update GitHub Pages documentation site

index.html

@@ -93,30 +93,32 @@ <h1><code class="docutils literal notranslate"><span class="pre">OpenSSA</span><
 <section id="level-2-intelligence-with-planning-reasoning-domain-specific-knowledge-and-diverse-informational-resources">
 <h2>Level-2 Intelligence with Planning, Reasoning, domain-specific Knowledge and diverse Informational Resources<a class="headerlink" href="#level-2-intelligence-with-planning-reasoning-domain-specific-knowledge-and-diverse-informational-resources" title="Link to this heading">¶</a></h2>
 <p><code class="docutils literal notranslate"><span class="pre">OpenSSA</span></code> agents, built with powerful Hierarchical Task Planning (HTP) and Observe-Orient-Decide-Act Reasoning (OODAR),
-go far beyond the Level-1 pattern-matching intelligence performed by LLMs and RAG, and achieve superior outcomes
+go far beyond the Level-1 pattern-matching intelligence performed by LLMs and RAG and achieve superior outcomes
 in complex multi-faceted, multi-step tasks. See our <a class="reference external" href="https://arxiv.org/abs/2404.11792">comparative study</a>.</p>
-<p>Agents can also be armed with domain-specific Knowledge, connected to diverse Informational Resources
+<p><code class="docutils literal notranslate"><span class="pre">OpenSSA</span></code> agents can also be armed with domain-specific Knowledge, connected to diverse Informational Resources
 (files, databases, web sources, etc.), and/or be guided by specialized industry experts
 to maximize the accuracy and comprehensiveness in their planning, reasoning and deliberative/iterative problem-solving.</p>
 </section>
 <section id="open-and-extensible-architecture">
 <h2>Open and Extensible Architecture<a class="headerlink" href="#open-and-extensible-architecture" title="Link to this heading">¶</a></h2>
-<p>We are committed to promoting and supporting open development in generative AI,
-and hence <code class="docutils literal notranslate"><span class="pre">OpenSSA</span></code> would strive to integrate with a diverse array of LLM backends, especially open-source LLMs.
-If you would like a certain LLM to be supported, please suggest through a GitHub issue, or, even better, submit a PR.</p>
+<p>Committed to promoting and supporting open development in generative AI,
+<code class="docutils literal notranslate"><span class="pre">OpenSSA</span></code> would strive to integrate with a diverse array of LLM backends, especially open-source LLMs.
+If you would like certain LLMs to be supported, please suggest through a GitHub issue, or, even better, submit your PRs.</p>
 <p>Additionally, <code class="docutils literal notranslate"><span class="pre">OpenSSA</span></code>’s key Planning, Reasoning, Knowledge and Resource interfaces
 are designed with customizability and extensibility as first-class concerns,
 in order to enable developers to effectively solve problems in their specific industries and specialized domains.</p>
 </section>
 <section id="small-and-resource-efficient-agents-for-practical-real-world-deployment">
 <h2>Small and Resource-Efficient Agents for Practical Real-World Deployment<a class="headerlink" href="#small-and-resource-efficient-agents-for-practical-real-world-deployment" title="Link to this heading">¶</a></h2>
 <p>Specialized, Level-2 intelligence allows <code class="docutils literal notranslate"><span class="pre">OpenSSA</span></code> agents to work well in many applications
-with significantly smaller component models, thereby greatly economizing computing resources.</p>
+using significantly smaller component models, thereby greatly economizing computing resources.</p>
 </section>
 <section id="getting-started">
 <h2>Getting Started<a class="headerlink" href="#getting-started" title="Link to this heading">¶</a></h2>
-<p>Installation: <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">openssa</span></code> (Python 3.12 only).
-For bleeding-edge latest capabilities: <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">https://github.com/aitomatic/openssa/archive/main.zip</span></code>.</p>
+<p>Install by <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">openssa</span></code> (on Python 3.12 only).</p>
+<ul class="simple">
+<li><p>for bleeding-edge latest capabilities: <code class="docutils literal notranslate"><span class="pre">pip</span> <span class="pre">install</span> <span class="pre">https://github.com/aitomatic/openssa/archive/main.zip</span></code></p></li>
+</ul>
 <p>Explore the <code class="docutils literal notranslate"><span class="pre">examples/</span></code> directory and developer guides and tutorials on our <a class="reference external" href="https://aitomatic.github.io/openssa">documentation site</a>.</p>
 </section>
 <section id="api-documentation">