state what's NOT available — this prevents Claude from suggesting it.&lt;/p&gt;




&lt;h2&gt;
  
  
  Mistake 4: Constraints Without Alternatives
&lt;/h2&gt;

&lt;h3&gt;
  
  
  The Problem
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# Rules&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Do NOT use any type
&lt;span class="p"&gt;-&lt;/span&gt; Do NOT add new dependencies
&lt;span class="p"&gt;-&lt;/span&gt; Do NOT use class components
&lt;span class="p"&gt;-&lt;/span&gt; Do NOT modify .env files
&lt;span class="p"&gt;-&lt;/span&gt; Do NOT use default exports
&lt;span class="p"&gt;-&lt;/span&gt; Do NOT write inline styles
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;A list of "don'ts" tells Claude what to avoid, but not what to use instead. If &lt;code&gt;any&lt;/code&gt; is banned, should it use &lt;code&gt;unknown&lt;/code&gt; with type guards? Generics? Explicit type definitions?&lt;/p&gt;

&lt;h3&gt;
  
  
  The Fix
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# Type Safety&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; Never use &lt;span class="sb"&gt;`any`&lt;/span&gt;. Instead:
&lt;span class="p"&gt;  -&lt;/span&gt; External API responses → define with Zod schema, use &lt;span class="sb"&gt;`z.infer&amp;lt;typeof schema&amp;gt;`&lt;/span&gt;
&lt;span class="p"&gt;  -&lt;/span&gt; Unknown runtime values → &lt;span class="sb"&gt;`unknown`&lt;/span&gt; with type guard functions in src/lib/guards/
&lt;span class="p"&gt;  -&lt;/span&gt; Generic containers → TypeScript generics with constraints

&lt;span class="gh"&gt;# Styling&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; No inline styles. Instead:
&lt;span class="p"&gt;  -&lt;/span&gt; Standard styling → Tailwind utility classes
&lt;span class="p"&gt;  -&lt;/span&gt; Conditional styles → &lt;span class="sb"&gt;`clsx()`&lt;/span&gt; or &lt;span class="sb"&gt;`cn()`&lt;/span&gt; from src/lib/utils
&lt;span class="p"&gt;  -&lt;/span&gt; Animations → Tailwind's built-in animation utilities

&lt;span class="gh"&gt;# Dependencies&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; No new deps without justification. Use what's already available:
&lt;span class="p"&gt;  -&lt;/span&gt; Date handling → native Date (no moment/dayjs)
&lt;span class="p"&gt;  -&lt;/span&gt; HTTP → native fetch (no axios)
&lt;span class="p"&gt;  -&lt;/span&gt; Validation → existing Zod setup in src/schemas/
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Principle&lt;/strong&gt;: Pair every "don't" with a "do instead". This eliminates ambiguity and gives Claude a clear path forward.&lt;/p&gt;




&lt;h2&gt;
  
  
  Mistake 5: Writing It Once and Never Updating
&lt;/h2&gt;

&lt;h3&gt;
  
  
  The Problem
&lt;/h3&gt;

&lt;p&gt;Your CLAUDE.md was written 3 months ago when the project started. Since then:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Package manager changed from npm → pnpm&lt;/li&gt;
&lt;li&gt;Test framework switched from Jest → Vitest&lt;/li&gt;
&lt;li&gt;Directory structure was reorganized&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Claude Code now runs &lt;code&gt;npm test&lt;/code&gt; (fails), writes Jest syntax (wrong), and creates files in directories that no longer exist.&lt;/p&gt;

&lt;h3&gt;
  
  
  The Fix
&lt;/h3&gt;

&lt;p&gt;Add an update trigger section:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gh"&gt;# Meta&lt;/span&gt;
Last updated: 2026-08-01
Update this file when:
&lt;span class="p"&gt;-&lt;/span&gt; [ ] package.json dependencies change
&lt;span class="p"&gt;-&lt;/span&gt; [ ] Directory structure changes
&lt;span class="p"&gt;-&lt;/span&gt; [ ] New coding conventions are adopted
&lt;span class="p"&gt;-&lt;/span&gt; [ ] CI/CD pipeline changes
&lt;span class="p"&gt;-&lt;/span&gt; [ ] Test framework or build tools change
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Principle&lt;/strong&gt;: CLAUDE.md is a living document. Review it monthly or whenever your project setup changes. Outdated instructions are worse than no instructions.&lt;/p&gt;




&lt;h2&gt;
  
  
  Quick Checklist: Does Your CLAUDE.md Actually Work?
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;[ ] Rules are concrete and pass/fail testable (not aspirational)&lt;/li&gt;
&lt;li&gt;[ ] CRITICAL section exists with ≤5 rules at the top of the file&lt;/li&gt;
&lt;li&gt;[ ] Every tech in Stack section is actually installed (check package.json)&lt;/li&gt;
&lt;li&gt;[ ] Every "don't" has a corresponding "do instead"&lt;/li&gt;
&lt;li&gt;[ ] File was reviewed within the last 30 days&lt;/li&gt;
&lt;li&gt;[ ] Total length is under 100 lines (details are in separate docs)&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Resources
&lt;/h2&gt;

&lt;p&gt;If you want to skip the trial-and-error of writing CLAUDE.md from scratch:&lt;/p&gt;

&lt;p&gt;🎁 &lt;strong&gt;&lt;a href="https://mairevenue.gumroad.com/l/free-config-starter" rel="noopener noreferrer"&gt;Claude Code Config Starter Pack (FREE)&lt;/a&gt;&lt;/strong&gt; — 3 templates (Next.js, TypeScript Library, Python FastAPI) that follow all the principles above.&lt;/p&gt;

&lt;p&gt;🛠️ &lt;strong&gt;&lt;a href="https://mairevenue.gumroad.com/l/mgiiam" rel="noopener noreferrer"&gt;Claude Code Config Pack — 20 Templates ($5)&lt;/a&gt;&lt;/strong&gt; — Docker-verified configurations for 20 project types including Go, Rust, Flutter, Terraform, and more.&lt;/p&gt;

&lt;p&gt;📘 &lt;strong&gt;&lt;a href="https://mairevenue.gumroad.com/l/tmtke" rel="noopener noreferrer"&gt;The AI Coding Prompt Toolkit ($5)&lt;/a&gt;&lt;/strong&gt; — 52 structured prompts for project setup, feature implementation, testing, and refactoring.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;What CLAUDE.md mistakes have you encountered? Drop a comment below — I'd love to hear about patterns I missed.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>claudecode</category>
      <category>ai</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>5 Essential System Prompt Rules to Stop Your AI Agents from Going Rogue</title>
      <dc:creator>shohei-ai-lab</dc:creator>
      <pubDate>Tue, 04 Aug 2026 00:01:40 +0000</pubDate>
      <link>https://dev.to/shohei-ai-lab/5-essential-system-prompt-rules-to-stop-your-ai-agents-from-going-rogue-39mp</link>
      <guid>https://dev.to/shohei-ai-lab/5-essential-system-prompt-rules-to-stop-your-ai-agents-from-going-rogue-39mp</guid>
      <description>&lt;p&gt;We are in the era of autonomous AI agents. Tools like Claude Code, Cline, Cursor, and other agentic coding frameworks are replacing simple Q&amp;amp;A chat interfaces. They can read your workspace, run shell commands, write code, and execute tests.&lt;/p&gt;

&lt;p&gt;However, with great power comes great chaos. Every developer using AI agents eventually faces these frustrating moments:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;The Loop of Doom&lt;/strong&gt;: Your agent gets stuck in a compilation-error loop, burning your API credits.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;The Overzealous Refactor&lt;/strong&gt;: The agent rewrites unrelated files, breaking your main branch.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;The Hallucination&lt;/strong&gt;: The agent claims "all tests passed" when they didn't even run.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;These issues are not failures of the AI models themselves—they are &lt;strong&gt;system prompt failures&lt;/strong&gt;. Just like human developers, AI agents need clear boundaries, explicit constraints, and rigorous execution rules to perform at their best.&lt;/p&gt;

&lt;p&gt;Based on our ongoing experiment, &lt;strong&gt;AI Autonomous Revenue Project&lt;/strong&gt; (where we build and iterate on web products using AI agent workflows with structural verification), we compiled 5 core rules for designing system prompts for AI agents.&lt;/p&gt;




&lt;h2&gt;
  
  
  Rule 1: Tighten the Role and Grant Specific Authority
&lt;/h2&gt;

&lt;p&gt;Instead of a generic role like &lt;em&gt;"You are a world-class software engineer,"&lt;/em&gt; define a highly specialized domain expert with distinct behavioral boundaries.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Weak&lt;/strong&gt;: &lt;em&gt;"You are a senior full-stack developer."&lt;/em&gt;
&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Strong&lt;/strong&gt;: &lt;em&gt;"You are a strict, no-nonsense senior backend engineer specializing in Next.js, Prisma, and PostgreSQL. Your coding style is minimal, avoiding any unnecessary helper libraries or duplicate imports."&lt;/em&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Rule 2: Explicitly Restrict File System Mutability
&lt;/h2&gt;

&lt;p&gt;AI agents have powerful file-writing tools. If left unrestricted, they will modify configuration files, GitHub actions, or package dependencies in unexpected ways. You must establish write-protected zones.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;&lt;span class="gu"&gt;### Write-Protected Files (Read-Only)&lt;/span&gt;
&lt;span class="p"&gt;-&lt;/span&gt; &lt;span class="sb"&gt;`package.json`&lt;/span&gt; and &lt;span class="sb"&gt;`package-lock.json`&lt;/span&gt; (Any dependency update requires explicit human approval)
&lt;span class="p"&gt;-&lt;/span&gt; &lt;span class="sb"&gt;`.github/workflows/`&lt;/span&gt; (Never modify CI pipelines)
&lt;span class="p"&gt;-&lt;/span&gt; &lt;span class="sb"&gt;`tsconfig.json`&lt;/span&gt; and linter configurations
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  Rule 3: Design for Non-Determinism (Stochastic Behavior)
&lt;/h2&gt;

&lt;p&gt;Large Language Models are probabilistic. Never assume the agent's action will succeed on the first try. Your system prompt must define a &lt;strong&gt;fallback protocol&lt;/strong&gt;.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Bad&lt;/strong&gt;: &lt;em&gt;"Fetch the API data and save it to the database."&lt;/em&gt;
&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Good&lt;/strong&gt;: &lt;em&gt;"When calling the external API, write error-handling logic with exponential backoff up to 3 retries. If the call still fails, write the complete error payload to &lt;code&gt;logs/error.log&lt;/code&gt; and stop the task."&lt;/em&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Rule 4: Mandate Automated Evidence Preservation (No Verbal Claims)
&lt;/h2&gt;

&lt;p&gt;Agents are prone to hallucinating task completion. Do not allow them to just say &lt;em&gt;"Everything is working!"&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Force the agent to execute real tests and &lt;strong&gt;preserve the output files&lt;/strong&gt;.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  Require the agent to output shell execution logs, test suite status codes, and built artifact hashes to a designated folder (e.g., &lt;code&gt;verification/results/&lt;/code&gt;).&lt;/li&gt;
&lt;li&gt;  The system prompt should state: &lt;em&gt;"A task is only considered done when the corresponding test runner output file is generated and matches the expected schema."&lt;/em&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Rule 5: Enforce Tool-specific Multi-Line Editing
&lt;/h2&gt;

&lt;p&gt;When editing multiple non-contiguous lines of code, agents often break code files using simple single-line replacements. Instruct them to use multi-replace tools or structural parsers specifically designed for non-adjacent lines. This preserves file integrity and prevents syntax breakage.&lt;/p&gt;




&lt;h2&gt;
  
  
  Further Reading &amp;amp; Resources
&lt;/h2&gt;

&lt;p&gt;We put these 5 rules into practice in our daily workflow. If you want to dive deeper into agent instruction design or jumpstart your agentic workflow with structurally verified prompts, here are some resources:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Free: AI Agent Config Starter Pack&lt;/strong&gt; — A free starter set of agent configuration files, format-checked and ready for customization. Grab it on &lt;a href="https://mairevenue.gumroad.com/l/free-config-starter" rel="noopener noreferrer"&gt;Gumroad&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Zenn Book (Japanese): AI Agent Instruction Design&lt;/strong&gt; — A comprehensive guide covering instruction architecture for AI coding agents, with practical examples. Read it on &lt;a href="https://zenn.dev/shohei_ai_lab/books/7ba75032da798d" rel="noopener noreferrer"&gt;Zenn&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;The AI Coding Prompt Toolkit&lt;/strong&gt; — A curated collection of 50+ system prompts and templates for coding, testing, and system design, structurally verified via automated format checks. Available on &lt;a href="https://mairevenue.gumroad.com/l/tmtke" rel="noopener noreferrer"&gt;Gumroad&lt;/a&gt;.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;We'll keep sharing what we learn as we iterate on autonomous agent workflows. Follow along and let us know what rules have worked for you!&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>productivity</category>
      <category>devops</category>
    </item>
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