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class=md-ellipsis> Graph Orchestration Architecture </span> </a> </li> <li class=md-nav__item> <a href=../../architecture/graph_orchestration/ class=md-nav__link> <span class=md-ellipsis> Graph Orchestration Architecture </span> </a> </li> <li class=md-nav__item> <a href=../../architecture/workflows/ class=md-nav__link> <span class=md-ellipsis> DeepCritical Workflow - Simplified Magentic Architecture </span> </a> </li> <li class=md-nav__item> <a href=../../architecture/workflow-diagrams/ class=md-nav__link> <span class=md-ellipsis> DeepCritical Workflow - Simplified Magentic Architecture </span> </a> </li> <li class=md-nav__item> <a href=../../architecture/agents/ class=md-nav__link> <span class=md-ellipsis> Agents Architecture </span> </a> </li> <li class=md-nav__item> <a href=../../architecture/orchestrators/ class=md-nav__link> <span class=md-ellipsis> Orchestrators Architecture </span> </a> </li> <li class=md-nav__item> <a href=../../architecture/tools/ class=md-nav__link> <span class=md-ellipsis> Tools Architecture </span> </a> </li> <li class=md-nav__item> <a href=../../architecture/middleware/ class=md-nav__link> <span class=md-ellipsis> Middleware Architecture </span> </a> </li> <li class=md-nav__item> <a href=../../architecture/services/ class=md-nav__link> <span class=md-ellipsis> Services Architecture </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type=checkbox id=__nav_6 checked> <label class=md-nav__link for=__nav_6 id=__nav_6_label tabindex> <span class=md-ellipsis> API Reference </span> <span class="md-nav__icon md-icon"></span> </label> <nav class=md-nav data-md-level=1 aria-labelledby=__nav_6_label aria-expanded=true> <label class=md-nav__title for=__nav_6> <span class="md-nav__icon md-icon"></span> API Reference </label> <ul class=md-nav__list data-md-scrollfix> <li class="md-nav__item md-nav__item--active"> <input class="md-nav__toggle md-toggle" type=checkbox id=__toc> <label class="md-nav__link md-nav__link--active" for=__toc> <span class=md-ellipsis> Agents API Reference </span> <span class="md-nav__icon md-icon"></span> </label> <a href=./ class="md-nav__link md-nav__link--active"> <span class=md-ellipsis> Agents API Reference </span> </a> <nav class="md-nav md-nav--secondary" aria-label="Table of contents"> <label class=md-nav__title for=__toc> <span class="md-nav__icon md-icon"></span> Table of contents </label> <ul class=md-nav__list data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#knowledgegapagent class=md-nav__link> <span class=md-ellipsis> KnowledgeGapAgent </span> </a> <nav class=md-nav aria-label=KnowledgeGapAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#evaluate class=md-nav__link> <span class=md-ellipsis> evaluate </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#toolselectoragent class=md-nav__link> <span class=md-ellipsis> ToolSelectorAgent </span> </a> <nav class=md-nav aria-label=ToolSelectorAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_1 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#select_tools class=md-nav__link> <span class=md-ellipsis> select_tools </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#writeragent class=md-nav__link> <span class=md-ellipsis> WriterAgent </span> </a> <nav class=md-nav aria-label=WriterAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_2 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li 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class=md-nav__list> <li class=md-nav__item> <a href=#methods_4 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#proofread class=md-nav__link> <span class=md-ellipsis> proofread </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#thinkingagent class=md-nav__link> <span class=md-ellipsis> ThinkingAgent </span> </a> <nav class=md-nav aria-label=ThinkingAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_5 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#generate_observations class=md-nav__link> <span class=md-ellipsis> generate_observations </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#inputparseragent class=md-nav__link> <span class=md-ellipsis> InputParserAgent 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data-md-component=toc data-md-scrollfix> <li class=md-nav__item> <a href=#knowledgegapagent class=md-nav__link> <span class=md-ellipsis> KnowledgeGapAgent </span> </a> <nav class=md-nav aria-label=KnowledgeGapAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#evaluate class=md-nav__link> <span class=md-ellipsis> evaluate </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#toolselectoragent class=md-nav__link> <span class=md-ellipsis> ToolSelectorAgent </span> </a> <nav class=md-nav aria-label=ToolSelectorAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_1 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#select_tools class=md-nav__link> <span class=md-ellipsis> select_tools </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#writeragent class=md-nav__link> <span class=md-ellipsis> WriterAgent </span> </a> <nav class=md-nav aria-label=WriterAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_2 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#write_report class=md-nav__link> <span class=md-ellipsis> write_report </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#longwriteragent class=md-nav__link> <span class=md-ellipsis> LongWriterAgent </span> </a> <nav class=md-nav aria-label=LongWriterAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_3 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#write_next_section class=md-nav__link> <span class=md-ellipsis> write_next_section </span> </a> </li> <li class=md-nav__item> <a href=#write_report_1 class=md-nav__link> <span class=md-ellipsis> write_report </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#proofreaderagent class=md-nav__link> <span class=md-ellipsis> ProofreaderAgent </span> </a> <nav class=md-nav aria-label=ProofreaderAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_4 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#proofread class=md-nav__link> <span class=md-ellipsis> proofread </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#thinkingagent class=md-nav__link> <span class=md-ellipsis> ThinkingAgent </span> </a> <nav class=md-nav aria-label=ThinkingAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_5 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#generate_observations class=md-nav__link> <span class=md-ellipsis> generate_observations </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#inputparseragent class=md-nav__link> <span class=md-ellipsis> InputParserAgent </span> </a> <nav class=md-nav aria-label=InputParserAgent> <ul class=md-nav__list> <li class=md-nav__item> <a href=#methods_6 class=md-nav__link> <span class=md-ellipsis> Methods </span> </a> <nav class=md-nav aria-label=Methods> <ul class=md-nav__list> <li class=md-nav__item> <a href=#parse_query class=md-nav__link> <span class=md-ellipsis> parse_query </span> </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class=md-nav__item> <a href=#factory-functions class=md-nav__link> <span class=md-ellipsis> Factory Functions </span> </a> </li> <li class=md-nav__item> <a href=#see-also class=md-nav__link> <span class=md-ellipsis> See Also </span> </a> </li> </ul> </nav> </div> </div> </div> <div class=md-content data-md-component=content> <article class="md-content__inner md-typeset"> <h1 id=agents-api-reference>Agents API Reference<a class=headerlink href=#agents-api-reference title="Permanent link">¶</a></h1> <p>This page documents the API for DeepCritical agents.</p> <h2 id=knowledgegapagent>KnowledgeGapAgent<a class=headerlink href=#knowledgegapagent title="Permanent link">¶</a></h2> <p><strong>Module</strong>: <code>src.agents.knowledge_gap</code></p> <p><strong>Purpose</strong>: Evaluates research state and identifies knowledge gaps.</p> <h3 id=methods>Methods<a class=headerlink href=#methods title="Permanent link">¶</a></h3> <h4 id=evaluate><code>evaluate</code><a class=headerlink href=#evaluate title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code><a id=__codelineno-0-1 name=__codelineno-0-1 href=#__codelineno-0-1></a><span class=k>async</span> <span class=k>def</span><span class=w> </span><span class=nf>evaluate</span><span class=p>(</span> | |
| <a id=__codelineno-0-2 name=__codelineno-0-2 href=#__codelineno-0-2></a> <span class=bp>self</span><span class=p>,</span> | |
| <a id=__codelineno-0-3 name=__codelineno-0-3 href=#__codelineno-0-3></a> <span class=n>query</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-0-4 name=__codelineno-0-4 href=#__codelineno-0-4></a> <span class=n>background_context</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-0-5 name=__codelineno-0-5 href=#__codelineno-0-5></a> <span class=n>conversation_history</span><span class=p>:</span> <span class=n>Conversation</span><span class=p>,</span> | |
| <a id=__codelineno-0-6 name=__codelineno-0-6 href=#__codelineno-0-6></a> <span class=n>iteration</span><span class=p>:</span> <span class=nb>int</span><span class=p>,</span> | |
| <a id=__codelineno-0-7 name=__codelineno-0-7 href=#__codelineno-0-7></a> <span class=n>time_elapsed_minutes</span><span class=p>:</span> <span class=nb>float</span><span class=p>,</span> | |
| <a id=__codelineno-0-8 name=__codelineno-0-8 href=#__codelineno-0-8></a> <span class=n>max_time_minutes</span><span class=p>:</span> <span class=nb>float</span> | |
| <a id=__codelineno-0-9 name=__codelineno-0-9 href=#__codelineno-0-9></a><span class=p>)</span> <span class=o>-></span> <span class=n>KnowledgeGapOutput</span> | |
| </code></pre></div> <p>Evaluates research completeness and identifies outstanding knowledge gaps.</p> <p><strong>Parameters</strong>: - <code>query</code>: Research query string - <code>background_context</code>: Background context for the query - <code>conversation_history</code>: Conversation history with previous iterations - <code>iteration</code>: Current iteration number - <code>time_elapsed_minutes</code>: Elapsed time in minutes - <code>max_time_minutes</code>: Maximum time limit in minutes</p> <p><strong>Returns</strong>: <code>KnowledgeGapOutput</code> with: - <code>research_complete</code>: Boolean indicating if research is complete - <code>outstanding_gaps</code>: List of remaining knowledge gaps</p> <h2 id=toolselectoragent>ToolSelectorAgent<a class=headerlink href=#toolselectoragent title="Permanent link">¶</a></h2> <p><strong>Module</strong>: <code>src.agents.tool_selector</code></p> <p><strong>Purpose</strong>: Selects appropriate tools for addressing knowledge gaps.</p> <h3 id=methods_1>Methods<a class=headerlink href=#methods_1 title="Permanent link">¶</a></h3> <h4 id=select_tools><code>select_tools</code><a class=headerlink href=#select_tools title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code><a id=__codelineno-1-1 name=__codelineno-1-1 href=#__codelineno-1-1></a><span class=k>async</span> <span class=k>def</span><span class=w> </span><span class=nf>select_tools</span><span class=p>(</span> | |
| <a id=__codelineno-1-2 name=__codelineno-1-2 href=#__codelineno-1-2></a> <span class=bp>self</span><span class=p>,</span> | |
| <a id=__codelineno-1-3 name=__codelineno-1-3 href=#__codelineno-1-3></a> <span class=n>query</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-1-4 name=__codelineno-1-4 href=#__codelineno-1-4></a> <span class=n>knowledge_gaps</span><span class=p>:</span> <span class=nb>list</span><span class=p>[</span><span class=nb>str</span><span class=p>],</span> | |
| <a id=__codelineno-1-5 name=__codelineno-1-5 href=#__codelineno-1-5></a> <span class=n>available_tools</span><span class=p>:</span> <span class=nb>list</span><span class=p>[</span><span class=nb>str</span><span class=p>]</span> | |
| <a id=__codelineno-1-6 name=__codelineno-1-6 href=#__codelineno-1-6></a><span class=p>)</span> <span class=o>-></span> <span class=n>AgentSelectionPlan</span> | |
| </code></pre></div> <p>Selects tools for addressing knowledge gaps.</p> <p><strong>Parameters</strong>: - <code>query</code>: Research query string - <code>knowledge_gaps</code>: List of knowledge gaps to address - <code>available_tools</code>: List of available tool names</p> <p><strong>Returns</strong>: <code>AgentSelectionPlan</code> with list of <code>AgentTask</code> objects.</p> <h2 id=writeragent>WriterAgent<a class=headerlink href=#writeragent title="Permanent link">¶</a></h2> <p><strong>Module</strong>: <code>src.agents.writer</code></p> <p><strong>Purpose</strong>: Generates final reports from research findings.</p> <h3 id=methods_2>Methods<a class=headerlink href=#methods_2 title="Permanent link">¶</a></h3> <h4 id=write_report><code>write_report</code><a class=headerlink href=#write_report title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code><a id=__codelineno-2-1 name=__codelineno-2-1 href=#__codelineno-2-1></a><span class=k>async</span> <span class=k>def</span><span class=w> </span><span class=nf>write_report</span><span class=p>(</span> | |
| <a id=__codelineno-2-2 name=__codelineno-2-2 href=#__codelineno-2-2></a> <span class=bp>self</span><span class=p>,</span> | |
| <a id=__codelineno-2-3 name=__codelineno-2-3 href=#__codelineno-2-3></a> <span class=n>query</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-2-4 name=__codelineno-2-4 href=#__codelineno-2-4></a> <span class=n>findings</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-2-5 name=__codelineno-2-5 href=#__codelineno-2-5></a> <span class=n>output_length</span><span class=p>:</span> <span class=nb>str</span> <span class=o>=</span> <span class=s2>"medium"</span><span class=p>,</span> | |
| <a id=__codelineno-2-6 name=__codelineno-2-6 href=#__codelineno-2-6></a> <span class=n>output_instructions</span><span class=p>:</span> <span class=nb>str</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span> | |
| <a id=__codelineno-2-7 name=__codelineno-2-7 href=#__codelineno-2-7></a><span class=p>)</span> <span class=o>-></span> <span class=nb>str</span> | |
| </code></pre></div> <p>Generates a markdown report from research findings.</p> <p><strong>Parameters</strong>: - <code>query</code>: Research query string - <code>findings</code>: Research findings to include in report - <code>output_length</code>: Desired output length ("short", "medium", "long") - <code>output_instructions</code>: Additional instructions for report generation</p> <p><strong>Returns</strong>: Markdown string with numbered citations.</p> <h2 id=longwriteragent>LongWriterAgent<a class=headerlink href=#longwriteragent title="Permanent link">¶</a></h2> <p><strong>Module</strong>: <code>src.agents.long_writer</code></p> <p><strong>Purpose</strong>: Long-form report generation with section-by-section writing.</p> <h3 id=methods_3>Methods<a class=headerlink href=#methods_3 title="Permanent link">¶</a></h3> <h4 id=write_next_section><code>write_next_section</code><a class=headerlink href=#write_next_section title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code><a id=__codelineno-3-1 name=__codelineno-3-1 href=#__codelineno-3-1></a><span class=k>async</span> <span class=k>def</span><span class=w> </span><span class=nf>write_next_section</span><span class=p>(</span> | |
| <a id=__codelineno-3-2 name=__codelineno-3-2 href=#__codelineno-3-2></a> <span class=bp>self</span><span class=p>,</span> | |
| <a id=__codelineno-3-3 name=__codelineno-3-3 href=#__codelineno-3-3></a> <span class=n>query</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-3-4 name=__codelineno-3-4 href=#__codelineno-3-4></a> <span class=n>draft</span><span class=p>:</span> <span class=n>ReportDraft</span><span class=p>,</span> | |
| <a id=__codelineno-3-5 name=__codelineno-3-5 href=#__codelineno-3-5></a> <span class=n>section_title</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-3-6 name=__codelineno-3-6 href=#__codelineno-3-6></a> <span class=n>section_content</span><span class=p>:</span> <span class=nb>str</span> | |
| <a id=__codelineno-3-7 name=__codelineno-3-7 href=#__codelineno-3-7></a><span class=p>)</span> <span class=o>-></span> <span class=n>LongWriterOutput</span> | |
| </code></pre></div> <p>Writes the next section of a long-form report.</p> <p><strong>Parameters</strong>: - <code>query</code>: Research query string - <code>draft</code>: Current report draft - <code>section_title</code>: Title of the section to write - <code>section_content</code>: Content/guidance for the section</p> <p><strong>Returns</strong>: <code>LongWriterOutput</code> with updated draft.</p> <h4 id=write_report_1><code>write_report</code><a class=headerlink href=#write_report_1 title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code><a id=__codelineno-4-1 name=__codelineno-4-1 href=#__codelineno-4-1></a><span class=k>async</span> <span class=k>def</span><span class=w> </span><span class=nf>write_report</span><span class=p>(</span> | |
| <a id=__codelineno-4-2 name=__codelineno-4-2 href=#__codelineno-4-2></a> <span class=bp>self</span><span class=p>,</span> | |
| <a id=__codelineno-4-3 name=__codelineno-4-3 href=#__codelineno-4-3></a> <span class=n>query</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-4-4 name=__codelineno-4-4 href=#__codelineno-4-4></a> <span class=n>report_title</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-4-5 name=__codelineno-4-5 href=#__codelineno-4-5></a> <span class=n>report_draft</span><span class=p>:</span> <span class=n>ReportDraft</span> | |
| <a id=__codelineno-4-6 name=__codelineno-4-6 href=#__codelineno-4-6></a><span class=p>)</span> <span class=o>-></span> <span class=nb>str</span> | |
| </code></pre></div> <p>Generates final report from draft.</p> <p><strong>Parameters</strong>: - <code>query</code>: Research query string - <code>report_title</code>: Title of the report - <code>report_draft</code>: Complete report draft</p> <p><strong>Returns</strong>: Final markdown report string.</p> <h2 id=proofreaderagent>ProofreaderAgent<a class=headerlink href=#proofreaderagent title="Permanent link">¶</a></h2> <p><strong>Module</strong>: <code>src.agents.proofreader</code></p> <p><strong>Purpose</strong>: Proofreads and polishes report drafts.</p> <h3 id=methods_4>Methods<a class=headerlink href=#methods_4 title="Permanent link">¶</a></h3> <h4 id=proofread><code>proofread</code><a class=headerlink href=#proofread title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code><a id=__codelineno-5-1 name=__codelineno-5-1 href=#__codelineno-5-1></a><span class=k>async</span> <span class=k>def</span><span class=w> </span><span class=nf>proofread</span><span class=p>(</span> | |
| <a id=__codelineno-5-2 name=__codelineno-5-2 href=#__codelineno-5-2></a> <span class=bp>self</span><span class=p>,</span> | |
| <a id=__codelineno-5-3 name=__codelineno-5-3 href=#__codelineno-5-3></a> <span class=n>query</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-5-4 name=__codelineno-5-4 href=#__codelineno-5-4></a> <span class=n>report_title</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-5-5 name=__codelineno-5-5 href=#__codelineno-5-5></a> <span class=n>report_draft</span><span class=p>:</span> <span class=n>ReportDraft</span> | |
| <a id=__codelineno-5-6 name=__codelineno-5-6 href=#__codelineno-5-6></a><span class=p>)</span> <span class=o>-></span> <span class=nb>str</span> | |
| </code></pre></div> <p>Proofreads and polishes a report draft.</p> <p><strong>Parameters</strong>: - <code>query</code>: Research query string - <code>report_title</code>: Title of the report - <code>report_draft</code>: Report draft to proofread</p> <p><strong>Returns</strong>: Polished markdown string.</p> <h2 id=thinkingagent>ThinkingAgent<a class=headerlink href=#thinkingagent title="Permanent link">¶</a></h2> <p><strong>Module</strong>: <code>src.agents.thinking</code></p> <p><strong>Purpose</strong>: Generates observations from conversation history.</p> <h3 id=methods_5>Methods<a class=headerlink href=#methods_5 title="Permanent link">¶</a></h3> <h4 id=generate_observations><code>generate_observations</code><a class=headerlink href=#generate_observations title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code><a id=__codelineno-6-1 name=__codelineno-6-1 href=#__codelineno-6-1></a><span class=k>async</span> <span class=k>def</span><span class=w> </span><span class=nf>generate_observations</span><span class=p>(</span> | |
| <a id=__codelineno-6-2 name=__codelineno-6-2 href=#__codelineno-6-2></a> <span class=bp>self</span><span class=p>,</span> | |
| <a id=__codelineno-6-3 name=__codelineno-6-3 href=#__codelineno-6-3></a> <span class=n>query</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-6-4 name=__codelineno-6-4 href=#__codelineno-6-4></a> <span class=n>background_context</span><span class=p>:</span> <span class=nb>str</span><span class=p>,</span> | |
| <a id=__codelineno-6-5 name=__codelineno-6-5 href=#__codelineno-6-5></a> <span class=n>conversation_history</span><span class=p>:</span> <span class=n>Conversation</span> | |
| <a id=__codelineno-6-6 name=__codelineno-6-6 href=#__codelineno-6-6></a><span class=p>)</span> <span class=o>-></span> <span class=nb>str</span> | |
| </code></pre></div> <p>Generates observations from conversation history.</p> <p><strong>Parameters</strong>: - <code>query</code>: Research query string - <code>background_context</code>: Background context - <code>conversation_history</code>: Conversation history</p> <p><strong>Returns</strong>: Observation string.</p> <h2 id=inputparseragent>InputParserAgent<a class=headerlink href=#inputparseragent title="Permanent link">¶</a></h2> <p><strong>Module</strong>: <code>src.agents.input_parser</code></p> <p><strong>Purpose</strong>: Parses and improves user queries, detects research mode.</p> <h3 id=methods_6>Methods<a class=headerlink href=#methods_6 title="Permanent link">¶</a></h3> <h4 id=parse_query><code>parse_query</code><a class=headerlink href=#parse_query title="Permanent link">¶</a></h4> <div class=highlight><pre><span></span><code><a id=__codelineno-7-1 name=__codelineno-7-1 href=#__codelineno-7-1></a><span class=k>async</span> <span class=k>def</span><span class=w> </span><span class=nf>parse_query</span><span class=p>(</span> | |
| <a id=__codelineno-7-2 name=__codelineno-7-2 href=#__codelineno-7-2></a> <span class=bp>self</span><span class=p>,</span> | |
| <a id=__codelineno-7-3 name=__codelineno-7-3 href=#__codelineno-7-3></a> <span class=n>query</span><span class=p>:</span> <span class=nb>str</span> | |
| <a id=__codelineno-7-4 name=__codelineno-7-4 href=#__codelineno-7-4></a><span class=p>)</span> <span class=o>-></span> <span class=n>ParsedQuery</span> | |
| </code></pre></div> <p>Parses and improves a user query.</p> <p><strong>Parameters</strong>: - <code>query</code>: Original query string</p> <p><strong>Returns</strong>: <code>ParsedQuery</code> with: - <code>original_query</code>: Original query string - <code>improved_query</code>: Refined query string - <code>research_mode</code>: "iterative" or "deep" - <code>key_entities</code>: List of key entities - <code>research_questions</code>: List of research questions</p> <h2 id=factory-functions>Factory Functions<a class=headerlink href=#factory-functions title="Permanent link">¶</a></h2> <p>All agents have factory functions in <code>src.agent_factory.agents</code>:</p> <div class=highlight><pre><span></span><code><a id=__codelineno-8-1 name=__codelineno-8-1 href=#__codelineno-8-1></a><span class=k>def</span><span class=w> </span><span class=nf>create_knowledge_gap_agent</span><span class=p>(</span><span class=n>model</span><span class=p>:</span> <span class=n>Any</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span><span class=p>)</span> <span class=o>-></span> <span class=n>KnowledgeGapAgent</span> | |
| <a id=__codelineno-8-2 name=__codelineno-8-2 href=#__codelineno-8-2></a><span class=k>def</span><span class=w> </span><span class=nf>create_tool_selector_agent</span><span class=p>(</span><span class=n>model</span><span class=p>:</span> <span class=n>Any</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span><span class=p>)</span> <span class=o>-></span> <span class=n>ToolSelectorAgent</span> | |
| <a id=__codelineno-8-3 name=__codelineno-8-3 href=#__codelineno-8-3></a><span class=k>def</span><span class=w> </span><span class=nf>create_writer_agent</span><span class=p>(</span><span class=n>model</span><span class=p>:</span> <span class=n>Any</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span><span class=p>)</span> <span class=o>-></span> <span class=n>WriterAgent</span> | |
| <a id=__codelineno-8-4 name=__codelineno-8-4 href=#__codelineno-8-4></a><span class=k>def</span><span class=w> </span><span class=nf>create_long_writer_agent</span><span class=p>(</span><span class=n>model</span><span class=p>:</span> <span class=n>Any</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span><span class=p>)</span> <span class=o>-></span> <span class=n>LongWriterAgent</span> | |
| <a id=__codelineno-8-5 name=__codelineno-8-5 href=#__codelineno-8-5></a><span class=k>def</span><span class=w> </span><span class=nf>create_proofreader_agent</span><span class=p>(</span><span class=n>model</span><span class=p>:</span> <span class=n>Any</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span><span class=p>)</span> <span class=o>-></span> <span class=n>ProofreaderAgent</span> | |
| <a id=__codelineno-8-6 name=__codelineno-8-6 href=#__codelineno-8-6></a><span class=k>def</span><span class=w> </span><span class=nf>create_thinking_agent</span><span class=p>(</span><span class=n>model</span><span class=p>:</span> <span class=n>Any</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span><span class=p>)</span> <span class=o>-></span> <span class=n>ThinkingAgent</span> | |
| <a id=__codelineno-8-7 name=__codelineno-8-7 href=#__codelineno-8-7></a><span class=k>def</span><span class=w> </span><span class=nf>create_input_parser_agent</span><span class=p>(</span><span class=n>model</span><span class=p>:</span> <span class=n>Any</span> <span class=o>|</span> <span class=kc>None</span> <span class=o>=</span> <span class=kc>None</span><span class=p>)</span> <span class=o>-></span> <span class=n>InputParserAgent</span> | |
| </code></pre></div> <p><strong>Parameters</strong>: - <code>model</code>: Optional Pydantic AI model. If None, uses <code>get_model()</code> from settings.</p> <p><strong>Returns</strong>: Agent instance.</p> <h2 id=see-also>See Also<a class=headerlink href=#see-also title="Permanent link">¶</a></h2> <ul> <li><a href=../../architecture/agents/ >Architecture - Agents</a> - Architecture overview</li> <li><a href=../models/ >Models API</a> - Data models used by agents</li> </ul> </article> </div> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> <button type=button class="md-top md-icon" data-md-component=top hidden> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg> Back to top </button> </main> <footer class=md-footer> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <div class=md-copyright> <div class=md-copyright__highlight> Copyright © 2024 DeepCritical Team </div> Made with <a href=https://squidfunk.github.io/mkdocs-material/ target=_blank rel=noopener> Material for MkDocs </a> </div> <div class=md-social> <a href=https://github.com/DeepCritical/GradioDemo target=_blank rel=noopener title=github.com class=md-social__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 512 512"><!-- Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M252.8 8C114.1 8 8 113.3 8 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C436.2 457.8 504 362.9 504 252 504 113.3 391.5 8 252.8 8M105.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg> </a> <a href=https://huggingface.co/spaces/DataQuests/DeepCritical target=_blank rel=noopener title=huggingface.co class=md-social__link> <svg xmlns=http://www.w3.org/2000/svg viewbox="0 0 24 24"><path d="M16.36 14c.08-.66.14-1.32.14-2s-.06-1.34-.14-2h3.38c.16.64.26 1.31.26 2s-.1 1.36-.26 2m-5.15 5.56c.6-1.11 1.06-2.31 1.38-3.56h2.95a8.03 8.03 0 0 1-4.33 3.56M14.34 14H9.66c-.1-.66-.16-1.32-.16-2s.06-1.35.16-2h4.68c.09.65.16 1.32.16 2s-.07 1.34-.16 2M12 19.96c-.83-1.2-1.5-2.53-1.91-3.96h3.82c-.41 1.43-1.08 2.76-1.91 3.96M8 8H5.08A7.92 7.92 0 0 1 9.4 4.44C8.8 5.55 8.35 6.75 8 8m-2.92 8H8c.35 1.25.8 2.45 1.4 3.56A8 8 0 0 1 5.08 16m-.82-2C4.1 13.36 4 12.69 4 12s.1-1.36.26-2h3.38c-.08.66-.14 1.32-.14 2s.06 1.34.14 2M12 4.03c.83 1.2 1.5 2.54 1.91 3.97h-3.82c.41-1.43 1.08-2.77 1.91-3.97M18.92 8h-2.95a15.7 15.7 0 0 0-1.38-3.56c1.84.63 3.37 1.9 4.33 3.56M12 2C6.47 2 2 6.5 2 12a10 10 0 0 0 10 10 10 10 0 0 0 10-10A10 10 0 0 0 12 2"/></svg> </a> </div> </div> </div> </footer> </div> <div class=md-dialog data-md-component=dialog> <div class="md-dialog__inner md-typeset"></div> </div> <script id=__config type=application/json>{"annotate": null, "base": "../..", "features": ["navigation.tabs", "navigation.sections", "navigation.expand", "navigation.top", "search.suggest", "search.highlight", "content.code.annotate", "content.code.copy"], "search": "../../assets/javascripts/workers/search.7a47a382.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script> <script src=../../assets/javascripts/bundle.e71a0d61.min.js></script> </body> </html> |