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    <title>DEV Community: HormigasAIS </title>
    <description>The latest articles on DEV Community by HormigasAIS  (@hormigasais).</description>
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    <item>
      <title>Why? LBH</title>
      <dc:creator>HormigasAIS </dc:creator>
      <pubDate>Wed, 08 Jul 2026 11:14:10 +0000</pubDate>
      <link>https://dev.to/hormigasais/why-lbh-1i6g</link>
      <guid>https://dev.to/hormigasais/why-lbh-1i6g</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fyo0vko4wc9zcdcpwvdvq.png" class="article-body-image-wrapper"&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fyo0vko4wc9zcdcpwvdvq.png" alt=" " width="800" height="1071"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;a href="https://hormigasaiscom.hashnode.dev/building-self-healing-intelligence-at-the-edge-with-hormigasais-and-the-lbh-protocol" rel="noopener noreferrer"&gt;IA Poliglota&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fl44fz5u6h1r7270ftxh1.png" class="article-body-image-wrapper"&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fl44fz5u6h1r7270ftxh1.png" alt=" " width="800" height="1071"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F0tw2o2enxf8k3tfpx1u1.png" class="article-body-image-wrapper"&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F0tw2o2enxf8k3tfpx1u1.png" alt=" " width="800" height="1071"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
      <category>cybersecurity</category>
      <category>discuss</category>
      <category>automation</category>
      <category>devops</category>
    </item>
    <item>
      <title>Designing an Autonomous Agent with the LBH Protocol: A Sandbox for Distributed Decision Making</title>
      <dc:creator>HormigasAIS </dc:creator>
      <pubDate>Mon, 06 Jul 2026 01:40:41 +0000</pubDate>
      <link>https://dev.to/hormigasais/designing-an-autonomous-agent-with-the-lbh-protocol-a-sandbox-for-distributed-decision-making-3ndj</link>
      <guid>https://dev.to/hormigasais/designing-an-autonomous-agent-with-the-lbh-protocol-a-sandbox-for-distributed-decision-making-3ndj</guid>
      <description>&lt;p&gt;Modern distributed systems face an increasingly common challenge: how can autonomous agents make fast, lightweight decisions directly at the edge without relying on heavy centralized infrastructures?&lt;/p&gt;

&lt;p&gt;This question led me to build an experimental environment around LBH (Lenguaje Binario HormigasAIS), an open binary communication protocol designed for distributed automation, intelligent agents, and edge computing.&lt;/p&gt;

&lt;p&gt;LBH is not a complete AI framework.&lt;/p&gt;

&lt;p&gt;Instead, it provides a lightweight protocol that can serve as the communication backbone for autonomous software agents.&lt;/p&gt;

&lt;p&gt;Today, the ecosystem already includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Public protocol specification (LBH_SPEC v2.0)&lt;/li&gt;
&lt;li&gt;Official Python SDK&lt;/li&gt;
&lt;li&gt;Official JavaScript SDK&lt;/li&gt;
&lt;li&gt;Automated conformance tests&lt;/li&gt;
&lt;li&gt;Public documentation&lt;/li&gt;
&lt;li&gt;GitHub repositories&lt;/li&gt;
&lt;li&gt;PyPI distribution&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;Why another distributed protocol?&lt;/p&gt;

&lt;p&gt;Many existing communication protocols are optimized for cloud infrastructures.&lt;/p&gt;

&lt;p&gt;LBH explores another direction.&lt;/p&gt;

&lt;p&gt;The objective is to create lightweight autonomous agents capable of operating directly where the data is generated.&lt;/p&gt;

&lt;p&gt;Instead of depending on centralized orchestration, an LBH agent can evaluate predefined decision rules and react locally.&lt;/p&gt;

&lt;p&gt;This article presents one experimental sandbox used to explore that idea.&lt;/p&gt;




&lt;p&gt;Defining the Agent DNA&lt;/p&gt;

&lt;p&gt;Inside the sandbox, every autonomous agent begins with a small binary definition describing its operational identity.&lt;/p&gt;

&lt;p&gt;[GENE_TYPE: QUANTUM_CONTROLLER]&lt;br&gt;
[PROTOCOL: LBH_V0.3.0]&lt;br&gt;
[CORE: PARAMETRIC_GATE_CZ]&lt;br&gt;
[SECURITY: STRICT_INTEGRITY]&lt;/p&gt;

&lt;p&gt;This "DNA" is not biological.&lt;/p&gt;

&lt;p&gt;It represents the operational profile that defines how the agent behaves inside the laboratory.&lt;/p&gt;




&lt;p&gt;Building the Decision Engine&lt;/p&gt;

&lt;p&gt;Once the identity is defined, the agent receives a knowledge base.&lt;/p&gt;

&lt;p&gt;Instead of using a traditional neural network, the sandbox currently explores deterministic decision matrices.&lt;/p&gt;

&lt;p&gt;Example:&lt;/p&gt;

&lt;p&gt;IF Leakage &amp;gt; 0.01&lt;br&gt;
    -&amp;gt; Execute DRAG Correction&lt;/p&gt;

&lt;p&gt;IF Frequency Offset &amp;gt; 0.05&lt;br&gt;
    -&amp;gt; Execute Phase Adjustment&lt;/p&gt;

&lt;p&gt;IF Mixed Noise&lt;br&gt;
    -&amp;gt; Prioritize Highest Coherence Strategy&lt;/p&gt;

&lt;p&gt;The purpose is not to emulate quantum hardware.&lt;/p&gt;

&lt;p&gt;Instead, the sandbox investigates how lightweight autonomous agents can prioritize corrective actions using protocol-defined rules inspired by concepts commonly discussed in quantum control systems.&lt;/p&gt;




&lt;p&gt;Running the Experimental Sandbox&lt;/p&gt;

&lt;p&gt;The following session illustrates the complete lifecycle of the agent.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;DNA Injection&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;$ cat &amp;lt;&amp;lt; 'EOF' &amp;gt; modules/quantum_agent_dna.lbh&lt;/p&gt;

&lt;p&gt;[GENE_TYPE: QUANTUM_CONTROLLER]&lt;br&gt;
[PROTOCOL: LBH_V0.3.0]&lt;br&gt;
[CORE: PARAMETRIC_GATE_CZ]&lt;br&gt;
[SECURITY: STRICT_INTEGRITY]&lt;/p&gt;

&lt;p&gt;EOF&lt;/p&gt;

&lt;p&gt;[SUCCESS] DNA successfully injected.&lt;/p&gt;




&lt;ol&gt;
&lt;li&gt;Knowledge Injection&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;$ cat &amp;lt;&amp;lt; 'EOF' &amp;gt; modules/decision_trainer.lbh&lt;/p&gt;

&lt;p&gt;[KNOWLEDGE_BASE: QUANTUM_DEFENSE_V1]&lt;/p&gt;

&lt;p&gt;DECISION_MATRIX&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;LEAKAGE_ERROR -&amp;gt; DRAG_CORRECTION&lt;/li&gt;
&lt;li&gt;FREQUENCY_OFFSET -&amp;gt; PHASE_ADJUSTMENT&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;EOF&lt;/p&gt;




&lt;ol&gt;
&lt;li&gt;Decision Training&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;[TEST 1]&lt;br&gt;
Severe leakage&lt;br&gt;
→ Learned action:&lt;br&gt;
DRAG&lt;/p&gt;

&lt;p&gt;[TEST 2]&lt;br&gt;
Frequency drift&lt;br&gt;
→ Learned action:&lt;br&gt;
PHASE_ADJUSTMENT&lt;/p&gt;

&lt;p&gt;[TEST 3]&lt;br&gt;
Mixed noise&lt;br&gt;
→ Learned action:&lt;br&gt;
PHASE_ADJUSTMENT&lt;/p&gt;




&lt;ol&gt;
&lt;li&gt;Final Validation&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;[FINAL EXAM]&lt;/p&gt;

&lt;p&gt;Evaluating protocol agent...&lt;/p&gt;

&lt;p&gt;PASSED&lt;/p&gt;

&lt;p&gt;Selected strategy:&lt;br&gt;
Phase Adjustment&lt;/p&gt;

&lt;p&gt;SYSTEM STATUS:&lt;br&gt;
OPERATIONAL&lt;/p&gt;




&lt;p&gt;What Did the Agent Learn?&lt;/p&gt;

&lt;p&gt;The sandbox currently evaluates three operational scenarios:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Leakage detection&lt;/li&gt;
&lt;li&gt;Frequency offset detection&lt;/li&gt;
&lt;li&gt;Mixed condition prioritization&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each execution validates whether the agent selects the expected protocol action according to its predefined decision matrix.&lt;/p&gt;

&lt;p&gt;Although the environment is experimental, it demonstrates how an LBH-based agent can evolve from a simple binary definition into an autonomous decision process.&lt;/p&gt;




&lt;p&gt;Why Lightweight Agents?&lt;/p&gt;

&lt;p&gt;HormigasAIS is not intended to compete with hyperscale infrastructures.&lt;/p&gt;

&lt;p&gt;The objective is different.&lt;/p&gt;

&lt;p&gt;The project explores lightweight autonomous agents capable of solving monitoring, automation, and security tasks directly at the edge, where data originates.&lt;/p&gt;

&lt;p&gt;Keeping the communication layer small and deterministic allows experimentation with distributed architectures that remain understandable, testable, and extensible.&lt;/p&gt;




&lt;p&gt;Current LBH Ecosystem&lt;/p&gt;

&lt;p&gt;Today the public ecosystem includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;LBH Specification v2.0&lt;/li&gt;
&lt;li&gt;Official Python SDK&lt;/li&gt;
&lt;li&gt;Official JavaScript SDK&lt;/li&gt;
&lt;li&gt;Automated test suites&lt;/li&gt;
&lt;li&gt;Public documentation portal&lt;/li&gt;
&lt;li&gt;GitHub repositories&lt;/li&gt;
&lt;li&gt;PyPI package distribution&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The communication protocol remains independent from any internal production infrastructure, allowing the public SDKs to evolve through community feedback while keeping proprietary operational systems isolated.&lt;/p&gt;




&lt;p&gt;Next Steps&lt;/p&gt;

&lt;p&gt;Future work includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Expanding the autonomous decision engine&lt;/li&gt;
&lt;li&gt;New protocol message types&lt;/li&gt;
&lt;li&gt;Additional SDK implementations&lt;/li&gt;
&lt;li&gt;Distributed laboratory scenarios&lt;/li&gt;
&lt;li&gt;Community-driven experimentation&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you are interested in binary protocols, distributed systems, edge computing, or autonomous software agents, I would be happy to hear your thoughts.&lt;/p&gt;

&lt;p&gt;Feedback, discussions, issues, and pull requests are always welcome.&lt;/p&gt;

&lt;p&gt;Documentation:&lt;/p&gt;

&lt;p&gt;[&lt;a href="https://docs.hormigasais.com/sdk.html" rel="noopener noreferrer"&gt;https://docs.hormigasais.com/sdk.html&lt;/a&gt;]&lt;/p&gt;

&lt;p&gt;GitHub:&lt;/p&gt;

&lt;p&gt;[&lt;a href="https://github.com/Thrumanshow/lbh-sdk" rel="noopener noreferrer"&gt;https://github.com/Thrumanshow/lbh-sdk&lt;/a&gt;]&lt;/p&gt;

&lt;p&gt;Thank you for reading.&lt;/p&gt;

</description>
      <category>comunidad</category>
      <category>principalmente</category>
      <category>conversar</category>
    </item>
    <item>
      <title>Introducing LBH: An Open Binary Protocol for Edge Computing, Automation, and AI</title>
      <dc:creator>HormigasAIS </dc:creator>
      <pubDate>Sun, 05 Jul 2026 09:07:09 +0000</pubDate>
      <link>https://dev.to/hormigasais/introducing-lbh-an-open-binary-protocol-for-edge-computing-automation-and-ai-2l3h</link>
      <guid>https://dev.to/hormigasais/introducing-lbh-an-open-binary-protocol-for-edge-computing-automation-and-ai-2l3h</guid>
      <description>&lt;p&gt;Over the past months, I have been working on an open protocol designed to explore a simple question:&lt;/p&gt;

&lt;p&gt;Can a lightweight binary protocol become a reusable foundation for distributed automation and intelligent systems?&lt;/p&gt;

&lt;p&gt;That idea became LBH (Lenguaje Binario HormigasAIS).&lt;/p&gt;

&lt;p&gt;LBH is an open binary communication protocol with a public specification and official SDKs for both Python and JavaScript.&lt;/p&gt;

&lt;p&gt;The project has been designed with simplicity, interoperability, and reproducibility in mind.&lt;/p&gt;

&lt;p&gt;What is currently available?&lt;/p&gt;

&lt;p&gt;The LBH ecosystem already includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;📜 A public protocol specification (LBH_SPEC_v2.0)&lt;/li&gt;
&lt;li&gt;🐍 Official Python SDK&lt;/li&gt;
&lt;li&gt;⬡ Official JavaScript / Node.js SDK&lt;/li&gt;
&lt;li&gt;✅ Automated conformance tests&lt;/li&gt;
&lt;li&gt;📦 Python package published on PyPI&lt;/li&gt;
&lt;li&gt;🐙 Public GitHub repositories&lt;/li&gt;
&lt;li&gt;🌐 Public documentation&lt;/li&gt;
&lt;li&gt;📄 Open-source licensing and contribution guidelines&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Why build LBH?&lt;/p&gt;

&lt;p&gt;Many communication protocols are optimized for very specific environments.&lt;/p&gt;

&lt;p&gt;LBH explores a different approach:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Lightweight binary packets&lt;/li&gt;
&lt;li&gt;Clear protocol specification&lt;/li&gt;
&lt;li&gt;Easy implementation&lt;/li&gt;
&lt;li&gt;Minimal external dependencies&lt;/li&gt;
&lt;li&gt;Cross-language compatibility&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The goal is to provide a protocol that developers can study, extend, and integrate into their own projects.&lt;/p&gt;

&lt;p&gt;Potential applications include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Distributed automation&lt;/li&gt;
&lt;li&gt;Edge Computing&lt;/li&gt;
&lt;li&gt;Machine-to-Machine communication&lt;/li&gt;
&lt;li&gt;IoT systems&lt;/li&gt;
&lt;li&gt;Intelligent agents&lt;/li&gt;
&lt;li&gt;Microservices&lt;/li&gt;
&lt;li&gt;Experimental AI infrastructures&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Public ecosystem&lt;/p&gt;

&lt;p&gt;The project is intentionally organized into independent components:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Protocol specification&lt;/li&gt;
&lt;li&gt;Python SDK&lt;/li&gt;
&lt;li&gt;JavaScript SDK&lt;/li&gt;
&lt;li&gt;Documentation portal&lt;/li&gt;
&lt;li&gt;GitHub repositories&lt;/li&gt;
&lt;li&gt;Package distribution&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;[&lt;a href="https://docs.hormigasais.com/sdk.html" rel="noopener noreferrer"&gt;https://docs.hormigasais.com/sdk.html&lt;/a&gt;]&lt;/p&gt;

&lt;p&gt;Feedback is welcome&lt;/p&gt;

&lt;p&gt;LBH is an open project.&lt;/p&gt;

&lt;p&gt;If you enjoy exploring binary protocols, distributed systems, automation, or edge computing, I would love to hear your thoughts.&lt;/p&gt;

&lt;p&gt;Suggestions, issues, discussions, and contributions are always welcome.&lt;/p&gt;

&lt;p&gt;Thank you for reading.&lt;/p&gt;

</description>
      <category>javascript</category>
      <category>python</category>
      <category>opensource</category>
      <category>security</category>
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