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    <title>DEV Community: Huy Tieu</title>
    <description>The latest articles on DEV Community by Huy Tieu (@huy_tieu).</description>
    <link>https://dev.to/huy_tieu</link>
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      <title>DEV Community: Huy Tieu</title>
      <link>https://dev.to/huy_tieu</link>
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    <language>en</language>
    <item>
      <title>Drop Your App — We’ll Break It (Lovingly) with AI + QA Experts 🧠🤖</title>
      <dc:creator>Huy Tieu</dc:creator>
      <pubDate>Tue, 11 Nov 2025 14:27:53 +0000</pubDate>
      <link>https://dev.to/huy_tieu/drop-your-app-well-break-it-lovingly-with-ai-qa-experts-56he</link>
      <guid>https://dev.to/huy_tieu/drop-your-app-well-break-it-lovingly-with-ai-qa-experts-56he</guid>
      <description>&lt;p&gt;Hey &lt;strong&gt;Builders&lt;/strong&gt; 👋 — what are you working on right now?&lt;br&gt;
Drop your app link below, and let’s test it together.&lt;/p&gt;

&lt;p&gt;We’re running a little community QA jam: every app that gets shared will be tested by Scout QA (our AI testing agent that explores your app like a real user) and by &lt;strong&gt;real people here in the thread&lt;/strong&gt;.&lt;br&gt;
The AI will find broken links, layout weirdness, and UX bugs — while the community brings the human touch: flow, clarity, and vibe.&lt;/p&gt;

&lt;p&gt;It’s free, fast, and a fun way to see how your app holds up under fresh eyes.&lt;br&gt;
You can also try Scout yourself at &lt;a href="https://scoutqa.ai%EF%BF%BC" rel="noopener noreferrer"&gt;https://scoutqa.ai￼&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;So — what are you building?&lt;br&gt;
Drop the link 👇 and go test someone else’s while you’re here. Let’s help each other ship better.&lt;/p&gt;

&lt;p&gt;⸻&lt;/p&gt;

</description>
      <category>ai</category>
      <category>testing</category>
      <category>buildinpublic</category>
    </item>
    <item>
      <title>Updated with Claude Skills Architecture, now you just need to talk to the agent</title>
      <dc:creator>Huy Tieu</dc:creator>
      <pubDate>Fri, 07 Nov 2025 08:25:08 +0000</pubDate>
      <link>https://dev.to/huy_tieu/updated-with-claude-skills-architecture-now-you-just-need-to-talk-to-the-agent-483c</link>
      <guid>https://dev.to/huy_tieu/updated-with-claude-skills-architecture-now-you-just-need-to-talk-to-the-agent-483c</guid>
      <description>&lt;div class="ltag__link"&gt;
  &lt;a href="/huy_tieu" class="ltag__link__link"&gt;
    &lt;div class="ltag__link__pic"&gt;
      &lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3255418%2F9ab2d045-f2bb-451d-add7-4efdc000045c.png" alt="huy_tieu"&gt;
    &lt;/div&gt;
  &lt;/a&gt;
  &lt;a href="https://dev.to/huy_tieu/i-finally-built-a-second-brain-that-i-actually-use-6th-attempt-4075" class="ltag__link__link"&gt;
    &lt;div class="ltag__link__content"&gt;
      &lt;h2&gt;I Finally Built a Second Brain That I Actually Use (6th Attempt)&lt;/h2&gt;
      &lt;h3&gt;Huy Tieu ・ Oct 15&lt;/h3&gt;
      &lt;div class="ltag__link__taglist"&gt;
        &lt;span class="ltag__link__tag"&gt;#secondbrain&lt;/span&gt;
        &lt;span class="ltag__link__tag"&gt;#ai&lt;/span&gt;
        &lt;span class="ltag__link__tag"&gt;#claudecode&lt;/span&gt;
      &lt;/div&gt;
    &lt;/div&gt;
  &lt;/a&gt;
&lt;/div&gt;


</description>
      <category>secondbrain</category>
      <category>ai</category>
      <category>claudecode</category>
    </item>
    <item>
      <title>What tool do you use to test the product that you built or you vibe checking it yourself? 

Use https://scoutqa.ai to detect bugs/issues/broken stuff before your user did</title>
      <dc:creator>Huy Tieu</dc:creator>
      <pubDate>Tue, 04 Nov 2025 08:00:51 +0000</pubDate>
      <link>https://dev.to/huy_tieu/what-tool-do-you-use-to-test-the-product-that-you-built-or-you-vibe-checking-it-yourself-use-4jp7</link>
      <guid>https://dev.to/huy_tieu/what-tool-do-you-use-to-test-the-product-that-you-built-or-you-vibe-checking-it-yourself-use-4jp7</guid>
      <description>&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
        &lt;div class="c-embed__cover"&gt;
          &lt;a href="https://scoutqa.ai/" class="c-link align-middle" rel="noopener noreferrer"&gt;
            &lt;img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fscoutqa.ai%2Fopengraph-image.png" height="450" class="m-0" width="800"&gt;
          &lt;/a&gt;
        &lt;/div&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://scoutqa.ai/" rel="noopener noreferrer" class="c-link"&gt;
            
          &lt;/a&gt;
        &lt;/h2&gt;
          &lt;p class="truncate-at-3"&gt;
            AI-powered testing companion for Vibe-coded Products. Get visual Traffic Light Reports, instant AI fix prompts, and catch bugs before your users do. No setup, no complexity, just quality.
          &lt;/p&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fscoutqa.ai%2Ffavicon.svg" width="300" height="300"&gt;
          scoutqa.ai
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


</description>
    </item>
    <item>
      <title>I Finally Built a Second Brain That I Actually Use (6th Attempt)</title>
      <dc:creator>Huy Tieu</dc:creator>
      <pubDate>Wed, 15 Oct 2025 04:18:52 +0000</pubDate>
      <link>https://dev.to/huy_tieu/i-finally-built-a-second-brain-that-i-actually-use-6th-attempt-4075</link>
      <guid>https://dev.to/huy_tieu/i-finally-built-a-second-brain-that-i-actually-use-6th-attempt-4075</guid>
      <description>&lt;p&gt;I have a graveyard of abandoned "second brain" projects:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Notion&lt;/strong&gt; (abandoned after 3 weeks)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Obsidian + 20 plugins&lt;/strong&gt; (1 month, then overwhelming)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Custom React app&lt;/strong&gt; (never finished)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Another Notion attempt&lt;/strong&gt; (1 week)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The pattern was always the same: initial excitement → capture lots of notes → manual organization becomes overwhelming → abandon ship.&lt;/p&gt;

&lt;p&gt;This time, I tried something different: &lt;strong&gt;I made AI do all the boring parts.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Three months later, I'm still using it. First time that's happened.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is COG?
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;COG = Claude + Obsidian + Git&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;It's a self-organizing second brain system where:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;You dump messy thoughts&lt;/li&gt;
&lt;li&gt;AI organizes them automatically&lt;/li&gt;
&lt;li&gt;Everything is plain markdown files&lt;/li&gt;
&lt;li&gt;Zero manual maintenance required&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://github.com/huytieu/COG-second-brain" rel="noopener noreferrer"&gt;GitHub Repo&lt;/a&gt; | MIT Licensed&lt;/p&gt;

&lt;h2&gt;
  
  
  The Problem I Kept Hitting
&lt;/h2&gt;

&lt;p&gt;Every second brain system expects you to:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Capture thoughts in a structured way&lt;/li&gt;
&lt;li&gt;File them in the right place&lt;/li&gt;
&lt;li&gt;Tag them appropriately&lt;/li&gt;
&lt;li&gt;Review and reorganize regularly&lt;/li&gt;
&lt;li&gt;Build frameworks manually&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;I'm great at #1. I'm terrible at #2-5.&lt;/p&gt;

&lt;p&gt;After my 5th failed attempt, I realized: &lt;strong&gt;I don't need another note-taking app. I need an AI that organizes my mess.&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How COG Actually Works
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Daily Usage
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Morning: Intelligence Briefing&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;/daily-brief
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Claude searches for verified news (last 7 days only), analyzes it based on my interests (learned from my notes), and generates a personalized briefing.&lt;/p&gt;

&lt;p&gt;Output example:&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;# Daily Brief - October 15, 2025&lt;/span&gt;

&lt;span class="gu"&gt;## Executive Summary&lt;/span&gt;
&lt;span class="gs"&gt;**Priority Focus Areas**&lt;/span&gt;: AI Testing Tools | Browser Automation

[Strategic analysis based on my projects...]

&lt;span class="gu"&gt;## Strategic News&lt;/span&gt;
&lt;span class="gu"&gt;### AI Testing Market Reaches 72% Adoption&lt;/span&gt;
[Verified sources, dated within 7 days, with strategic implications]

&lt;span class="gu"&gt;## Opportunities&lt;/span&gt;
&lt;span class="p"&gt;1.&lt;/span&gt; Integration with [project I'm working on]
&lt;span class="p"&gt;2.&lt;/span&gt; [Specific next steps based on news]
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Throughout Day: Brain Dumps&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;/braindump
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;No structure needed. Just dump whatever:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight markdown"&gt;&lt;code&gt;Random thought: The AI testing market is crazy right now.
Saw Ghostship raised $5M. Maybe we should pivot focus?

Also need to follow up with Duke about the feedback.

Idea: What if we auto-detect competitors in braindumps?
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;COG automatically:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Classifies domain (personal/professional/project)&lt;/li&gt;
&lt;li&gt;Detects competitive intelligence ("Ghostship raised $5M")&lt;/li&gt;
&lt;li&gt;Updates &lt;code&gt;04-projects/my-project/competitive/ghostship.md&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Cross-references to this braindump&lt;/li&gt;
&lt;li&gt;Flags action items ("follow up with Duke")&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Weekly: Pattern Recognition
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;/weekly-checkin
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Claude analyzes ALL content from the week:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What themes emerged?&lt;/li&gt;
&lt;li&gt;What patterns in energy/productivity?&lt;/li&gt;
&lt;li&gt;How did personal wellness affect work?&lt;/li&gt;
&lt;li&gt;What needs attention next week?&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Monthly: Knowledge Synthesis
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;/consolidate-knowledge
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This is where the magic happens.&lt;/p&gt;

&lt;p&gt;Claude reads &lt;strong&gt;every braindump&lt;/strong&gt; since last consolidation and:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Identifies recurring themes&lt;/li&gt;
&lt;li&gt;Synthesizes scattered insights into frameworks&lt;/li&gt;
&lt;li&gt;Updates "single source of truth" knowledge docs&lt;/li&gt;
&lt;li&gt;Tracks evolution of thinking over time&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Real example:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;I had 40+ scattered braindumps about my testing automation project over 3 months. Random thoughts, meeting notes, competitive intel, technical ideas—complete chaos.&lt;/p&gt;

&lt;p&gt;Ran &lt;code&gt;/consolidate-knowledge&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;Output: A coherent 15-page strategic analysis with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Competitive landscape synthesis&lt;/li&gt;
&lt;li&gt;Technical architecture patterns&lt;/li&gt;
&lt;li&gt;Market positioning framework&lt;/li&gt;
&lt;li&gt;Product roadmap priorities&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I used this doc to pitch investors. &lt;strong&gt;I didn't manually compile any of it.&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  The Tech Stack
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Why These Choices?
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Obsidian (Markdown Storage)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Plain &lt;code&gt;.md&lt;/code&gt; files = no vendor lock-in&lt;/li&gt;
&lt;li&gt;Works with any text editor&lt;/li&gt;
&lt;li&gt;Grep-able, searchable, future-proof&lt;/li&gt;
&lt;li&gt;Obsidian mobile works great&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Claude Code (AI Engine)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Better at synthesis than ChatGPT (for my use case)&lt;/li&gt;
&lt;li&gt;Can read entire vault context&lt;/li&gt;
&lt;li&gt;Custom slash commands = no copy-paste workflow&lt;/li&gt;
&lt;li&gt;Learns patterns over time&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Git (Version Control)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;See thinking evolution: &lt;code&gt;git log&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Undo bad consolidations: &lt;code&gt;git revert&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Branch for experiments&lt;/li&gt;
&lt;li&gt;Full backup history&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;iCloud (Sync)&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Instant sync to iPhone/iPad/Mac&lt;/li&gt;
&lt;li&gt;Obsidian mobile works perfectly&lt;/li&gt;
&lt;li&gt;No special setup needed&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Setup (Literally 3 Minutes)
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Prerequisites
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://obsidian.md/" rel="noopener noreferrer"&gt;Obsidian&lt;/a&gt; installed&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://claude.ai/download" rel="noopener noreferrer"&gt;Claude Code&lt;/a&gt; (or VSCode + Claude)&lt;/li&gt;
&lt;li&gt;Git (optional but recommended)&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Installation
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone into your Obsidian vault&lt;/span&gt;
&lt;span class="nb"&gt;cd&lt;/span&gt; /path/to/your/obsidian-vault
git clone https://github.com/huytieu/COG-second-brain.git

&lt;span class="c"&gt;# Copy COG files&lt;/span&gt;
&lt;span class="nb"&gt;cp&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; COG-second-brain/.claude &lt;span class="nb"&gt;.&lt;/span&gt;
&lt;span class="nb"&gt;cp&lt;/span&gt; &lt;span class="nt"&gt;-r&lt;/span&gt; COG-second-brain/templates ./06-templates

&lt;span class="c"&gt;# Open Claude Code&lt;/span&gt;
code &lt;span class="nb"&gt;.&lt;/span&gt;

&lt;span class="c"&gt;# Test it&lt;/span&gt;
/braindump
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;That's it. Your second brain is running.&lt;/p&gt;

&lt;h2&gt;
  
  
  Directory Structure
&lt;/h2&gt;

&lt;p&gt;COG creates this structure automatically:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;your-vault/
├── .claude/
│   ├── commands/           # 15 custom slash commands
│   └── subagents/          # 5 specialized AI agents
├── 00-inbox/               # Temporary processing
├── 01-daily/
│   ├── briefs/            # Daily intelligence
│   └── checkins/          # Daily reflections
├── 02-personal/           # Personal domain (strict privacy)
│   ├── braindumps/
│   ├── development/
│   └── wellness/
├── 03-professional/       # Professional domain
│   ├── braindumps/
│   ├── leadership/
│   └── strategy/
├── 04-projects/           # Project-specific tracking
│   └── [your-project]/
│       ├── braindumps/
│       ├── competitive/   # Auto-updated intel
│       └── content/
├── 05-knowledge/          # Consolidated insights
│   ├── consolidated/      # "Single source of truth"
│   ├── patterns/          # Recurring themes
│   └── timeline/          # Thinking evolution
└── 06-templates/          # Obsidian templates
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  What Makes It "Self-Evolving"?
&lt;/h2&gt;

&lt;p&gt;Most PKM systems are &lt;strong&gt;static storage&lt;/strong&gt;. You put notes in, you search later.&lt;/p&gt;

&lt;p&gt;COG is &lt;strong&gt;active intelligence&lt;/strong&gt;. It:&lt;/p&gt;

&lt;h3&gt;
  
  
  1. Auto-Classifies Content
&lt;/h3&gt;

&lt;p&gt;Mention "workout routine" → Goes to &lt;code&gt;02-personal/wellness/&lt;/code&gt;&lt;br&gt;
Mention "team leadership" → Goes to &lt;code&gt;03-professional/leadership/&lt;/code&gt;&lt;br&gt;
Mention "project milestone" → Goes to &lt;code&gt;04-projects/[name]/&lt;/code&gt;&lt;/p&gt;
&lt;h3&gt;
  
  
  2. Detects Competitive Intelligence
&lt;/h3&gt;

&lt;p&gt;Mention "Competitor X raised funding" in any braindump:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Extracts to &lt;code&gt;04-projects/[project]/competitive/competitor-x.md&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Adds dated entry&lt;/li&gt;
&lt;li&gt;Cross-references source braindump&lt;/li&gt;
&lt;li&gt;No manual filing needed&lt;/li&gt;
&lt;/ul&gt;
&lt;h3&gt;
  
  
  3. Builds Frameworks You Didn't Create
&lt;/h3&gt;

&lt;p&gt;Weekly consolidation synthesizes patterns:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;"You've mentioned 'testing bottlenecks' 8 times this month"&lt;/li&gt;
&lt;li&gt;"Here's a framework based on those insights"&lt;/li&gt;
&lt;li&gt;"This connects to your Q3 goals from May"&lt;/li&gt;
&lt;/ul&gt;
&lt;h3&gt;
  
  
  4. Self-Heals Cross-References
&lt;/h3&gt;

&lt;p&gt;Rename &lt;code&gt;project-alpha.md&lt;/code&gt; → &lt;code&gt;scout-ai.md&lt;/code&gt;?&lt;br&gt;
COG updates all references automatically in next consolidation.&lt;/p&gt;
&lt;h3&gt;
  
  
  5. Learns Your Patterns
&lt;/h3&gt;

&lt;p&gt;After 3 months, COG knows:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;When you're most productive (Git history + energy logs)&lt;/li&gt;
&lt;li&gt;What topics you care about (frequency analysis)&lt;/li&gt;
&lt;li&gt;How your thinking evolved (timeline tracking)&lt;/li&gt;
&lt;li&gt;What questions you repeatedly ask&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;
  
  
  Real Results After 3 Months
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Quantifiable:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;120+ braindumps processed&lt;/li&gt;
&lt;li&gt;5 strategic frameworks built (from scattered insights)&lt;/li&gt;
&lt;li&gt;Daily briefs with 95%+ source accuracy&lt;/li&gt;
&lt;li&gt;0 manual organization required&lt;/li&gt;
&lt;li&gt;0 maintenance overhead&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Qualitative:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Actually using it&lt;/strong&gt; (first time ever)&lt;/li&gt;
&lt;li&gt;Strategic insights I wouldn't have found manually&lt;/li&gt;
&lt;li&gt;Investor pitch doc synthesized from chaos&lt;/li&gt;
&lt;li&gt;Cross-domain patterns (wellness → productivity correlation)&lt;/li&gt;
&lt;li&gt;Thinking evolution timeline (see how I changed my mind)&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;
  
  
  What Makes This Different from...
&lt;/h2&gt;
&lt;h3&gt;
  
  
  ChatGPT?
&lt;/h3&gt;

&lt;p&gt;ChatGPT requires manual copy-paste every time. COG knows your entire vault context and runs automatically on schedule.&lt;/p&gt;
&lt;h3&gt;
  
  
  Obsidian Plugins?
&lt;/h3&gt;

&lt;p&gt;Plugins still require manual configuration and organization. COG is opinionated—works out of the box with zero setup.&lt;/p&gt;
&lt;h3&gt;
  
  
  Notion AI?
&lt;/h3&gt;

&lt;p&gt;Notion locks you in. COG is plain text files. Also, Notion AI doesn't build frameworks from scattered insights—it just answers questions.&lt;/p&gt;
&lt;h3&gt;
  
  
  Roam Research?
&lt;/h3&gt;

&lt;p&gt;Roam is amazing for linking. COG adds synthesis—it doesn't just link notes, it builds frameworks from them.&lt;/p&gt;
&lt;h2&gt;
  
  
  Lessons Learned Building This
&lt;/h2&gt;
&lt;h3&gt;
  
  
  What Worked
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;1. Let AI do what I hate&lt;/strong&gt;&lt;br&gt;
Organizing, tagging, cross-referencing = soul-crushing for me. Let Claude do it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Plain text files&lt;/strong&gt;&lt;br&gt;
Every complex system I built failed. &lt;code&gt;.md&lt;/code&gt; files survived.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Git for thoughts&lt;/strong&gt;&lt;br&gt;
Seeing &lt;code&gt;git log&lt;/code&gt; of my thinking evolution is weirdly powerful. You realize how much your mind changes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. On-demand processing&lt;/strong&gt;&lt;br&gt;
Don't process every note automatically. Process weekly when I run consolidation. Less noise.&lt;/p&gt;
&lt;h3&gt;
  
  
  What Didn't Work
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;1. Too many commands initially&lt;/strong&gt;&lt;br&gt;
Started with 25 commands. Overwhelming. Now I use 4 regularly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Perfect categorization&lt;/strong&gt;&lt;br&gt;
Tried to build perfect taxonomy. Failed. Now: personal/professional/projects. Done.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Manual review workflows&lt;/strong&gt;&lt;br&gt;
Tried "review queue" systems. Never used them. Consolidation handles review automatically.&lt;/p&gt;
&lt;h3&gt;
  
  
  Surprising Benefits
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;1. It's a thinking partner&lt;/strong&gt;&lt;br&gt;
Writing braindumps knowing they'll be analyzed makes me think more clearly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Pattern recognition&lt;/strong&gt;&lt;br&gt;
Git history showed I brainstorm best Tuesday mornings. Would never notice manually.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Cross-domain insights&lt;/strong&gt;&lt;br&gt;
COG connects personal wellness to professional productivity quantitatively. Mind-blowing.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Actually maintenance-free&lt;/strong&gt;&lt;br&gt;
I legitimately haven't "maintained" this in 6 weeks. It just... works.&lt;/p&gt;
&lt;h2&gt;
  
  
  Privacy &amp;amp; Cost Considerations
&lt;/h2&gt;
&lt;h3&gt;
  
  
  Privacy
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Concern:&lt;/strong&gt; "You're sending all your notes to Claude?"&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Reality:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;COG only sends content when you invoke commands&lt;/li&gt;
&lt;li&gt;It's on-demand, not continuous background processing&lt;/li&gt;
&lt;li&gt;For sensitive content, keep separate vault or use local AI (Ollama)&lt;/li&gt;
&lt;li&gt;You control what gets processed&lt;/li&gt;
&lt;/ul&gt;
&lt;h3&gt;
  
  
  Cost
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Claude API usage for my workflow:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Daily briefs: ~$0.10/day = $3/month&lt;/li&gt;
&lt;li&gt;Weekly consolidation: ~$2-3/consolidation = $8-12/month&lt;/li&gt;
&lt;li&gt;Misc braindumps: ~$2/month&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Total: $10-15/month&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Compare to Notion AI ($10/month) or Roam ($15/month) but with full ownership of data.&lt;/p&gt;
&lt;h2&gt;
  
  
  Common Questions
&lt;/h2&gt;
&lt;h3&gt;
  
  
  "Do I need to know coding?"
&lt;/h3&gt;

&lt;p&gt;Nope. Just basic terminal commands (copy files, run commands). The setup instructions are copy-paste.&lt;/p&gt;
&lt;h3&gt;
  
  
  "Can I customize it?"
&lt;/h3&gt;

&lt;p&gt;Yes! Edit &lt;code&gt;.claude/commands/*.md&lt;/code&gt; files to change how commands work. They're just markdown files with prompts.&lt;/p&gt;
&lt;h3&gt;
  
  
  "What if Claude Code goes away?"
&lt;/h3&gt;

&lt;p&gt;The commands are just text files. Port them to any AI system (local Ollama, OpenAI API, etc.). Your data is just &lt;code&gt;.md&lt;/code&gt; files—completely portable.&lt;/p&gt;
&lt;h3&gt;
  
  
  "Does it work offline?"
&lt;/h3&gt;

&lt;p&gt;Partially. You can read/edit notes offline. AI commands require internet for Claude API. Could be adapted for local LLMs.&lt;/p&gt;
&lt;h3&gt;
  
  
  "How do I migrate my existing notes?"
&lt;/h3&gt;

&lt;p&gt;Drop them in the appropriate folders (&lt;code&gt;02-personal/&lt;/code&gt;, &lt;code&gt;03-professional/&lt;/code&gt;, etc.). Run &lt;code&gt;/consolidate-knowledge&lt;/code&gt; and COG will process them.&lt;/p&gt;
&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;

&lt;p&gt;If you've also failed at maintaining a second brain, maybe this approach works for you:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Clone the repo:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/huytieu/COG-second-brain.git
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;2. Follow &lt;a href="https://github.com/huytieu/COG-second-brain/blob/main/SETUP.md" rel="noopener noreferrer"&gt;SETUP.md&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Start with just two commands:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;/braindump&lt;/code&gt; (capture thoughts)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;/consolidate-knowledge&lt;/code&gt; (organize weekly)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;4. Customize as needed&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What's Next
&lt;/h2&gt;

&lt;p&gt;Ideas I'm considering:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;[ ] Local LLM support (Ollama) for privacy&lt;/li&gt;
&lt;li&gt;[ ] Web interface for knowledge graph visualization&lt;/li&gt;
&lt;li&gt;[ ] Mobile-optimized commands (for Obsidian mobile)&lt;/li&gt;
&lt;li&gt;[ ] Team collaboration features (with privacy)&lt;/li&gt;
&lt;li&gt;[ ] Voice-to-braindump (for mobile capture)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;I don't know if COG is the "right" way to build a second brain. But it's the first system I've actually maintained for 3 months.&lt;/p&gt;

&lt;p&gt;The insight: &lt;strong&gt;Stop trying to organize thoughts manually. Let AI do it.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Humans are great at:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Having ideas&lt;/li&gt;
&lt;li&gt;Seeing patterns in synthesized data&lt;/li&gt;
&lt;li&gt;Making decisions&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Humans are terrible at:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Consistent filing&lt;/li&gt;
&lt;li&gt;Cross-referencing&lt;/li&gt;
&lt;li&gt;Pattern detection across 100+ documents&lt;/li&gt;
&lt;li&gt;Remembering where we put that thing 6 weeks ago&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Let AI do the terrible parts. You do the human parts.&lt;/p&gt;

&lt;p&gt;If you've struggled with this too, give it a shot:&lt;/p&gt;

&lt;p&gt;🔗 &lt;strong&gt;GitHub:&lt;/strong&gt; &lt;a href="https://github.com/huytieu/COG-second-brain" rel="noopener noreferrer"&gt;https://github.com/huytieu/COG-second-brain&lt;/a&gt;&lt;br&gt;
📄 &lt;strong&gt;License:&lt;/strong&gt; MIT (free, open source)&lt;br&gt;
⏱️ &lt;strong&gt;Setup time:&lt;/strong&gt; 3 minutes&lt;br&gt;
💰 &lt;strong&gt;Cost:&lt;/strong&gt; $10-15/month (Claude API)&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Discussion:&lt;/strong&gt; What's your second brain graveyard look like? What systems have you tried and abandoned? I'd love to hear what worked/didn't work for you.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;P.S. If you try COG, I'd love feedback. Open issues/discussions on GitHub or comment below!&lt;/em&gt;&lt;/p&gt;

</description>
      <category>secondbrain</category>
      <category>ai</category>
      <category>claudecode</category>
    </item>
    <item>
      <title>yo, just launched Scout today - Vibe testing for vibe coding</title>
      <dc:creator>Huy Tieu</dc:creator>
      <pubDate>Tue, 07 Oct 2025 09:53:46 +0000</pubDate>
      <link>https://dev.to/huy_tieu/yo-just-launched-scout-today-vibe-testing-for-vibe-coding-2mmd</link>
      <guid>https://dev.to/huy_tieu/yo-just-launched-scout-today-vibe-testing-for-vibe-coding-2mmd</guid>
      <description>&lt;p&gt;yo, just launched Scout (&lt;a href="https://scoutqa.ai" rel="noopener noreferrer"&gt;https://scoutqa.ai&lt;/a&gt;) on Product Hunt today 🚀 &lt;/p&gt;

&lt;p&gt;it's basically automated testing that keeps up with vibe coding speed. go to scoutqa.ai and input your app url to test&lt;br&gt;
if you're using claude code or cursor, we've got a CLI version dropping soon 👀&lt;br&gt;
this is super early version and all feedbacks are welcome. built for vibe coding communities&lt;br&gt;
&lt;a href="https://www.producthunt.com/products/scout-qa-ai-quality-companion" rel="noopener noreferrer"&gt;https://www.producthunt.com/products/scout-qa-ai-quality-companion&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>testing</category>
      <category>vibe</category>
    </item>
    <item>
      <title>We built Scout QA - an AI Quality Companion for AI-native developers (and just launched on Product Hunt)</title>
      <dc:creator>Huy Tieu</dc:creator>
      <pubDate>Tue, 07 Oct 2025 09:09:54 +0000</pubDate>
      <link>https://dev.to/huy_tieu/we-built-scout-qa-an-ai-quality-companion-for-ai-native-developers-and-just-launched-on-product-23bh</link>
      <guid>https://dev.to/huy_tieu/we-built-scout-qa-an-ai-quality-companion-for-ai-native-developers-and-just-launched-on-product-23bh</guid>
      <description>&lt;p&gt;Hey Dev.to! 👋&lt;br&gt;
After months of building, we just launched Scout on Product Hunt today. I wanted to share what we've been working on and why.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The problem&lt;/strong&gt;&lt;br&gt;
If you've been building with AI-assisted tools like Lovable, Cursor, or Replit, you know the feeling: you can ship features insanely fast. But testing? Testing still feels like it's stuck in 2015.&lt;br&gt;
Traditional QA workflows can't keep up with AI-native development velocity. You're vibing, coding at lightning speed, and then... you have to manually write tests. Or worse, skip them entirely.&lt;br&gt;
&lt;strong&gt;Our solution: "vibe testing for vibe coding"&lt;/strong&gt;&lt;br&gt;
Scout is an AI Quality Companion that matches your development speed. Here's how it works:&lt;br&gt;
&lt;strong&gt;Dead simple to use:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;yourproject.lovable.app =&amp;gt; yourproject.lovable.scoutqa.app
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Just change &lt;code&gt;.app&lt;/code&gt; to &lt;code&gt;.scoutqa.app&lt;/code&gt; in your Lovable URL and Scout:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Autonomously generates tests for your application&lt;/li&gt;
&lt;li&gt;Detects regressions with Evolution Tracking&lt;/li&gt;
&lt;li&gt;Gives you Traffic Light Reports (red/yellow/green for what broke)
&lt;strong&gt;Why launch early?&lt;/strong&gt;
Honestly? Scout is rough around the edges. There are bugs. Features we haven't built yet. Things that could be better.
But we believe in building WITH the community, not in isolation. We'd rather get feedback from real developers now than polish in a vacuum for another 6 months.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Try it out&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Live app: scoutqa.ai&lt;br&gt;
Product Hunt: &lt;a href="https://www.producthunt.com/posts/scout-qa-ai-quality-companion?utm_source=other&amp;amp;utm_medium=social" rel="noopener noreferrer"&gt;Scout QA - AI Quality Companion&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;We're especially interested in feedback from folks building with Lovable, Cursor, and Replit. If you're shipping fast with AI tools, we built this for you.&lt;br&gt;
Drop your feedback below - the good, the bad, and the "why doesn't this work?" All of it helps us build something better.&lt;br&gt;
Built with ❤️ from Vietnam 🇻🇳&lt;/p&gt;

</description>
      <category>testing</category>
      <category>vibecoding</category>
      <category>vibetesting</category>
    </item>
  </channel>
</rss>
