docs: sync documentation with post-v0.2 changes

skillopt.html

@@ -1778,6 +1778,7 @@
       <a href="#evolution">Evolution</a>
       <a href="#transfer">Transfer</a>
       <a href="#citation">Citation</a>
+      <a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a>
       <a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a>
     </nav>
   </header>
@@ -1915,7 +1916,7 @@
           <h3>A skill is external state for an agent.</h3>
           <p>
             Instead of fine-tuning a model or hand-maintaining prompts, SkillOpt runs
-            the frozen agent on scored batches, asks a separate optimizer model to
+            the frozen agent on scored batches, asks an optimizer model to
             propose structured edits, and accepts a candidate only when validation
             performance improves.
           </p>
@@ -2427,7 +2428,7 @@
 
     <footer class="footer">
       <span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
-      <span><a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a> / <a href="#citation">Citation</a></span>
+      <span><a href="https://github.com/microsoft/SkillOpt/blob/main/docs/index.md" target="_blank" rel="noopener">Docs</a> / <a href="https://github.com/microsoft/SkillOpt" target="_blank" rel="noopener">Code</a> / <a href="#citation">Citation</a></span>
     </footer>
   </main>
   <script>