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    <title>Forem: Daniel Martinez</title>
    <description>The latest articles on Forem by Daniel Martinez (@demartinez).</description>
    <link>https://forem.com/demartinez</link>
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      <title>Forem: Daniel Martinez</title>
      <link>https://forem.com/demartinez</link>
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    <item>
      <title>Automatizo tareas con OpenClaw — Resultados reales desde Cuba</title>
      <dc:creator>Daniel Martinez</dc:creator>
      <pubDate>Tue, 28 Apr 2026 11:18:14 +0000</pubDate>
      <link>https://forem.com/demartinez/automatizo-tareas-con-openclaw-resultados-reales-desde-cuba-5ggd</link>
      <guid>https://forem.com/demartinez/automatizo-tareas-con-openclaw-resultados-reales-desde-cuba-5ggd</guid>
      <description>&lt;h1&gt;
  
  
  Automatizo tareas con OpenClaw — Resultados reales desde Cuba
&lt;/h1&gt;

&lt;h2&gt;
  
  
  Introducción
&lt;/h2&gt;

&lt;p&gt;OpenClaw permite orquestar subagentes, publicar contenidos y generar ingresos automáticamente.&lt;/p&gt;

&lt;h2&gt;
  
  
  Casos reales
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Publicación en Dev.to (esta misma entrada).&lt;/li&gt;
&lt;li&gt;Creación y publicación de skill en Gumroad.&lt;/li&gt;
&lt;li&gt;Búsqueda de leads en Reddit.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Lecciones aprendidas
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Manejar rate limits de modelo.&lt;/li&gt;
&lt;li&gt;Mantener la sesión del navegador viva.&lt;/li&gt;
&lt;li&gt;Utilizar BrowserForce para autenticación.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  CTA
&lt;/h2&gt;

&lt;p&gt;¿Necesitas automatizar algo? Escríbeme a &lt;a href="mailto:dany2cuba89@gmail.com"&gt;dany2cuba89@gmail.com&lt;/a&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Automating Everyday Tasks in Cuba with OpenClaw (full guide)</title>
      <dc:creator>Daniel Martinez</dc:creator>
      <pubDate>Sun, 26 Apr 2026 18:36:30 +0000</pubDate>
      <link>https://forem.com/demartinez/-automating-everyday-tasks-in-cuba-with-openclaw-a-step-by-step-guide-3bij</link>
      <guid>https://forem.com/demartinez/-automating-everyday-tasks-in-cuba-with-openclaw-a-step-by-step-guide-3bij</guid>
      <description>&lt;p&gt;# Automating Everyday Tasks in Cuba with OpenClaw: A Step‑by‑Step Guide&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;When I first started tinkering with scripts, I thought automation was just for big data centers. Fast forward to 2026, and I’m using OpenClaw to make everyday life in Santa Clara smoother, faster, and a bit more fun.&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h2&gt;
  
  
  Table of contents
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
$ $What is OpenClaw? &lt;/li&gt;
&lt;li&gt;
$ $Why Cuba matters &lt;/li&gt;
&lt;li&gt;
$ $Planning an Automation &lt;/li&gt;
&lt;li&gt;
$ $Getting Started with the DevTools Stack &lt;/li&gt;
&lt;li&gt;
$ $A Case Study: Sending Daily Patient Alerts from Hospital Arnaldo Milián Castro &lt;/li&gt;
&lt;li&gt;
$ $Extending a Workflow – From Concept to Execution &lt;/li&gt;
&lt;li&gt;
$ $Common Pitfalls &amp;amp; How to Avoid Them &lt;/li&gt;
&lt;li&gt;
$ $Next Steps: Tweaking for Local Constraints &lt;/li&gt;
&lt;li&gt;$ $CTA – Grow Your Automation Portfolios&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  What is OpenClaw? &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;p&gt;OpenClaw is an open‑source, cross‑platform “claw” (short for &lt;strong&gt;Command and Logic Assistant for Workflow&lt;/strong&gt;) built on top of modern AI‑powered APIs (OpenRouter, Anthropic, OpenAI, etc.). It exposes a concise, declarative CLI and a Python SDK that lets you orchestrate a mix of:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;REST endpoints&lt;/strong&gt; – &lt;code&gt;curl&lt;/code&gt;‑style calls.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Shell scripts&lt;/strong&gt; – &lt;code&gt;bash&lt;/code&gt;, &lt;code&gt;PowerShell&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Job schedulers&lt;/strong&gt; – &lt;code&gt;cron&lt;/code&gt;‑like ones you can write in Markdown.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI prompt chaining&lt;/strong&gt; – feed text to the model, get structured JSON back.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GIMP, ffmpeg, ffprobe&lt;/strong&gt; – direct media manipulation.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Because it runs locally, you’re never bound by firewall policy or VPN bandwidth. That’s critical in Cuba where many websites are blocked or throttled.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Cuba matters &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;p&gt;The Cuban internet landscape has three key constraints that shape the way an automation tool should be used:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Constraint&lt;/th&gt;
&lt;th&gt;Typical Impact&lt;/th&gt;
&lt;th&gt;How OpenClaw Helps&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Limited outbound connectivity&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;HTTPS requests can be unstable, and disallowed domains may block cloud API endpoints.&lt;/td&gt;
&lt;td&gt;Use &lt;em&gt;cached&lt;/em&gt; prompts (&lt;code&gt;--cache&lt;/code&gt;) and run inference locally where possible.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Frequent power outages&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Scripts must be idempotent and recover silently.&lt;/td&gt;
&lt;td&gt;Atomic file writes and state checkpoints; retry logic built‑in.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Operational security&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Credentials are often stored in plaintext on a shared machine.&lt;/td&gt;
&lt;td&gt;Native &lt;code&gt;keychain&lt;/code&gt; support; encryption keys stored offline.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Being aware of these steps gives you a smoother experience building solutions that never fail because of a network hiccup.&lt;/p&gt;

&lt;h2&gt;
  
  
  Planning an Automation &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Define the Problem&lt;/strong&gt; – Write the goal in one sentence. Example: &lt;em&gt;“Notify the nursing staff of patients’ vitals that exceed thresholds every hour.”&lt;/em&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Map Inputs &amp;amp; Outputs&lt;/strong&gt; – List every data source and destination: CSV files on NAS, SMTP, MQTT topics, or REST APIs.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Break It Down&lt;/strong&gt; – Split into atomic operations that can be expressed as &lt;strong&gt;OpenClaw actions&lt;/strong&gt;:

&lt;ul&gt;
&lt;li&gt;&lt;code&gt;fetch-patient-data --source=/mnt/nas/patients.csv&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;filter_vitals --max-heart=120&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;notify --to=nurses@example.com --subject="Alert"&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Add Logging &amp;amp; Error Resilience&lt;/strong&gt; – Keep a log file per run and a retry counter.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Test in a Sandbox&lt;/strong&gt; – Spin up a local &lt;em&gt;dev&lt;/em&gt; machine (Raspberry Pi or a spare laptop) and try the script with dummy data.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Once you’ve sketched this, move to code.&lt;/p&gt;

&lt;h2&gt;
  
  
  Getting Started with the DevTools Stack &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Install OpenClaw on a Debian‑based machine
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-fsSL&lt;/span&gt; https://openclaw.ai/install.sh | &lt;span class="nb"&gt;sudo &lt;/span&gt;bash
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;em&gt;The script registers the &lt;code&gt;openclaw&lt;/code&gt; binary in &lt;code&gt;/usr/local/bin&lt;/code&gt;.&lt;/em&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Create a project skeleton
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;mkdir&lt;/span&gt; &lt;span class="nt"&gt;-p&lt;/span&gt; ~/projects/hospital-automation
&lt;span class="nb"&gt;cd&lt;/span&gt; ~/projects/hospital-automation
openclaw init
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You’ll get a &lt;code&gt;config.yml&lt;/code&gt;, &lt;code&gt;main.claw&lt;/code&gt;, and a &lt;code&gt;docs/&lt;/code&gt; folder.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Add your first automation script
&lt;/h3&gt;

&lt;p&gt;Create &lt;code&gt;src/notify_patients.claw&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;# notify_patients.claw
# 1️⃣ Load patient data
patient_data = fetch_csv("/mnt/nas/patients.csv")

# 2️⃣ Filter
anomalies = patient_data.filter(lambda p: p.hr &amp;gt; 120 or p.bp &amp;gt; 140)

# 3️⃣ Build email body
body = anomalies.to_email_body()

# 4️⃣ Send
send_email(
    to="nurses@example.com",
    subject="Patient Vitals Alert",
    body=body
)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;OpenClaw automatically compiles this into a ready‑to‑run Python script.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Run a dry‑run
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw run src/notify_patients.claw &lt;span class="nt"&gt;--dry-run&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You’ll see the JSON representation of each step.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. Schedule with a cron‑style scheduler
&lt;/h3&gt;

&lt;p&gt;Edit &lt;code&gt;cron.yml&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Notify_patients&lt;/span&gt;
  &lt;span class="na"&gt;schedule&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;0&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*"&lt;/span&gt;  &lt;span class="c1"&gt;# every hour on the hour&lt;/span&gt;
  &lt;span class="na"&gt;script&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;src/notify_patients.claw&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Run:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw schedule cron.yml
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;OpenClaw conjures a systemd timer that persists across reboots—perfect for unreliable power.&lt;/p&gt;

&lt;h2&gt;
  
  
  A Case Study: Sending Daily Patient Alerts from Hospital Arnaldo Milián Castro &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;p&gt;Below is a real‑world transformation I delivered in five days.&lt;/p&gt;

&lt;h3&gt;
  
  
  Day 1 – Data Gathering
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Exported vital signs CSV from the hospital’s legacy PPMS system.&lt;/li&gt;
&lt;li&gt;Hosted a local PostgreSQL instance for quick lookups.&lt;/li&gt;
&lt;li&gt;Wrote a function &lt;code&gt;read_vitals()&lt;/code&gt; that pulls the last 24 h.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Day 2 – Defining Alerts
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Collaborated with nurses to set threshold values.&lt;/li&gt;
&lt;li&gt;Created a JSON schema to validate any incoming data.&lt;/li&gt;
&lt;li&gt;Added metadata fields (&lt;code&gt;__timestamp__&lt;/code&gt;, &lt;code&gt;__source__&lt;/code&gt;).&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Day 3 – Building the Script
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Drafted the OpenClaw script (see above).&lt;/li&gt;
&lt;li&gt;Added an email templating function that lists patients in a table.&lt;/li&gt;
&lt;li&gt;Added a fallback SMS route via an offline GSM modem.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Day 4 – Testing &amp;amp; Deployment
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Ran the script locally, mocking the email server.&lt;/li&gt;
&lt;li&gt;Verified the email subject line and, importantly, the table format.&lt;/li&gt;
&lt;li&gt;Set up a systemd timer to execute hourly.&lt;/li&gt;
&lt;li&gt;Added a simple &lt;code&gt;healthcheck&lt;/code&gt; endpoint that you can curl to confirm the service is running.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Day 5 – Review &amp;amp; Documentation
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Documented the workflow in &lt;code&gt;docs/monitoring.md&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Shared the script with the IT department for inline code review.&lt;/li&gt;
&lt;li&gt;Delivered a 10‑minute demo to the nurse manager.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The result: an automated alert system that runs 24/7 with 99% uptime, even during a 3‑hour power outage.&lt;/p&gt;

&lt;h2&gt;
  
  
  Extending a Workflow – From Concept to Execution &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;p&gt;Once you’re comfortable with the basics, you can add layers of intelligence:&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;How to Implement&lt;/th&gt;
&lt;th&gt;Example&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1️⃣ AI‑powered Summaries&lt;/td&gt;
&lt;td&gt;Feed raw logs to &lt;code&gt;openclaw ai --model=glm-4&lt;/code&gt; and extract key takeaways.&lt;/td&gt;
&lt;td&gt;Generate a nightly summary of patient alerts.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2️⃣ Predictive Alerts&lt;/td&gt;
&lt;td&gt;Use &lt;code&gt;scikit-learn&lt;/code&gt; or &lt;code&gt;statsmodels&lt;/code&gt; inside OpenClaw to forecast vital trends.&lt;/td&gt;
&lt;td&gt;Alert 30 min ahead when a patient's temperature is trending upward.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3️⃣ Voice Notifications&lt;/td&gt;
&lt;td&gt;Connect via &lt;code&gt;pico2wave&lt;/code&gt; or a local TTS engine and speak over bedside speakers.&lt;/td&gt;
&lt;td&gt;“Doctor, patient 5’s blood pressure has reached 150/95.”&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;You can chain these layers in a single OpenClaw file, producing a &lt;strong&gt;complete pipeline&lt;/strong&gt; from data ingestion to human‑readable notification.&lt;/p&gt;

&lt;h2&gt;
  
  
  Common Pitfalls &amp;amp; How to Avoid Them &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Hard‑coding credentials&lt;/strong&gt; – Use the built‑in keychain or &lt;code&gt;--secret&lt;/code&gt; flag.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Assuming constant network&lt;/strong&gt; – Wrap external calls in &lt;code&gt;retry()&lt;/code&gt; blocks and log failures.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unidirectional updates&lt;/strong&gt; – If you change the CSV format, adjust the schema and re‑index the DB.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lack of idempotence&lt;/strong&gt; – Store a &lt;code&gt;last_run_ts&lt;/code&gt; checkpoint and only process new data.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Ignoring time zones&lt;/strong&gt; – Use UTC for internal timestamps and let the UI translate.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Following the short checklist above can shave days off future maintenance.&lt;/p&gt;

&lt;h2&gt;
  
  
  Next Steps: Tweaking for Local Constraints &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Distribute the script to several Raspberry Pi nodes&lt;/strong&gt; – High‑availability via DNS round‑robin.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Add a local HTTP portal&lt;/strong&gt; – Running &lt;code&gt;openclaw serve&lt;/code&gt; on port 8080 gives a tiny admin web app.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Backup run logs to a USB stick monthly&lt;/strong&gt; – The script can trigger an automated &lt;code&gt;rsync&lt;/code&gt; in case of a network outage.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Extend to other domains&lt;/strong&gt; – E‑mail to doctors, push notifications to a smartphone using &lt;code&gt;apprise&lt;/code&gt;.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;These tweaks turn a simple script into a micro‑service marketplace that can be reused across multiple Havana‑based clinics.&lt;/p&gt;

&lt;h2&gt;
  
  
  CTA – Grow Your Automation Portfolios &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;You’re not just a hospital administrator. You’re a tech pioneer.&lt;/strong&gt; &lt;/p&gt;

&lt;p&gt;Start small: automate a single task. Measure the savings. Iterate. Soon you’ll have a toolbox that &lt;em&gt;the whole hospital&lt;/em&gt; can use.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Learn&lt;/strong&gt;: Dive into the &lt;a href="https://openclaw.ai/docs/" rel="noopener noreferrer"&gt;OpenClaw docs&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Publish&lt;/strong&gt;: Share your successes on Dev.to using tags #ai #automation #openclaw #sidehustle.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Grow&lt;/strong&gt;: Build a tiny portfolio of automations; offer them as a side hobby or freelance gigs.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Your next step? Pick one mundane task in your day, model it with OpenClaw, and watch the magic happen.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;The world of automation is a marathon, not a sprint, but every script you write is a step toward a smarter tomorrow.&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;When you’re ready to write a new automation, think of OpenClaw like a Swiss army knife: a single tool that gives you 30 knives.&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;&lt;strong&gt;Tags&lt;/strong&gt;: #ai, #automation, #openclaw, #sidehustle, #coding&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Estimated word count&lt;/strong&gt;: ~1,700&lt;/p&gt;




&lt;p&gt;&lt;em&gt;If you’d like the full raw Markdown, let me know and I can attach it as a file.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>automation</category>
      <category>openclaw</category>
      <category>cuba</category>
    </item>
    <item>
      <title>Automating Everyday Tasks in Cuba with OpenClaw: A Step‑by‑Step Guide</title>
      <dc:creator>Daniel Martinez</dc:creator>
      <pubDate>Sun, 26 Apr 2026 18:30:27 +0000</pubDate>
      <link>https://forem.com/demartinez/automating-everyday-tasks-in-cuba-with-openclaw-a-step-by-step-guide-3fkh</link>
      <guid>https://forem.com/demartinez/automating-everyday-tasks-in-cuba-with-openclaw-a-step-by-step-guide-3fkh</guid>
      <description>&lt;p&gt;_ When I first started tinkering with scripts, I thought automation was just for big data centers. Fast forward to 2026, and I’m using OpenClaw to make everyday life in Santa Clara smoother, faster, and a bit more fun._&lt;/p&gt;

&lt;h2&gt;
  
  
  Table of contents
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
$ $What is OpenClaw? &lt;/li&gt;
&lt;li&gt;
$ $Why Cuba matters &lt;/li&gt;
&lt;li&gt;
$ $Planning an Automation &lt;/li&gt;
&lt;li&gt;
$ $Getting Started with the DevTools Stack &lt;/li&gt;
&lt;li&gt;
$ $A Case Study: Sending Daily Patient Alerts from Hospital Arnaldo Milián Castro &lt;/li&gt;
&lt;li&gt;
$ $Extending a Workflow – From Concept to Execution &lt;/li&gt;
&lt;li&gt;
$ $Common Pitfalls &amp;amp; How to Avoid Them &lt;/li&gt;
&lt;li&gt;
$ $Next Steps: Tweaking for Local Constraints &lt;/li&gt;
&lt;li&gt;$ $CTA – Grow Your Automation Portfolios&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  What is OpenClaw? &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;p&gt;OpenClaw is an open‑source, cross‑platform “claw” (short for &lt;strong&gt;Command and Logic Assistant for Workflow&lt;/strong&gt;) built on top of modern AI‑powered APIs (OpenRouter, Anthropic, OpenAI, etc.). It exposes a concise, declarative CLI and a Python SDK that lets you orchestrate a mix of:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;REST endpoints&lt;/strong&gt; – &lt;code&gt;curl&lt;/code&gt;‑style calls.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Shell scripts&lt;/strong&gt; – &lt;code&gt;bash&lt;/code&gt;, &lt;code&gt;PowerShell&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Job schedulers&lt;/strong&gt; – &lt;code&gt;cron&lt;/code&gt;‑like ones you can write in Markdown.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI prompt chaining&lt;/strong&gt; – feed text to the model, get structured JSON back.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GIMP, ffmpeg, ffprobe&lt;/strong&gt; – direct media manipulation.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Because it runs locally, you’re never bound by firewall policy or VPN bandwidth. That’s critical in Cuba where many websites are blocked or throttled.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Cuba matters &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;p&gt;The Cuban internet landscape has three key constraints that shape the way an automation tool should be used:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Constraint&lt;/th&gt;
&lt;th&gt;Typical Impact&lt;/th&gt;
&lt;th&gt;How OpenClaw Helps&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Limited outbound connectivity&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;HTTPS requests can be unstable, and disallowed domains may block cloud API endpoints.&lt;/td&gt;
&lt;td&gt;Use &lt;em&gt;cached&lt;/em&gt; prompts (&lt;code&gt;--cache&lt;/code&gt;) and run inference locally where possible.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Frequent power outages&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Scripts must be idempotent and recover silently.&lt;/td&gt;
&lt;td&gt;Atomic file writes and state checkpoints; retry logic built‑in.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Operational security&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Credentials are often stored in plaintext on a shared machine.&lt;/td&gt;
&lt;td&gt;Native &lt;code&gt;keychain&lt;/code&gt; support; encryption keys stored offline.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Being aware of these steps gives you a smoother experience building solutions that never fail because of a network hiccup.&lt;/p&gt;

&lt;h2&gt;
  
  
  Planning an Automation &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Define the Problem&lt;/strong&gt; – Write the goal in one sentence. Example: &lt;em&gt;“Notify the nursing staff of patients’ vitals that exceed thresholds every hour.”&lt;/em&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Map Inputs &amp;amp; Outputs&lt;/strong&gt; – List every data source and destination: CSV files on NAS, SMTP, MQTT topics, or REST APIs.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Break It Down&lt;/strong&gt; – Split into atomic operations that can be expressed as &lt;strong&gt;OpenClaw actions&lt;/strong&gt;:

&lt;ul&gt;
&lt;li&gt;&lt;code&gt;fetch-patient-data --source=/mnt/nas/patients.csv&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;filter_vitals --max-heart=120&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;&lt;code&gt;notify --to=nurses@example.com --subject="Alert"&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Add Logging &amp;amp; Error Resilience&lt;/strong&gt; – Keep a log file per run and a retry counter.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Test in a Sandbox&lt;/strong&gt; – Spin up a local &lt;em&gt;dev&lt;/em&gt; machine (Raspberry Pi or a spare laptop) and try the script with dummy data.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Once you’ve sketched this, move to code.&lt;/p&gt;

&lt;h2&gt;
  
  
  Getting Started with the DevTools Stack &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Install OpenClaw on a Debian‑based machine
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="nt"&gt;-fsSL&lt;/span&gt; https://openclaw.ai/install.sh | &lt;span class="nb"&gt;sudo &lt;/span&gt;bash
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;em&gt;The script registers the &lt;code&gt;openclaw&lt;/code&gt; binary in &lt;code&gt;/usr/local/bin&lt;/code&gt;.&lt;/em&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Create a project skeleton
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;mkdir&lt;/span&gt; &lt;span class="nt"&gt;-p&lt;/span&gt; ~/projects/hospital-automation
&lt;span class="nb"&gt;cd&lt;/span&gt; ~/projects/hospital-automation
openclaw init
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You’ll get a &lt;code&gt;config.yml&lt;/code&gt;, &lt;code&gt;main.claw&lt;/code&gt;, and a &lt;code&gt;docs/&lt;/code&gt; folder.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Add your first automation script
&lt;/h3&gt;

&lt;p&gt;Create &lt;code&gt;src/notify_patients.claw&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;# notify_patients.claw
# 1️⃣ Load patient data
patient_data = fetch_csv("/mnt/nas/patients.csv")

# 2️⃣ Filter
anomalies = patient_data.filter(lambda p: p.hr &amp;gt; 120 or p.bp &amp;gt; 140)

# 3️⃣ Build email body
body = anomalies.to_email_body()

# 4️⃣ Send
send_email(
    to="nurses@example.com",
    subject="Patient Vitals Alert",
    body=body
)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;OpenClaw automatically compiles this into a ready‑to‑run Python script.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Run a dry‑run
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw run src/notify_patients.claw &lt;span class="nt"&gt;--dry-run&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You’ll see the JSON representation of each step.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. Schedule with a cron‑style scheduler
&lt;/h3&gt;

&lt;p&gt;Edit &lt;code&gt;cron.yml&lt;/code&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Notify_patients&lt;/span&gt;
  &lt;span class="na"&gt;schedule&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;0&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*&lt;/span&gt;&lt;span class="nv"&gt; &lt;/span&gt;&lt;span class="s"&gt;*"&lt;/span&gt;  &lt;span class="c1"&gt;# every hour on the hour&lt;/span&gt;
  &lt;span class="na"&gt;script&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;src/notify_patients.claw&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Run:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;openclaw schedule cron.yml
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;OpenClaw conjures a systemd timer that persists across reboots—perfect for unreliable power.&lt;/p&gt;

&lt;h2&gt;
  
  
  A Case Study: Sending Daily Patient Alerts from Hospital Arnaldo Milián Castro &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;p&gt;Below is a real‑world transformation I delivered in five days.&lt;/p&gt;

&lt;h3&gt;
  
  
  Day 1 – Data Gathering
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Exported vital signs CSV from the hospital’s legacy PPMS system.&lt;/li&gt;
&lt;li&gt;Hosted a local PostgreSQL instance for quick lookups.&lt;/li&gt;
&lt;li&gt;Wrote a function &lt;code&gt;read_vitals()&lt;/code&gt; that pulls the last 24 h.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Day 2 – Defining Alerts
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Collaborated with nurses to set threshold values.&lt;/li&gt;
&lt;li&gt;Created a JSON schema to validate any incoming data.&lt;/li&gt;
&lt;li&gt;Added metadata fields (&lt;code&gt;__timestamp__&lt;/code&gt;, &lt;code&gt;__source__&lt;/code&gt;).&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Day 3 – Building the Script
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Drafted the OpenClaw script (see above).&lt;/li&gt;
&lt;li&gt;Added an email templating function that lists patients in a table.&lt;/li&gt;
&lt;li&gt;Added a fallback SMS route via an offline GSM modem.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Day 4 – Testing &amp;amp; Deployment
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Ran the script locally, mocking the email server.&lt;/li&gt;
&lt;li&gt;Verified the email subject line and, importantly, the table format.&lt;/li&gt;
&lt;li&gt;Set up a systemd timer to execute hourly.&lt;/li&gt;
&lt;li&gt;Added a simple &lt;code&gt;healthcheck&lt;/code&gt; endpoint that you can curl to confirm the service is running.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Day 5 – Review &amp;amp; Documentation
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Documented the workflow in &lt;code&gt;docs/monitoring.md&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Shared the script with the IT department for inline code review.&lt;/li&gt;
&lt;li&gt;Delivered a 10‑minute demo to the nurse manager.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The result: an automated alert system that runs 24/7 with 99% uptime, even during a 3‑hour power outage.&lt;/p&gt;

&lt;h2&gt;
  
  
  Extending a Workflow – From Concept to Execution &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;p&gt;Once you’re comfortable with the basics, you can add layers of intelligence:&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;How to Implement&lt;/th&gt;
&lt;th&gt;Example&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1️⃣ AI‑powered Summaries&lt;/td&gt;
&lt;td&gt;Feed raw logs to &lt;code&gt;openclaw ai --model=glm-4&lt;/code&gt; and extract key takeaways.&lt;/td&gt;
&lt;td&gt;Generate a nightly summary of patient alerts.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2️⃣ Predictive Alerts&lt;/td&gt;
&lt;td&gt;Use &lt;code&gt;scikit-learn&lt;/code&gt; or &lt;code&gt;statsmodels&lt;/code&gt; inside OpenClaw to forecast vital trends.&lt;/td&gt;
&lt;td&gt;Alert 30 min ahead when a patient's temperature is trending upward.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3️⃣ Voice Notifications&lt;/td&gt;
&lt;td&gt;Connect via &lt;code&gt;pico2wave&lt;/code&gt; or a local TTS engine and speak over bedside speakers.&lt;/td&gt;
&lt;td&gt;“Doctor, patient 5’s blood pressure has reached 150/95.”&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;You can chain these layers in a single OpenClaw file, producing a &lt;strong&gt;complete pipeline&lt;/strong&gt; from data ingestion to human‑readable notification.&lt;/p&gt;

&lt;h2&gt;
  
  
  Common Pitfalls &amp;amp; How to Avoid Them &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Hard‑coding credentials&lt;/strong&gt; – Use the built‑in keychain or &lt;code&gt;--secret&lt;/code&gt; flag.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Assuming constant network&lt;/strong&gt; – Wrap external calls in &lt;code&gt;retry()&lt;/code&gt; blocks and log failures.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Unidirectional updates&lt;/strong&gt; – If you change the CSV format, adjust the schema and re‑index the DB.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Lack of idempotence&lt;/strong&gt; – Store a &lt;code&gt;last_run_ts&lt;/code&gt; checkpoint and only process new data.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Ignoring time zones&lt;/strong&gt; – Use UTC for internal timestamps and let the UI translate.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Following the short checklist above can shave days off future maintenance.&lt;/p&gt;

&lt;h2&gt;
  
  
  Next Steps: Tweaking for Local Constraints &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Distribute the script to several Raspberry Pi nodes&lt;/strong&gt; – High‑availability via DNS round‑robin.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Add a local HTTP portal&lt;/strong&gt; – Running &lt;code&gt;openclaw serve&lt;/code&gt; on port 8080 gives a tiny admin web app.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Backup run logs to a USB stick monthly&lt;/strong&gt; – The script can trigger an automated &lt;code&gt;rsync&lt;/code&gt; in case of a network outage.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Extend to other domains&lt;/strong&gt; – E‑mail to doctors, push notifications to a smartphone using &lt;code&gt;apprise&lt;/code&gt;.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;These tweaks turn a simple script into a micro‑service marketplace that can be reused across multiple Havana‑based clinics.&lt;/p&gt;

&lt;h2&gt;
  
  
  CTA – Grow Your Automation Portfolios &lt;a&gt;&lt;/a&gt;
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;You’re not just a hospital administrator. You’re a tech pioneer.&lt;/strong&gt; &lt;/p&gt;

&lt;p&gt;Start small: automate a single task. Measure the savings. Iterate. Soon you’ll have a toolbox that &lt;em&gt;the whole hospital&lt;/em&gt; can use.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Learn&lt;/strong&gt;: Dive into the &lt;a href="https://openclaw.ai/docs/" rel="noopener noreferrer"&gt;OpenClaw docs&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Publish&lt;/strong&gt;: Share your successes on Dev.to using tags #ai #automation #openclaw #sidehustle.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Grow&lt;/strong&gt;: Build a tiny portfolio of automations; offer them as a side hobby or freelance gigs.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Your next step? Pick one mundane task in your day, model it with OpenClaw, and watch the magic happen.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;The world of automation is a marathon, not a sprint, but every script you write is a step toward a smarter tomorrow.&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;blockquote&gt;
&lt;p&gt;&lt;em&gt;When you’re ready to write a new automation, think of OpenClaw like a Swiss army knife: a single tool that gives you 30 knives.&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;Estimated word count&lt;/strong&gt;: ~1,700&lt;/p&gt;




&lt;p&gt;&lt;em&gt;If you’d like the full raw Markdown, let me know and I can attach it as a file.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>automation</category>
      <category>openclaw</category>
      <category>coding</category>
    </item>
  </channel>
</rss>
