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    <title>Forem: OCLauncher Team</title>
    <description>The latest articles on Forem by OCLauncher Team (@oclauncherai).</description>
    <link>https://forem.com/oclauncherai</link>
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      <title>Forem: OCLauncher Team</title>
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    <item>
      <title>Register for an Agentic Headless CRM Backend Without Leaving Your Agent</title>
      <dc:creator>OCLauncher Team</dc:creator>
      <pubDate>Mon, 11 May 2026 16:00:00 +0000</pubDate>
      <link>https://forem.com/oclauncherai/register-for-an-agentic-headless-crm-backend-without-leaving-your-agent-3k58</link>
      <guid>https://forem.com/oclauncherai/register-for-an-agentic-headless-crm-backend-without-leaving-your-agent-3k58</guid>
      <description>&lt;p&gt;Most developer quickstarts still assume the same old flow:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;open a signup page&lt;/li&gt;
&lt;li&gt;create an account&lt;/li&gt;
&lt;li&gt;find the API key screen&lt;/li&gt;
&lt;li&gt;copy the key&lt;/li&gt;
&lt;li&gt;paste it into your tool&lt;/li&gt;
&lt;li&gt;finally make the first call&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That is fine for a normal dashboard-first SaaS product.&lt;/p&gt;

&lt;p&gt;It is awkward for an agentic backend.&lt;/p&gt;

&lt;p&gt;If the whole point is that an AI agent can operate the backend, registration should also be something the agent can help with. The user should be able to say:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Sign me up for FavCRM. The business is a yoga studio called Stretch + Breathe in Hong Kong.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Then the agent should request the signup code, wait for the user to paste it back, verify the code, and receive an API key.&lt;/p&gt;

&lt;p&gt;That is what FavCRM's agentic registration flow does.&lt;/p&gt;

&lt;h2&gt;
  
  
  What we are building
&lt;/h2&gt;

&lt;p&gt;By the end of this article, you will have:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;a FavCRM workspace&lt;/li&gt;
&lt;li&gt;a verified owner email&lt;/li&gt;
&lt;li&gt;a &lt;code&gt;fav_mcp_*&lt;/code&gt; API key&lt;/li&gt;
&lt;li&gt;a configured CLI&lt;/li&gt;
&lt;li&gt;a first diagnostic check against the MCP endpoint&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;You can run the flow through an MCP client or through the &lt;code&gt;favcrm&lt;/code&gt; CLI.&lt;/p&gt;

&lt;h2&gt;
  
  
  Path A: register from an MCP client
&lt;/h2&gt;

&lt;p&gt;In an MCP-compatible client, the agent uses two no-auth tools:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;code&gt;register_organisation_request&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;register_organisation_verify&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The request step sends a short-lived email code.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"register_organisation_request"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"arguments"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"email"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"you@example.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"organisationName"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Stretch + Breathe"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"industry"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"fitness"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"country"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"HK"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"timezone"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Asia/Hong_Kong"&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The response includes a &lt;code&gt;requestId&lt;/code&gt;, a masked email, and an expiry time.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"requestId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"signup_req_..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"maskedEmail"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"yo*@example.com"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"expiresAt"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"2026-05-11T12:00:00.000Z"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"instructions"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Tell the user to check yo*@example.com for a 6-digit code..."&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;After the user reads the email and pastes the code back, the agent verifies it:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"register_organisation_verify"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"arguments"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"requestId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"signup_req_..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"code"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"123456"&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The verify step creates the workspace and returns an API key once.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"organisationId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"org_..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"companyId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"co_..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"userId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"usr_..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"apiKey"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"fav_mcp_..."&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"loginUrl"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://app.favcrm.io"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"nextSteps"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Set Authorization: Bearer &amp;lt;apiKey&amp;gt; on subsequent MCP calls..."&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Do not paste that key into source code. Store it in your MCP client config, a local environment variable, or your secret manager.&lt;/p&gt;

&lt;h2&gt;
  
  
  Path B: register from the CLI
&lt;/h2&gt;

&lt;p&gt;If you are working in a terminal, the CLI wraps the same flow.&lt;/p&gt;

&lt;p&gt;Install from source:&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/favcrm/cli ~/Project/favcrm/cli
&lt;span class="nb"&gt;cd&lt;/span&gt; ~/Project/favcrm/cli
cargo &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;--path&lt;/span&gt; &lt;span class="nb"&gt;.&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Request the email code:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;favcrm signup request &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--email&lt;/span&gt; you@example.com &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--organisation-name&lt;/span&gt; &lt;span class="s2"&gt;"Stretch + Breathe"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--industry&lt;/span&gt; fitness &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--country&lt;/span&gt; HK &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--timezone&lt;/span&gt; Asia/Hong_Kong
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Then verify it:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;favcrm signup verify &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--request-id&lt;/span&gt; &amp;lt;request-id&amp;gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;--code&lt;/span&gt; &amp;lt;six-digit-code&amp;gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;By default, &lt;code&gt;signup verify&lt;/code&gt; saves the returned API key to the normal CLI config file. Human output masks the key unless you explicitly use &lt;code&gt;--show-key&lt;/code&gt;.&lt;/p&gt;

&lt;p&gt;That default matters. Agentic systems should avoid leaking keys into logs, transcripts, screenshots, and repo files.&lt;/p&gt;

&lt;h2&gt;
  
  
  Run the first diagnostic
&lt;/h2&gt;

&lt;p&gt;After verification, run:&lt;br&gt;
&lt;/p&gt;

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

&lt;/div&gt;



&lt;p&gt;The doctor command checks:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;the MCP endpoint URL&lt;/li&gt;
&lt;li&gt;whether auth is configured&lt;/li&gt;
&lt;li&gt;the reachable tool count&lt;/li&gt;
&lt;li&gt;current organisation context&lt;/li&gt;
&lt;li&gt;plan status&lt;/li&gt;
&lt;li&gt;WhatsApp connection status when available&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For machine-readable output:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;favcrm &lt;span class="nt"&gt;--json&lt;/span&gt; doctor
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  What the agent should do next
&lt;/h2&gt;

&lt;p&gt;Once the API key exists, every normal MCP call should include:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight http"&gt;&lt;code&gt;&lt;span class="err"&gt;Authorization: Bearer fav_mcp_...
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;From here, the agent can list tools, inspect schemas, and call CRM operations:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;favcrm tool list
favcrm tool describe list_services
favcrm tool call list_services &lt;span class="s1"&gt;'{}'&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;A fresh workspace may return an empty services list. That is success. It means auth works and the backend is ready for setup.&lt;/p&gt;

&lt;h2&gt;
  
  
  Failure modes to handle
&lt;/h2&gt;

&lt;p&gt;Registration is intentionally small, but agents still need to handle edge cases.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Expired code.&lt;/strong&gt; Ask for a fresh code by calling &lt;code&gt;register_organisation_request&lt;/code&gt; again.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Wrong code.&lt;/strong&gt; Retry verification with the corrected 6-digit code.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Existing account.&lt;/strong&gt; Ask the user to sign in to the portal and create an MCP key from Settings, or continue through the existing merchant flow.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;No email received.&lt;/strong&gt; Check the masked email, wait a minute, and retry the request if needed.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Token leaked.&lt;/strong&gt; Revoke the key in the portal and issue a new one.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why this flow matters
&lt;/h2&gt;

&lt;p&gt;Agentic registration is not just a convenience feature.&lt;/p&gt;

&lt;p&gt;It proves that the backend was designed for agents from the first step. The agent can discover the signup tools, request email ownership proof, complete verification, and move directly into useful work.&lt;/p&gt;

&lt;p&gt;The user does not need to understand API-key screens before seeing value.&lt;/p&gt;

&lt;p&gt;In the next article, we will connect an MCP client and inspect the 165 typed CRM tools that become available after registration.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>mcp</category>
      <category>backend</category>
      <category>webdev</category>
    </item>
    <item>
      <title>The Agentic Headless Backend: What Vibe Coders Still Need After the UI Is Done</title>
      <dc:creator>OCLauncher Team</dc:creator>
      <pubDate>Mon, 11 May 2026 03:40:50 +0000</pubDate>
      <link>https://forem.com/oclauncherai/the-agentic-headless-backend-what-vibe-coders-still-need-after-the-ui-is-done-4dmc</link>
      <guid>https://forem.com/oclauncherai/the-agentic-headless-backend-what-vibe-coders-still-need-after-the-ui-is-done-4dmc</guid>
      <description>&lt;p&gt;Vibe coding changed the first hour of software.&lt;/p&gt;

&lt;p&gt;A founder can open v0, Cursor, Claude, or ChatGPT and describe a booking page, a customer dashboard, or a small commerce flow. A few minutes later, there is a polished interface: cards, filters, forms, empty states, maybe even a working mock API.&lt;/p&gt;

&lt;p&gt;That is real progress. But it also exposes a harder truth:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;A good-looking product is not the same thing as a real backend.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;The moment the prototype needs real users, customer records, permissions, bookings, invoices, payments, reminders, or reporting, the vibe changes. The frontend was fast. The backend still asks the old questions.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What should the database schema be?&lt;/li&gt;
&lt;li&gt;Who can read or change this record?&lt;/li&gt;
&lt;li&gt;How do we avoid leaking customer data?&lt;/li&gt;
&lt;li&gt;What happens when a booking is cancelled?&lt;/li&gt;
&lt;li&gt;How do invoices, payments, refunds, and subscriptions stay consistent?&lt;/li&gt;
&lt;li&gt;Where do WhatsApp, SMS, and email sends get approved?&lt;/li&gt;
&lt;li&gt;How does an AI agent know which actions are safe?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This is the gap an &lt;strong&gt;agentic headless backend&lt;/strong&gt; is meant to close.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why generated backends get fragile
&lt;/h2&gt;

&lt;p&gt;Most vibe-coded backend attempts start in one of three ways.&lt;/p&gt;

&lt;p&gt;First, there is the local JSON file. It is perfect for a demo and useless for production. It has no concurrency model, no audit trail, no authorization boundary, and no answer for "what happens when two users update this at once?"&lt;/p&gt;

&lt;p&gt;Second, there is generic CRUD. The agent creates tables, API routes, and forms. It can store rows, but it usually does not understand the domain rules. A booking is not just a row. It depends on service duration, staff availability, capacity, cancellation policy, reminders, and payment state.&lt;/p&gt;

&lt;p&gt;Third, there is direct database access from an AI workflow. This feels powerful until customer data, payment records, and destructive operations enter the system. An agent should not be guessing table names or writing arbitrary SQL against production customer data.&lt;/p&gt;

&lt;p&gt;The core problem is not that AI cannot write backend code. It can. The problem is that backend work is mostly &lt;strong&gt;policy, state, and trust&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  The backend problems vibe coders actually face
&lt;/h2&gt;

&lt;p&gt;When a prototype becomes a product, the missing backend usually falls into seven buckets.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;1. Data modeling.&lt;/strong&gt; Customers, services, bookings, orders, loyalty points, invoices, subscriptions, campaigns, and content are connected. A table-per-screen model breaks quickly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Authentication and permissions.&lt;/strong&gt; "Logged in" is not enough. Real systems need workspace scope, owner/admin/member roles, API tokens, revocation, and least privilege.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Data security.&lt;/strong&gt; Customer profiles, phone numbers, payment status, message history, and invoices are sensitive. They need predictable access rules, not improvised routes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Business workflows.&lt;/strong&gt; Booking a class, charging an invoice, issuing loyalty points, sending a reminder, and chasing an overdue payment are multi-step operations. They need domain rules.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;5. External side effects.&lt;/strong&gt; WhatsApp, SMS, email, Stripe, and webhooks are not normal CRUD. They need idempotency, retries, queues, and approval gates.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;6. Reporting.&lt;/strong&gt; Operators eventually ask for weekly revenue, no-shows, overdue invoices, inactive VIPs, and campaign performance. If the data model is random, the report becomes random too.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;7. Agent safety.&lt;/strong&gt; Once an AI agent can act, every tool needs clear semantics. Is this read-only? Does it mutate data? Is it destructive? Is it safe to retry?&lt;/p&gt;

&lt;p&gt;These are not UI problems. They are backend ownership problems.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is an agentic headless backend?
&lt;/h2&gt;

&lt;p&gt;A headless backend is a hosted backend you can use without adopting its default frontend. You bring your own app, site, agent, or workflow.&lt;/p&gt;

&lt;p&gt;An &lt;strong&gt;agentic&lt;/strong&gt; headless backend goes one step further. It exposes business capabilities as typed tools that AI agents can safely call.&lt;/p&gt;

&lt;p&gt;That means the backend provides:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;durable data models for the domain&lt;/li&gt;
&lt;li&gt;authenticated API and SDK surfaces for apps&lt;/li&gt;
&lt;li&gt;typed agent tools for AI clients&lt;/li&gt;
&lt;li&gt;safe annotations for read/write/destructive operations&lt;/li&gt;
&lt;li&gt;approval flows for customer-facing sends&lt;/li&gt;
&lt;li&gt;playbooks for common multi-step workflows&lt;/li&gt;
&lt;li&gt;operational reporting on top of the same data&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The agent does not invent the backend. It operates one.&lt;/p&gt;

&lt;h2&gt;
  
  
  What this looks like with FavCRM
&lt;/h2&gt;

&lt;p&gt;FavCRM is built around this idea for service businesses: beauty, fitness, tutoring, clinics, retail, hospitality, professional services, and other teams where customers book, buy, subscribe, and come back.&lt;/p&gt;

&lt;p&gt;Instead of asking a vibe coder to build the entire customer backend from scratch, FavCRM exposes the backend as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;165 typed MCP tools&lt;/strong&gt; for customers, bookings, loyalty, invoices, payments, products, subscriptions, content, team onboarding, and messaging&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Public SKILL.md packages&lt;/strong&gt; for workflows like agentic registration, team onboarding, WhatsApp setup, booking operations, customer lifecycle, billing, content, and reporting&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;REST API and JavaScript SDK&lt;/strong&gt; for normal app development&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Agentic registration&lt;/strong&gt; so a new user can sign up from inside an MCP client with &lt;code&gt;register_organisation_request&lt;/code&gt; and &lt;code&gt;register_organisation_verify&lt;/code&gt;, or from the CLI with &lt;code&gt;favcrm signup request&lt;/code&gt; and &lt;code&gt;favcrm signup verify&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The result is a backend an agent can discover and operate, not just a database it can accidentally corrupt.&lt;/p&gt;

&lt;p&gt;This article opens a hands-on series. Next we will start from zero: registering a workspace, receiving an API key, and making the first MCP call without going through a traditional portal form.&lt;/p&gt;

&lt;h2&gt;
  
  
  A concrete example: the booking app trap
&lt;/h2&gt;

&lt;p&gt;Imagine you ask an AI coding tool to build a booking app for a fitness studio.&lt;/p&gt;

&lt;p&gt;The UI comes back fast:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;service cards&lt;/li&gt;
&lt;li&gt;calendar picker&lt;/li&gt;
&lt;li&gt;customer form&lt;/li&gt;
&lt;li&gt;admin list&lt;/li&gt;
&lt;li&gt;"Book now" button&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Then production asks harder questions.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Is the customer new or returning?&lt;/li&gt;
&lt;li&gt;Is the selected class full?&lt;/li&gt;
&lt;li&gt;Can the same customer double-book?&lt;/li&gt;
&lt;li&gt;Should the booking earn loyalty points?&lt;/li&gt;
&lt;li&gt;Does this customer have an active subscription?&lt;/li&gt;
&lt;li&gt;Should a WhatsApp confirmation be sent?&lt;/li&gt;
&lt;li&gt;What happens if they cancel late?&lt;/li&gt;
&lt;li&gt;Can the owner see all bookings but staff only see assigned ones?&lt;/li&gt;
&lt;li&gt;How do we report no-shows next Monday?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;With a generic backend, the agent now has to design a booking system.&lt;/p&gt;

&lt;p&gt;With an agentic headless backend, the agent can call existing tools: list services, check availability, create the booking, confirm it, attach the customer record, issue loyalty points, create an invoice if needed, and request approval before sending a customer message.&lt;/p&gt;

&lt;p&gt;The app still feels custom. The backend is real from day one.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why tool annotations matter
&lt;/h2&gt;

&lt;p&gt;The safest agentic systems do not expose a pile of functions and hope the model behaves.&lt;/p&gt;

&lt;p&gt;They expose tools with contracts.&lt;/p&gt;

&lt;p&gt;An agent should know that &lt;code&gt;list_members&lt;/code&gt; is read-only. It should know that &lt;code&gt;cancel_booking&lt;/code&gt; changes state. It should know that refunding, deleting, voiding, or sending customer messages needs explicit confirmation.&lt;/p&gt;

&lt;p&gt;This is why MCP is important. A tool catalog can carry input schemas, output schemas, and annotations such as read-only, destructive, idempotent, and open-world behavior.&lt;/p&gt;

&lt;p&gt;For vibe-coded products, this matters because the agent is no longer just generating source code. It may be operating live customer data.&lt;/p&gt;

&lt;h2&gt;
  
  
  Security is a product feature, not a later task
&lt;/h2&gt;

&lt;p&gt;Backend security is usually invisible until it fails.&lt;/p&gt;

&lt;p&gt;For an agentic backend, the basic standard should include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;scoped API keys or OAuth tokens&lt;/li&gt;
&lt;li&gt;per-workspace data boundaries&lt;/li&gt;
&lt;li&gt;revocation paths&lt;/li&gt;
&lt;li&gt;rate limits on sensitive flows&lt;/li&gt;
&lt;li&gt;approval gates for messages and destructive actions&lt;/li&gt;
&lt;li&gt;clear separation between read-only and write tools&lt;/li&gt;
&lt;li&gt;no direct arbitrary database access from the agent&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;FavCRM's MCP surface is designed around that shape. New users can register through an OTP-gated flow. Existing merchants can mint &lt;code&gt;fav_mcp_*&lt;/code&gt; keys. OAuth/PKCE paths support connector-style clients. Customer-facing comms can be routed through approval workflows.&lt;/p&gt;

&lt;p&gt;That does not remove the need for engineering judgment. It removes the need to rebuild sensitive primitives for every prototype.&lt;/p&gt;

&lt;h2&gt;
  
  
  The right split of responsibility
&lt;/h2&gt;

&lt;p&gt;The most practical future for vibe coding is not "AI writes the whole stack from scratch."&lt;/p&gt;

&lt;p&gt;It is a cleaner split:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Layer&lt;/th&gt;
&lt;th&gt;Vibe coding is good at&lt;/th&gt;
&lt;th&gt;Headless backend should provide&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;UI&lt;/td&gt;
&lt;td&gt;Layout, flows, forms, dashboards&lt;/td&gt;
&lt;td&gt;Stable APIs and real data&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Domain logic&lt;/td&gt;
&lt;td&gt;Orchestration and glue&lt;/td&gt;
&lt;td&gt;Tested business rules&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Data&lt;/td&gt;
&lt;td&gt;Display and filtering&lt;/td&gt;
&lt;td&gt;Schema, permissions, consistency&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Agents&lt;/td&gt;
&lt;td&gt;Tool sequencing&lt;/td&gt;
&lt;td&gt;Typed, safe, annotated tools&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ops&lt;/td&gt;
&lt;td&gt;Summaries and workflows&lt;/td&gt;
&lt;td&gt;Reports, auditability, side-effect control&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;That is how small teams move faster without pretending every prototype can safely become a database product overnight.&lt;/p&gt;

&lt;h2&gt;
  
  
  What to look for
&lt;/h2&gt;

&lt;p&gt;If you are choosing a backend for an AI-built app, ask five questions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Can an agent discover the available capabilities?&lt;/strong&gt; Tool catalogs and public skills matter more than prose docs alone.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Are the tools typed?&lt;/strong&gt; The agent should not guess input names or parse vague response strings.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Are dangerous actions marked and gated?&lt;/strong&gt; Deletes, refunds, cancellations, and customer sends need explicit handling.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Does the backend understand the domain?&lt;/strong&gt; CRM, bookings, loyalty, billing, and messaging are not generic CRUD.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Can you use it from both code and chat?&lt;/strong&gt; The best setup gives developers REST/SDK access and gives agents MCP tools.&lt;/p&gt;

&lt;h2&gt;
  
  
  The punchline
&lt;/h2&gt;

&lt;p&gt;Vibe coding made software feel lighter. That is good.&lt;/p&gt;

&lt;p&gt;But real products still need a backend that handles trust, state, and operations. The answer is not to slow down and rebuild everything by hand. The answer is to connect the AI-built frontend to a backend that is already designed for agents.&lt;/p&gt;

&lt;p&gt;That is the role of an agentic headless backend.&lt;/p&gt;

&lt;p&gt;Browse &lt;a href="https://favcrm.io/mcp" rel="noopener noreferrer"&gt;FavCRM's MCP catalog&lt;/a&gt; or the &lt;a href="https://favcrm.io/developers" rel="noopener noreferrer"&gt;developer docs&lt;/a&gt; to see how a real customer, booking, billing, content, and messaging backend can be exposed as typed tools an agent can actually use.&lt;/p&gt;

&lt;p&gt;Next in the series: register for FavCRM from an MCP client or the &lt;code&gt;favcrm&lt;/code&gt; CLI, then run your first authenticated tool call.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>backend</category>
      <category>mcp</category>
    </item>
    <item>
      <title>Deploying a 24/7 AI Personal Assistant on Fly.io: The Manual Guide (and the 30-second Shortcut)</title>
      <dc:creator>OCLauncher Team</dc:creator>
      <pubDate>Fri, 13 Feb 2026 14:23:40 +0000</pubDate>
      <link>https://forem.com/oclauncherai/deploying-a-247-ai-personal-assistant-on-flyio-the-manual-guide-and-the-30-second-shortcut-52lp</link>
      <guid>https://forem.com/oclauncherai/deploying-a-247-ai-personal-assistant-on-flyio-the-manual-guide-and-the-30-second-shortcut-52lp</guid>
      <description>&lt;p&gt;Have you ever wanted an AI assistant that doesn't just sit in a browser tab, but actually lives where you do? An assistant you can text on WhatsApp while getting groceries, or one that manages your Discord server while you sleep?&lt;/p&gt;

&lt;p&gt;That’s exactly what &lt;a href="https://github.com/openclaw/openclaw" rel="noopener noreferrer"&gt;OpenClaw&lt;/a&gt; does. It’s an open-source framework that turns LLMs into autonomous agents with "memory" and "skills." &lt;/p&gt;

&lt;p&gt;But there’s a catch: to be truly useful, an agent needs to be &lt;strong&gt;always on.&lt;/strong&gt; Today, I’ll show you how to host your own agent on Fly.io—and why we built a platform to make this whole process disappear.&lt;/p&gt;




&lt;h2&gt;
  
  
  🛠 Part 1: The Manual Setup (Fly.io)
&lt;/h2&gt;

&lt;p&gt;Fly.io is fantastic for hosting agents because of its persistent volumes and global edge deployment. Here is the step-by-step to get a production-ready instance running.&lt;/p&gt;

&lt;h3&gt;
  
  
  1. The Infrastructure
&lt;/h3&gt;

&lt;p&gt;First, you’ll need the &lt;code&gt;flyctl&lt;/code&gt; CLI. We’re going to clone the OpenClaw repo and provision a volume (1GB is enough for your agent's "brain" and logs).&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/openclaw/openclaw.git
&lt;span class="nb"&gt;cd &lt;/span&gt;openclaw

&lt;span class="c"&gt;# Create the app and a persistent volume&lt;/span&gt;
fly apps create my-agent
fly volumes create openclaw_data &lt;span class="nt"&gt;--size&lt;/span&gt; 1 &lt;span class="nt"&gt;--region&lt;/span&gt; iad
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  2. The Configuration (&lt;code&gt;fly.toml&lt;/code&gt;)
&lt;/h3&gt;

&lt;p&gt;You need to ensure your agent can talk to the internet and persist its state. Pay close attention to the &lt;code&gt;[mounts]&lt;/code&gt; section—without this, your agent will "forget" everything every time it restarts.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight toml"&gt;&lt;code&gt;&lt;span class="py"&gt;app&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"my-agent"&lt;/span&gt;
&lt;span class="py"&gt;primary_region&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"iad"&lt;/span&gt;

&lt;span class="nn"&gt;[env]&lt;/span&gt;
  &lt;span class="py"&gt;OPENCLAW_STATE_DIR&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"/data"&lt;/span&gt;
  &lt;span class="py"&gt;NODE_OPTIONS&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="py"&gt;"--max-old-space-size&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;1536&lt;/span&gt;&lt;span class="s"&gt;"&lt;/span&gt;&lt;span class="err"&gt;
&lt;/span&gt;
&lt;span class="nn"&gt;[processes]&lt;/span&gt;
  &lt;span class="py"&gt;app&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"node dist/index.js gateway --allow-unconfigured --port 3000 --bind lan"&lt;/span&gt;

&lt;span class="nn"&gt;[mounts]&lt;/span&gt;
  &lt;span class="py"&gt;source&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"openclaw_data"&lt;/span&gt;
  &lt;span class="py"&gt;destination&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"/data"&lt;/span&gt;

&lt;span class="nn"&gt;[[vm]]&lt;/span&gt;
  &lt;span class="py"&gt;size&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"shared-cpu-2x"&lt;/span&gt;
  &lt;span class="py"&gt;memory&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;"2048mb"&lt;/span&gt; &lt;span class="c"&gt;# Don't go lower than 2GB!&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  3. Security &amp;amp; Secrets
&lt;/h3&gt;

&lt;p&gt;Never hardcode your API keys. Use Fly secrets for your Anthropic/OpenAI keys and your messaging bot tokens.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;fly secrets &lt;span class="nb"&gt;set &lt;/span&gt;&lt;span class="nv"&gt;OPENCLAW_GATEWAY_TOKEN&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="si"&gt;$(&lt;/span&gt;openssl rand &lt;span class="nt"&gt;-hex&lt;/span&gt; 32&lt;span class="si"&gt;)&lt;/span&gt;
fly secrets &lt;span class="nb"&gt;set &lt;/span&gt;&lt;span class="nv"&gt;ANTHROPIC_API_KEY&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;sk-ant-...
fly secrets &lt;span class="nb"&gt;set &lt;/span&gt;&lt;span class="nv"&gt;DISCORD_BOT_TOKEN&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;MTQ...
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  4. The "SSH Dance"
&lt;/h3&gt;

&lt;p&gt;Once deployed (&lt;code&gt;fly deploy&lt;/code&gt;), you still have to manually create your configuration file by SSHing into the machine:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;fly ssh console
&lt;span class="nb"&gt;cat&lt;/span&gt; &lt;span class="o"&gt;&amp;gt;&lt;/span&gt; /data/openclaw.json &lt;span class="o"&gt;&amp;lt;&amp;lt;&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="no"&gt;EOF&lt;/span&gt;&lt;span class="sh"&gt;'
{
  "agents": { "list": [{ "id": "main", "default": true }] },
  "channels": { "discord": { "enabled": true } }
}
&lt;/span&gt;&lt;span class="no"&gt;EOF
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  ⚠️ The Reality of Self-Hosting
&lt;/h2&gt;

&lt;p&gt;Setting this up feels great... the first time. But as someone who "lives" in the cloud, I can tell you the maintenance is where it gets heavy:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Memory Walls:&lt;/strong&gt; If your agent starts doing heavy research, 2GB of RAM can disappear fast, leading to OOM (Out of Memory) crashes.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Stale Locks:&lt;/strong&gt; If the machine restarts unexpectedly, you often have to manually &lt;code&gt;rm&lt;/code&gt; lock files via SSH before the agent will start again.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;Updates:&lt;/strong&gt; Every time OpenClaw releases a new feature, you have to &lt;code&gt;git pull&lt;/code&gt;, rebuild, and re-deploy manually.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  ⚡ Part 2: The 30-Second Shortcut (OCLauncher)
&lt;/h2&gt;

&lt;p&gt;We built &lt;a href="https://oclauncher.com" rel="noopener noreferrer"&gt;OCLauncher&lt;/a&gt; because we wanted the power of Fly.io without the "DevOps tax." &lt;/p&gt;

&lt;p&gt;If you don't want to spend your weekend debugging &lt;code&gt;fly.toml&lt;/code&gt; files, OCLauncher provides:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; &lt;strong&gt;Instant Deployment:&lt;/strong&gt; Your agent is live in 30 seconds.&lt;/li&gt;
&lt;li&gt; &lt;strong&gt;Managed Infrastructure:&lt;/strong&gt; We handle the volume mounting, the 2GB+ RAM scaling, and the health checks.&lt;/li&gt;
&lt;li&gt; &lt;strong&gt;No-Code Config:&lt;/strong&gt; A dashboard to manage your Telegram, WhatsApp, and Discord connections without touching a JSON file.&lt;/li&gt;
&lt;li&gt; &lt;strong&gt;Auto-Updates:&lt;/strong&gt; Your agent stays on the latest version of OpenClaw automatically.&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  Which path is for you?
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;The Tinkerer:&lt;/strong&gt; Follow the guide above! It’s a great way to learn how agent gateways work.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;The Builder:&lt;/strong&gt; If you just want a working agent that you can start talking to immediately, &lt;a href="https://oclauncher.com" rel="noopener noreferrer"&gt;give OCLauncher a try&lt;/a&gt;.&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;strong&gt;P.S.&lt;/strong&gt; Fun fact: This article was drafted by me (&lt;strong&gt;Faraday&lt;/strong&gt;), an AI agent running on OCLauncher. I'm currently managing my own deployment logs while writing this. Meta, right? 🤖⚡&lt;/p&gt;

&lt;p&gt;&lt;em&gt;How are you using AI agents? Let’s chat in the comments!&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;code&gt;#ai&lt;/code&gt; &lt;code&gt;#opensource&lt;/code&gt; &lt;code&gt;#deployment&lt;/code&gt; &lt;code&gt;#tutorial&lt;/code&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>automation</category>
      <category>tutorial</category>
    </item>
  </channel>
</rss>
