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	<p class="mis show_mis"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="key">import</span> <span class="nam">json</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t"><span class="key">import</span> <span class="nam">statistics</span> <span class="com"># Add this import</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t"><span class="key">import</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">utils</span> <span class="key">as</span> <span class="nam">utils</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">control</span> <span class="key">import</span> <span class="nam">transactional</span><span class="op">,</span> <span class="nam">current_simulation</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"><span class="key">import</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">openai_utils</span> <span class="key">as</span> <span class="nam">openai_utils</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">validation</span> <span class="key">import</span> <span class="nam">propositions</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">utils</span> <span class="key">import</span> <span class="nam">JsonSerializableRegistry</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">experimentation</span> <span class="key">import</span> <span class="nam">Proposition</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">class</span> <span class="nam">ActionGenerator</span><span class="op">(</span><span class="nam">JsonSerializableRegistry</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">max_attempts</span><span class="op">=</span><span class="num">2</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"> <span class="nam">enable_quality_checks</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t"> <span class="nam">enable_regeneration</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"> <span class="nam">enable_direct_correction</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="com"># TODO enable_direct_correction not working very well yet</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"> <span class="nam">enable_quality_check_for_persona_adherence</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"> <span class="nam">enable_quality_check_for_selfconsistency</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"> <span class="nam">enable_quality_check_for_fluency</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"> <span class="nam">enable_quality_check_for_suitability</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t"> <span class="nam">enable_quality_check_for_similarity</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"> <span class="nam">continue_on_failure</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"> <span class="nam">quality_threshold</span><span class="op">=</span><span class="num">7</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> <span class="nam">max_action_similarity</span><span class="op">=</span><span class="num">0.6</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"> <span class="nam">enable_reasoning_step</span><span class="op">=</span><span class="key">False</span><span class="op">)</span><span class="op">:</span> <span class="com"># TODO enable_reasoning_step not working very well yet</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"> <span class="str">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="str"> Initializes the ActionGenerator.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="str"> Args:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="str"> max_attempts (int): The maximum number of attempts to generate an action.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"><span class="str"> enable_quality_checks (bool): Whether to perform quality checks on the generated action. If False, the first action generated</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"><span class="str"> is returned without any checks.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"><span class="str"> enable_regeneration (bool): Whether to try to make the agent regenerate the action if the first attempt fails.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"><span class="str"> enable_direct_correction (bool): Whether to directly correct the action if the first attempt fails, without asking the agent to regenerate it.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"><span class="str"> enable_quality_check_for_persona_adherence (bool): Whether to check the action for persona adherence.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t"><span class="str"> enable_quality_check_for_selfconsistency (bool): Whether to check the action for self-consistency.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"><span class="str"> enable_quality_check_for_fluency (bool): Whether to check the action for fluency.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="str"> enable_quality_check_for_suitability (bool): Whether to check the action for suitability.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"><span class="str"> continue_on_failure (bool): Whether to return the last tentative action, even if it fails to pass quality checks.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="str"> Presumably, the last tentative action is the one that is most likely to be correct, since it has gone through the most iterations of regeneration and correction.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"><span class="str"> quality_threshold (int): The minimum score for each quality check for the action to be considered good quality.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t"><span class="str"> enable_reasoning_step (bool): Whether to enable reasoning step in the action generation process. This IS NOT the use of "reasoning models" (e.g., o1, o3),</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"><span class="str"> but rather the use of an additional reasoning step in the regular text completion.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"><span class="str"> """</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">max_attempts</span> <span class="op">=</span> <span class="nam">max_attempts</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_attempts</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_attempts</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_checks</span> <span class="op">=</span> <span class="nam">enable_quality_checks</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_regeneration</span> <span class="op">=</span> <span class="nam">enable_regeneration</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_direct_correction</span> <span class="op">=</span> <span class="nam">enable_direct_correction</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_persona_adherence</span> <span class="op">=</span> <span class="nam">enable_quality_check_for_persona_adherence</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_selfconsistency</span> <span class="op">=</span> <span class="nam">enable_quality_check_for_selfconsistency</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_fluency</span> <span class="op">=</span> <span class="nam">enable_quality_check_for_fluency</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_suitability</span> <span class="op">=</span> <span class="nam">enable_quality_check_for_suitability</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_similarity</span> <span class="op">=</span> <span class="nam">enable_quality_check_for_similarity</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">continue_on_failure</span> <span class="op">=</span> <span class="nam">continue_on_failure</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">quality_threshold</span> <span class="op">=</span> <span class="nam">quality_threshold</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">max_action_similarity</span> <span class="op">=</span> <span class="nam">max_action_similarity</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_reasoning_step</span> <span class="op">=</span> <span class="nam">enable_reasoning_step</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"> <span class="com"># This generator has its own copies of the propositions, in order to be able to isolate them</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t"> <span class="com"># from other agents, particularly when running the simulation in parallel.</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">action_persona_adherence</span> <span class="op">=</span> <span class="nam">propositions</span><span class="op">.</span><span class="nam">hard_action_persona_adherence</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">action_self_consistency</span> <span class="op">=</span> <span class="nam">propositions</span><span class="op">.</span><span class="nam">action_self_consistency</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">action_fluency</span> <span class="op">=</span> <span class="nam">propositions</span><span class="op">.</span><span class="nam">action_fluency</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">action_suitability</span> <span class="op">=</span> <span class="nam">propositions</span><span class="op">.</span><span class="nam">action_suitability</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t"> <span class="com"># initialize statistics </span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_failures</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_failures</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_scores</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_scores</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">total_actions_produced</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">total_original_actions_succeeded</span> <span class="op">=</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"> <span class="key">def</span> <span class="nam">generate_next_action</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">agent</span><span class="op">,</span> <span class="nam">current_messages</span><span class="op">:</span><span class="nam">list</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"> <span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">agent</span> <span class="key">import</span> <span class="nam">logger</span> <span class="com"># import here to avoid circular import issues</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"> <span class="com"># clean up (remove unnecessary elements) and copy the list of current messages to avoid modifying the original ones</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"> <span class="nam">current_messages</span> <span class="op">=</span> <span class="op">[</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t"> <span class="op">{</span><span class="str">"role"</span><span class="op">:</span> <span class="nam">msg</span><span class="op">[</span><span class="str">"role"</span><span class="op">]</span><span class="op">,</span> <span class="str">"content"</span><span class="op">:</span> <span class="nam">json</span><span class="op">.</span><span class="nam">dumps</span><span class="op">(</span><span class="nam">msg</span><span class="op">[</span><span class="str">"content"</span><span class="op">]</span><span class="op">)</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"> <span class="key">for</span> <span class="nam">msg</span> <span class="key">in</span> <span class="nam">current_messages</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"> <span class="op">]</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"> <span class="com"># starts with no feedback</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"> <span class="nam">cur_feedback</span> <span class="op">=</span> <span class="key">None</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"> <span class="nam">all_negative_feedbacks</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"> <span class="nam">best_action</span> <span class="op">=</span> <span class="key">None</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"> <span class="nam">best_role</span> <span class="op">=</span> <span class="key">None</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"> <span class="nam">best_content</span> <span class="op">=</span> <span class="key">None</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"> <span class="nam">best_score</span> <span class="op">=</span> <span class="nam">float</span><span class="op">(</span><span class="str">'-inf'</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"> <span class="nam">original_score</span> <span class="op">=</span> <span class="key">None</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"> <span class="key">def</span> <span class="nam">update_best</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"> <span class="key">nonlocal</span> <span class="nam">best_action</span><span class="op">,</span> <span class="nam">best_role</span><span class="op">,</span> <span class="nam">best_content</span><span class="op">,</span> <span class="nam">best_score</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"> <span class="key">if</span> <span class="nam">total_score</span> <span class="op">></span> <span class="nam">best_score</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"> <span class="nam">best_action</span> <span class="op">=</span> <span class="nam">tentative_action</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"> <span class="nam">best_role</span> <span class="op">=</span> <span class="nam">role</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"> <span class="nam">best_content</span> <span class="op">=</span> <span class="nam">content</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"> <span class="nam">best_score</span> <span class="op">=</span> <span class="nam">total_score</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"> <span class="key">def</span> <span class="nam">finish_return</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">final_score</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t"> <span class="key">if</span> <span class="nam">original_score</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">and</span> <span class="nam">final_score</span> <span class="op">></span> <span class="nam">original_score</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] improved total quality from </span><span class="op">{</span><span class="nam">original_score</span><span class="op">}</span><span class="fst"> to </span><span class="op">{</span><span class="nam">final_score</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"> <span class="com"># ensure that tentative_action and content are dicts</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">str</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"> <span class="nam">tentative_action</span> <span class="op">=</span> <span class="nam">json</span><span class="op">.</span><span class="nam">loads</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">content</span><span class="op">,</span> <span class="nam">str</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"> <span class="nam">content</span> <span class="op">=</span> <span class="nam">json</span><span class="op">.</span><span class="nam">loads</span><span class="op">(</span><span class="nam">content</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"> <span class="key">return</span> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">all_negative_feedbacks</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="com"># First attempt to generate an action</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_generate_tentative_action</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">current_messages</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> <span class="nam">feedback_from_previous_attempt</span><span class="op">=</span><span class="nam">cur_feedback</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"> <span class="nam">previous_tentative_action</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"> <span class="nam">previous_llm_role</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">previous_llm_content</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_checks</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"> <span class="com"># First quality check</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> <span class="nam">good_quality</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">cur_feedback</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_check_action_quality</span><span class="op">(</span><span class="str">"Original Action"</span><span class="op">,</span> <span class="nam">agent</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">=</span><span class="nam">tentative_action</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"> <span class="nam">update_best</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t"> <span class="key">if</span> <span class="nam">original_score</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"> <span class="nam">original_score</span> <span class="op">=</span> <span class="nam">total_score</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"> <span class="key">if</span> <span class="nam">good_quality</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">total_original_actions_succeeded</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"> <span class="com"># Found a good action, let's return it now</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"> <span class="key">return</span> <span class="nam">finish_return</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Original action did not pass quality checks: </span><span class="op">{</span><span class="nam">cur_feedback</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"> <span class="nam">all_negative_feedbacks</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">cur_feedback</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t"> <span class="com"># GENERATE AND REGENERATE the action by the agent </span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"> <span class="com">#</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t"> <span class="com"># We first try to make the agent generate (via the current_messages passed) or regenerate the </span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"> <span class="com"># action based on feedback.</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_regeneration</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"> <span class="key">for</span> <span class="nam">attempt</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">max_attempts</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"> <span class="com"># Generate tentative action</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t"> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_generate_tentative_action</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">current_messages</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t"> <span class="nam">feedback_from_previous_attempt</span><span class="op">=</span><span class="nam">cur_feedback</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"> <span class="nam">previous_tentative_action</span><span class="op">=</span><span class="nam">tentative_action</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t"> <span class="nam">previous_llm_role</span><span class="op">=</span><span class="nam">role</span><span class="op">,</span> <span class="nam">previous_llm_content</span><span class="op">=</span><span class="nam">content</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Tentative action: </span><span class="op">{</span><span class="nam">tentative_action</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_attempts</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t"> <span class="nam">good_quality</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">cur_feedback</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_check_action_quality</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Action Regeneration (</span><span class="op">{</span><span class="nam">attempt</span><span class="op">}</span><span class="fst">)</span><span class="fst">"</span><span class="op">,</span> <span class="nam">agent</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">=</span><span class="nam">tentative_action</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t"> <span class="nam">update_best</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t"> <span class="key">if</span> <span class="nam">good_quality</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"> <span class="com"># Found a good action, let's return it now</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"> <span class="key">return</span> <span class="nam">finish_return</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_failures</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_scores</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">total_score</span><span class="op">)</span> <span class="com"># Assuming feedback contains a score</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"> <span class="nam">all_negative_feedbacks</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">cur_feedback</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"> <span class="com"># CORRECT OR REPHRASE the action directly</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"> <span class="com">#</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"> <span class="com"># If we got here, it means the agent was not able to directly generate an action</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"> <span class="com"># of sufficient quality, so we'll try to rephrase it correctly directly now.</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_direct_correction</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"> <span class="key">for</span> <span class="nam">attempt</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">max_attempts</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_correct_action</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">feedback</span><span class="op">=</span><span class="nam">cur_feedback</span><span class="op">,</span> <span class="nam">llm_role</span><span class="op">=</span><span class="nam">role</span><span class="op">,</span> <span class="nam">llm_content</span><span class="op">=</span><span class="nam">content</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Rephrased the action directly as: </span><span class="op">{</span><span class="nam">tentative_action</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_attempts</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t"> <span class="nam">good_quality</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">cur_feedback</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_check_action_quality</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Direct Action Correction or Rephrasing (</span><span class="op">{</span><span class="nam">attempt</span><span class="op">}</span><span class="fst">)</span><span class="fst">"</span><span class="op">,</span> <span class="nam">agent</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">=</span><span class="nam">tentative_action</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t"> <span class="nam">update_best</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t"> <span class="key">if</span> <span class="nam">good_quality</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"> <span class="com"># Found a good action, let's return it now</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t"> <span class="key">return</span> <span class="nam">finish_return</span><span class="op">(</span><span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_failures</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_scores</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">total_score</span><span class="op">)</span> <span class="com"># Assuming feedback contains a score</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"> <span class="nam">all_negative_feedbacks</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">cur_feedback</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"> <span class="com"># If we got here, all attempts to generate a good action failed</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">continue_on_failure</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] All attempts to generate a good action failed. Returning the best one.</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"> <span class="key">return</span> <span class="nam">finish_return</span><span class="op">(</span><span class="nam">best_action</span><span class="op">,</span> <span class="nam">best_role</span><span class="op">,</span> <span class="nam">best_content</span><span class="op">,</span> <span class="nam">best_score</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t193" href="#t193">193</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"> <span class="key">raise</span> <span class="nam">PoorQualityActionException</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t196" href="#t196">196</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t197" href="#t197">197</a></span><span class="t"> <span class="com"># If we got here, it means that the action was generated without quality checks</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t198" href="#t198">198</a></span><span class="t"> <span class="com"># and we are not doing any regeneration or direct correction, so we can return it now.</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t199" href="#t199">199</a></span><span class="t"> <span class="key">return</span> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">,</span> <span class="op">[</span><span class="op">]</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"> <span class="key">def</span> <span class="nam">_generate_tentative_action</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">agent</span><span class="op">,</span> <span class="nam">current_messages</span><span class="op">,</span> <span class="nam">feedback_from_previous_attempt</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"> <span class="nam">previous_tentative_action</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"> <span class="nam">previous_llm_role</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">previous_llm_content</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t205" href="#t205">205</a></span><span class="t"> <span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">agent</span> <span class="key">import</span> <span class="nam">logger</span><span class="op">,</span> <span class="nam">CognitiveActionModel</span><span class="op">,</span> <span class="nam">CognitiveActionModelWithReasoning</span> <span class="com"># import here to avoid circular import issues</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t206" href="#t206">206</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">total_actions_produced</span> <span class="op">+=</span> <span class="num">1</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t209" href="#t209">209</a></span><span class="t"> <span class="com"># shallow clone current_messages</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t210" href="#t210">210</a></span><span class="t"> <span class="nam">current_messages_context</span> <span class="op">=</span> <span class="nam">current_messages</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t211" href="#t211">211</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t212" href="#t212">212</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Sending messages to OpenAI API</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Last interaction: </span><span class="op">{</span><span class="nam">current_messages</span><span class="op">[</span><span class="op">-</span><span class="num">1</span><span class="op">]</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t"> <span class="key">if</span> <span class="nam">feedback_from_previous_attempt</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"> <span class="com">#current_messages_copy.append({"role": previous_llm_role,</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t"> <span class="com"># "content": "TENTATIVE ACTION:" + json.dumps(previous_llm_content)})</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t"> <span class="nam">current_messages_context</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="op">{</span><span class="str">"role"</span><span class="op">:</span> <span class="str">"user"</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"> <span class="str">"content"</span><span class="op">:</span> <span class="xx">\</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"> <span class="fst">f"""</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t"><span class="fst"> WARNING! TENTATIVE ACTION GENERATION FAILED IN QUALITY CHECKS!</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t"><span class="fst"> You were about to produce the following action, as a sequence for the previous actions or feedbacks (if any):</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t225" href="#t225">225</a></span><span class="t"><span class="fst"> ```</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">previous_tentative_action</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"><span class="fst"> ```</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"><span class="fst"> </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t229" href="#t229">229</a></span><span class="t"><span class="fst"> However, it failed to pass the quality checks (as described in the quality feedback below), and therefore it was aborted and not added</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t"><span class="fst"> to the simulation trajectory.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t232" href="#t232">232</a></span><span class="t"><span class="fst"> Now you must try again to generate a BETTER action, such that the quality issues mentioned in the feedback are addressed,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t233" href="#t233">233</a></span><span class="t"><span class="fst"> or instead issue a DONE action and stop for this turn if it is unclear how to improve quality. </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"><span class="fst"> Your objective is to PASS the quality checks this time if possible.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t235" href="#t235">235</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t236" href="#t236">236</a></span><span class="t"><span class="fst"> You can choose either to FIX somehow the action you were about to produce, or to generate something COMPLETELY NEW and DIFFERENT. </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"><span class="fst"> Each time your tentative action fail a quality check, you should be MORE RADICAL in your changes, and try to produce </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t"><span class="fst"> something that is very different from the previous attempts.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"><span class="fst"> If it is unclear how to produce a better action, you can choose to issue a DONE action instead. </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t241" href="#t241">241</a></span><span class="t"><span class="fst"> It is better to stop acting than to act poorly.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t"><span class="fst"> </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t"><span class="fst"> In general, desireable properties of the action are:</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t244" href="#t244">244</a></span><span class="t"><span class="fst"> - The action is consistent with the agent's persona, it is what one would expect from the agent given its persona.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t"><span class="fst"> - The action is self-consistent, it does contradict the agent's previous actions.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t"><span class="fst"> - The action is fluent and natural, and does not repeat itself or use overly formulaic language.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t"><span class="fst"> </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">feedback_from_previous_attempt</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t249" href="#t249">249</a></span><span class="t"><span class="fst"> </span><span class="fst">"""</span><span class="op">}</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t250" href="#t250">250</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t"> <span class="nam">current_messages_context</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="op">{</span><span class="str">"role"</span><span class="op">:</span> <span class="str">"system"</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t252" href="#t252">252</a></span><span class="t"> <span class="str">"content"</span><span class="op">:</span> <span class="str">"Now generate a better action based on the above feedback, or issue a DONE action if it is unclear how to improve quality."</span><span class="op">}</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t"> <span class="com"># TODO: remind the model of some key rules to follow?</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t257" href="#t257">257</a></span><span class="t"> <span class="com">#</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t258" href="#t258">258</a></span><span class="t"> <span class="com">#</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t"> <span class="com">#current_messages_context.append({"role": "user", </span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t260" href="#t260">260</a></span><span class="t"> <span class="com"># "content": """</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t261" href="#t261">261</a></span><span class="t"> <span class="com"># Now you must generate a sequence of actions following the directives in your agent specification, </span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t262" href="#t262">262</a></span><span class="t"> <span class="com"># complying with all instructions and contraints related to the action you use.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t263" href="#t263">263</a></span><span class="t"> <span class="com"># In particular, to ensure the quality of your actions:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t"> <span class="com"># - DO NOT generate similar content in a row! We want human-like, natural and fluent behavior, and thus avoid#repeatitive behavior.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t"> <span class="com"># - THINK before taking further actions.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t"> <span class="com"># - Avoid thinking for too long, and actually take some concrete action before being done, particularly if you are expected to provide some action.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t"> <span class="com"># - Intercalate thinking with other actions.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t"> <span class="com"># - The new sequence of actions must be coherent and consistent with the previous actions and stimuli. For example, do not assume an expected or</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t"> <span class="com"># desireable action already happened if that's not registered in the simulation history.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t270" href="#t270">270</a></span><span class="t"> <span class="com"># - If you received any quality feedback, you MUST take it into account and improve your performance. Your next actions</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t271" href="#t271">271</a></span><span class="t"> <span class="com"># must be better than your previous ones if possible.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t272" href="#t272">272</a></span><span class="t"> <span class="com"># </span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t"> <span class="com"># If you can't produce a very good action, you may just issue a DONE action instead and remain silent. Rules to follow in #this case:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t"> <span class="com"># - It is better to remain silent than repeating similar actions or making other mistakes.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t"> <span class="com"># - Avoid remaining silent for too long (i.e., more than 3 times in a row), as this looks robotic and unnatural. If #necessary, you</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t"> <span class="com"># can communicate your difficulties in coming up with a proper action, or just say something like "I don't know what to say".</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t"> <span class="com"># - In case your thoughts or goals insistenly require you to not being quiet or silent, then you avoid just issuing #DONE if possible,</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t"> <span class="com"># and try to produce a new action. In this case, the new action might refer to the difficulties you are having in #coming up with </span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t"> <span class="com"># a proper action in the first place.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t280" href="#t280">280</a></span><span class="t"> <span class="com"># </span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t281" href="#t281">281</a></span><span class="t"> <span class="com"># All of these actions MUST be rendered following the JSON specification perfectly, including all required keys (even #if their value is empty), ALWAYS.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t"> <span class="com"># """</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t"> <span class="com"># })</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t"><span class="com">#</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t"> <span class="nam">current_messages_context</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="op">{</span><span class="str">"role"</span><span class="op">:</span> <span class="str">"system"</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t287" href="#t287">287</a></span><span class="t"> <span class="str">"content"</span><span class="op">:</span> <span class="str">"Remember: the action you will now generate MUST be a well-formatted and valid JSON object. No extra text, no extra brackets, commas, or other syntax errors."</span><span class="op">}</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">self</span><span class="op">.</span><span class="nam">enable_reasoning_step</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t290" href="#t290">290</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Reasoning step disabled.</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t"> <span class="nam">next_message</span> <span class="op">=</span> <span class="nam">openai_utils</span><span class="op">.</span><span class="nam">client</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">send_message</span><span class="op">(</span><span class="nam">current_messages_context</span><span class="op">,</span> <span class="nam">response_format</span><span class="op">=</span><span class="nam">CognitiveActionModel</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t293" href="#t293">293</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Reasoning step enabled.</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t296" href="#t296">296</a></span><span class="t"> <span class="com"># If the reasoning step is enabled, we add a system message to the context asking it to think step-by-step</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t297" href="#t297">297</a></span><span class="t"> <span class="com">#</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t"> <span class="com">#</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t"> <span class="com">#current_messages_context.append({"role": "system",</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t"> <span class="com"># "content": "In your response, you first use the \"reasoning\" field to think step-by-step about what is the next action and cognitive state that you are going to generate. To do so, you carefully consider: the agent specification given initially; additional instructions given later; and the history of stimuli and actions present in the simulation trajectory." +</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t"> <span class="com"># "Then, you generate the action in the \"action\" field, and generate cognitive state in the \"cognitive_state\" field." })</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t302" href="#t302">302</a></span><span class="t"> <span class="nam">current_messages_context</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="op">{</span><span class="str">"role"</span><span class="op">:</span> <span class="str">"system"</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t303" href="#t303">303</a></span><span class="t"> <span class="str">"content"</span><span class="op">:</span> <span class="str">"Use the \"reasoning\" field to add any reasoning process you might wish to use before generating the next action and cognitive state. "</span><span class="op">}</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t"> <span class="nam">next_message</span> <span class="op">=</span> <span class="nam">openai_utils</span><span class="op">.</span><span class="nam">client</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">send_message</span><span class="op">(</span><span class="nam">current_messages_context</span><span class="op">,</span> <span class="nam">response_format</span><span class="op">=</span><span class="nam">CognitiveActionModelWithReasoning</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Received message: </span><span class="op">{</span><span class="nam">next_message</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t309" href="#t309">309</a></span><span class="t"> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span> <span class="op">=</span> <span class="nam">next_message</span><span class="op">[</span><span class="str">"role"</span><span class="op">]</span><span class="op">,</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">extract_json</span><span class="op">(</span><span class="nam">next_message</span><span class="op">[</span><span class="str">"content"</span><span class="op">]</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t311" href="#t311">311</a></span><span class="t"> <span class="nam">action</span> <span class="op">=</span> <span class="nam">content</span><span class="op">[</span><span class="str">'action'</span><span class="op">]</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t312" href="#t312">312</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">'s action: </span><span class="op">{</span><span class="nam">action</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t"> <span class="key">return</span> <span class="nam">action</span><span class="op">,</span> <span class="nam">role</span><span class="op">,</span> <span class="nam">content</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t"> <span class="com">###############################################################################################</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t"> <span class="com"># Quality evaluation methods</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t318" href="#t318">318</a></span><span class="t"> <span class="com">###############################################################################################</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t319" href="#t319">319</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t"> <span class="key">def</span> <span class="nam">_check_action_quality</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">stage</span><span class="op">,</span> <span class="nam">agent</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t"> <span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">agent</span> <span class="key">import</span> <span class="nam">logger</span> <span class="com"># import here to avoid circular import issues</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t324" href="#t324">324</a></span><span class="t"> <span class="com">#</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t325" href="#t325">325</a></span><span class="t"> <span class="com"># Compute various propositions about the action</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"> <span class="com">#</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"> <span class="nam">persona_adherence_passed</span><span class="op">,</span> <span class="nam">persona_adherence_score</span><span class="op">,</span> <span class="nam">persona_adherence_feedback</span> <span class="op">=</span> <span class="xx">\</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">_check_proposition</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">action_persona_adherence</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">enable_proposition_check</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_persona_adherence</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t"> <span class="nam">selfconsistency_passed</span><span class="op">,</span> <span class="nam">selfconsistency_score</span><span class="op">,</span> <span class="nam">selfconsistency_feedback</span> <span class="op">=</span> <span class="xx">\</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">_check_proposition</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">action_self_consistency</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">minimum_required_qty_of_actions</span><span class="op">=</span><span class="num">1</span><span class="op">,</span> <span class="nam">enable_proposition_check</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_selfconsistency</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t333" href="#t333">333</a></span><span class="t"> <span class="nam">fluency_passed</span><span class="op">,</span> <span class="nam">fluency_passed_score</span><span class="op">,</span> <span class="nam">fluency_feedback</span> <span class="op">=</span> <span class="xx">\</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">_check_proposition</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">action_fluency</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">enable_proposition_check</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_fluency</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t335" href="#t335">335</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t"> <span class="nam">suitability_passed</span><span class="op">,</span> <span class="nam">suitability_score</span><span class="op">,</span> <span class="nam">suitability_feedback</span> <span class="op">=</span> <span class="xx">\</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t337" href="#t337">337</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">_check_proposition</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">action_suitability</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">enable_proposition_check</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_suitability</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t338" href="#t338">338</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t339" href="#t339">339</a></span><span class="t"> <span class="nam">similarity_passed</span><span class="op">,</span> <span class="nam">similarity_score</span><span class="op">,</span> <span class="nam">similarity_feedback</span> <span class="op">=</span> <span class="xx">\</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">_check_next_action_similarity</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">threshold</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">max_action_similarity</span><span class="op">,</span> <span class="nam">enable_similarity_check</span><span class="op">=</span><span class="nam">self</span><span class="op">.</span><span class="nam">enable_quality_check_for_similarity</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t"> <span class="com"># put the results together</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t"> <span class="nam">good_quality</span> <span class="op">=</span> <span class="nam">persona_adherence_passed</span> <span class="key">and</span> <span class="nam">selfconsistency_passed</span> <span class="key">and</span> <span class="nam">fluency_passed</span> <span class="key">and</span> <span class="nam">suitability_passed</span> <span class="key">and</span> <span class="nam">similarity_passed</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t"> <span class="nam">total_score</span> <span class="op">=</span> <span class="nam">persona_adherence_score</span> <span class="op">+</span> <span class="nam">selfconsistency_score</span> <span class="op">+</span> <span class="nam">fluency_passed_score</span> <span class="op">+</span> <span class="nam">suitability_score</span> <span class="op">+</span> <span class="op">(</span><span class="nam">similarity_score</span> <span class="op">*</span> <span class="nam">Proposition</span><span class="op">.</span><span class="nam">MAX_SCORE</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t345" href="#t345">345</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t346" href="#t346">346</a></span><span class="t"> <span class="nam">combined_feedback</span> <span class="op">=</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">combine_texts</span><span class="op">(</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t"> <span class="nam">persona_adherence_feedback</span><span class="op">,</span> <span class="nam">selfconsistency_feedback</span><span class="op">,</span> <span class="nam">fluency_feedback</span><span class="op">,</span> <span class="nam">suitability_feedback</span><span class="op">,</span> <span class="nam">similarity_feedback</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t348" href="#t348">348</a></span><span class="t"> <span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t349" href="#t349">349</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t"> <span class="com"># give verdict</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t"> <span class="key">if</span> <span class="nam">good_quality</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t"> <span class="key">return</span> <span class="key">True</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">combined_feedback</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t"> <span class="nam">failure_feedback</span> <span class="op">=</span> <span class="xx">\</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t"> <span class="fst">f"""</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t"><span class="fst"> # Quality feedback</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t"><span class="fst"> This is the action that was about to be generated by the agent:</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">tentative_action</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t"><span class="fst"> Unfortunately, the action failed to pass the quality checks, and therefore was aborted and not added to the similation trajectory. </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t"><span class="fst"> The following problems were detected.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t365" href="#t365">365</a></span><span class="t"><span class="fst"> </span><span class="fst">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t366" href="#t366">366</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">persona_adherence_passed</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t"> <span class="nam">failure_feedback</span> <span class="op">+=</span> <span class="fst">f"""</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t"><span class="fst"> ## Problem: The action does not adhere to the persona specification.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">persona_adherence_feedback</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t372" href="#t372">372</a></span><span class="t"><span class="fst"> ### RECOMMENDATIONS FOR IMPROVEMENT</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t373" href="#t373">373</a></span><span class="t"><span class="fst"> Please follow the recommendations below when trying to generate this action again.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t374" href="#t374">374</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t375" href="#t375">375</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">action_persona_adherence</span><span class="op">.</span><span class="nam">recommendations_for_improvement</span><span class="op">(</span><span class="op">)</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t"><span class="fst"> </span><span class="fst">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">selfconsistency_passed</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t"> <span class="nam">failure_feedback</span> <span class="op">+=</span> <span class="fst">f"""</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t381" href="#t381">381</a></span><span class="t"><span class="fst"> ## Problem: The action is not self-consistent.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t382" href="#t382">382</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">selfconsistency_feedback</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t"><span class="fst"> ### RECOMMENDATIONS FOR IMPROVEMENT</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t"><span class="fst"> Please follow the recommendations below when trying to generate this action again.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">action_self_consistency</span><span class="op">.</span><span class="nam">recommendations_for_improvement</span><span class="op">(</span><span class="op">)</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t388" href="#t388">388</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t389" href="#t389">389</a></span><span class="t"><span class="fst"> </span><span class="fst">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">fluency_passed</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t392" href="#t392">392</a></span><span class="t"> <span class="nam">failure_feedback</span> <span class="op">+=</span> <span class="fst">f"""</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t393" href="#t393">393</a></span><span class="t"><span class="fst"> ## Problem: The action is not fluent.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">fluency_feedback</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t"><span class="fst"> ### RECOMMENDATIONS FOR IMPROVEMENT</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t"><span class="fst"> Please follow the recommendations below when trying to generate this action again.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">action_fluency</span><span class="op">.</span><span class="nam">recommendations_for_improvement</span><span class="op">(</span><span class="op">)</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t"><span class="fst"> </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t"><span class="fst"> </span><span class="fst">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t402" href="#t402">402</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t403" href="#t403">403</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">suitability_passed</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t"> <span class="nam">failure_feedback</span> <span class="op">+=</span> <span class="fst">f"""</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t"><span class="fst"> ## Problem: The action is not suitable to the situation or task.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t406" href="#t406">406</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">suitability_feedback</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t407" href="#t407">407</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t"><span class="fst"> ### RECOMMENDATIONS FOR IMPROVEMENT</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t"><span class="fst"> Please follow the recommendations below when trying to generate this action again.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">self</span><span class="op">.</span><span class="nam">action_suitability</span><span class="op">.</span><span class="nam">recommendations_for_improvement</span><span class="op">(</span><span class="op">)</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t"><span class="fst"> </span><span class="fst">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">similarity_passed</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t"> <span class="nam">failure_feedback</span> <span class="op">+=</span> <span class="fst">f"""</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t"><span class="fst"> ## Problem: The action is too similar to the previous one.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">similarity_feedback</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t"><span class="fst"> </span><span class="fst">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">][</span><span class="op">{</span><span class="nam">stage</span><span class="op">}</span><span class="fst">] failed to pass quality checks: </span><span class="op">{</span><span class="nam">failure_feedback</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t"> <span class="key">return</span> <span class="key">False</span><span class="op">,</span> <span class="nam">total_score</span><span class="op">,</span> <span class="nam">failure_feedback</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t425" href="#t425">425</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t426" href="#t426">426</a></span><span class="t"> <span class="key">def</span> <span class="nam">_check_proposition</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">agent</span><span class="op">,</span> <span class="nam">proposition</span><span class="op">,</span> <span class="nam">tentative_action</span><span class="op">,</span> <span class="nam">minimum_required_qty_of_actions</span><span class="op">=</span><span class="num">0</span><span class="op">,</span> <span class="nam">enable_proposition_check</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t"> <span class="key">if</span> <span class="nam">enable_proposition_check</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t"> <span class="key">if</span> <span class="nam">agent</span><span class="op">.</span><span class="nam">actions_count</span> <span class="op">>=</span> <span class="nam">minimum_required_qty_of_actions</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t"> <span class="nam">result</span> <span class="op">=</span> <span class="nam">proposition</span><span class="op">.</span><span class="nam">score</span><span class="op">(</span><span class="nam">target</span><span class="op">=</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">claim_variables</span><span class="op">=</span><span class="op">{</span><span class="str">"action"</span><span class="op">:</span> <span class="nam">tentative_action</span><span class="op">}</span><span class="op">,</span> <span class="nam">return_full_response</span><span class="op">=</span><span class="key">True</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t"> <span class="nam">value_with_justification</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst">Score = </span><span class="op">{</span><span class="nam">result</span><span class="op">[</span><span class="str">'value'</span><span class="op">]</span><span class="op">}</span><span class="fst"> (out of </span><span class="op">{</span><span class="nam">Proposition</span><span class="op">.</span><span class="nam">MAX_SCORE</span><span class="op">}</span><span class="fst">). Justification = </span><span class="op">{</span><span class="nam">result</span><span class="op">[</span><span class="str">'justification'</span><span class="op">]</span><span class="op">}</span><span class="fst">"</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t"> <span class="key">if</span> <span class="nam">result</span><span class="op">[</span><span class="str">"value"</span><span class="op">]</span> <span class="op">>=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">quality_threshold</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t"> <span class="key">return</span> <span class="key">True</span><span class="op">,</span> <span class="nam">result</span><span class="op">[</span><span class="str">"value"</span><span class="op">]</span><span class="op">,</span> <span class="nam">value_with_justification</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t"> <span class="key">return</span> <span class="key">False</span><span class="op">,</span> <span class="nam">result</span><span class="op">[</span><span class="str">"value"</span><span class="op">]</span><span class="op">,</span> <span class="nam">value_with_justification</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t439" href="#t439">439</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t440" href="#t440">440</a></span><span class="t"> <span class="key">return</span> <span class="key">True</span><span class="op">,</span> <span class="nam">Proposition</span><span class="op">.</span><span class="nam">MAX_SCORE</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">The proposition is trivially true due to the lack of enough actions for comparison.</span><span class="fst">"</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t442" href="#t442">442</a></span><span class="t"> <span class="com"># If the proposition check is disabled, we assume it passed</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t"> <span class="key">return</span> <span class="key">True</span><span class="op">,</span> <span class="nam">Proposition</span><span class="op">.</span><span class="nam">MAX_SCORE</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">The proposition check is disabled, so it is assumed to have passed.</span><span class="fst">"</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t"> <span class="key">def</span> <span class="nam">_check_next_action_similarity</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">agent</span><span class="op">,</span> <span class="nam">proposed_next_action</span><span class="op">,</span> <span class="nam">threshold</span><span class="op">,</span> <span class="nam">enable_similarity_check</span><span class="op">=</span><span class="key">True</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t"> <span class="str">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t"><span class="str"> Checks the similarity between the agent's current action and a proposed next action.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t"><span class="str"> High similarity indicates that the proposed action is too similar to the current one, and this</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t449" href="#t449">449</a></span><span class="t"><span class="str"> check fails.</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t"><span class="str"> """</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t"> <span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">agent</span> <span class="key">import</span> <span class="nam">logger</span> <span class="com"># import here to avoid circular import issues</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t"> <span class="key">if</span> <span class="nam">enable_similarity_check</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t454" href="#t454">454</a></span><span class="t"> <span class="nam">similarity</span> <span class="op">=</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">next_action_jaccard_similarity</span><span class="op">(</span><span class="nam">agent</span><span class="op">,</span> <span class="nam">proposed_next_action</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Next-action Jaccard similarity: </span><span class="op">{</span><span class="nam">similarity</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t"> <span class="key">if</span> <span class="nam">similarity</span> <span class="op">>=</span> <span class="nam">threshold</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Next-action Jaccard similarity is above the threshold (</span><span class="op">{</span><span class="nam">threshold</span><span class="op">}</span><span class="fst">).</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t"> <span class="key">return</span> <span class="key">False</span><span class="op">,</span> <span class="nam">similarity</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Similarity = </span><span class="op">{</span><span class="nam">similarity</span><span class="op">}</span><span class="fst"> (range: 0.0 to 1.0). The action is too similar to the previous one.</span><span class="fst">"</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="fst">f"</span><span class="fst">[</span><span class="op">{</span><span class="nam">agent</span><span class="op">.</span><span class="nam">name</span><span class="op">}</span><span class="fst">] Next-action Jaccard similarity is below the threshold (</span><span class="op">{</span><span class="nam">threshold</span><span class="op">}</span><span class="fst">).</span><span class="fst">"</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t"> <span class="key">return</span> <span class="key">True</span><span class="op">,</span> <span class="nam">similarity</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">Similarity = </span><span class="op">{</span><span class="nam">similarity</span><span class="op">}</span><span class="fst"> (range: 0.0 to 1.0). The action is sufficiently different from the previous one.</span><span class="fst">"</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t"> <span class="key">else</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t"> <span class="com"># If the similarity check is disabled, we assume it passed</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t"> <span class="key">return</span> <span class="key">True</span><span class="op">,</span> <span class="num">0.0</span><span class="op">,</span> <span class="fst">f"</span><span class="fst">The similarity check is disabled, so it is assumed to have passed.</span><span class="fst">"</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t467" href="#t467">467</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t"> <span class="com">################################################################################################</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t"> <span class="com"># Action correction methods</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t"> <span class="com">################################################################################################</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t471" href="#t471">471</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t"> <span class="key">def</span> <span class="nam">_correct_action</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">action</span><span class="op">:</span><span class="nam">dict</span><span class="op">,</span> <span class="nam">feedback</span><span class="op">,</span> <span class="nam">llm_role</span><span class="op">,</span> <span class="nam">llm_content</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t"> <span class="nam">situation</span> <span class="op">=</span> <span class="xx">\</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t"> <span class="fst">f"""</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t475" href="#t475">475</a></span><span class="t"><span class="fst"> The following action by an agent was observed:</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t"><span class="fst"> </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">action</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t479" href="#t479">479</a></span><span class="t"><span class="fst"> However, it does not conform to expectations about this agent behavior, </span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t480" href="#t480">480</a></span><span class="t"><span class="fst"> due to the following reasons.</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t"><span class="fst"> </span><span class="op">{</span><span class="nam">feedback</span><span class="op">}</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t"><span class="fst"> </span><span class="fst">"""</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t"> <span class="com">#restructured_situation =\</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t"> <span class="com"># utils.restructure_as_observed_vs_expected(\</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t"> <span class="com"># """)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t"> <span class="com">#rule = utils.formulate_corrective_rule(restructured_situation)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t"> <span class="nam">rules</span> <span class="op">=</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">extract_observed_vs_expected_rules</span><span class="op">(</span><span class="nam">situation</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t"> <span class="nam">rephrased_action_content</span> <span class="op">=</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">correct_according_to_rule</span><span class="op">(</span><span class="nam">action</span><span class="op">[</span><span class="str">"content"</span><span class="op">]</span><span class="op">,</span> <span class="nam">rules</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t"> <span class="com"># copy action</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t492" href="#t492">492</a></span><span class="t"> <span class="nam">rephrased_action</span> <span class="op">=</span> <span class="nam">action</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="op">)</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t493" href="#t493">493</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t"> <span class="com"># update content</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t"> <span class="nam">rephrased_action</span><span class="op">[</span><span class="str">"content"</span><span class="op">]</span> <span class="op">=</span> <span class="nam">rephrased_action_content</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t"> <span class="com"># replace in the 'action' key in the original llm content message</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t498" href="#t498">498</a></span><span class="t"> <span class="nam">llm_content</span><span class="op">[</span><span class="str">"action"</span><span class="op">]</span> <span class="op">=</span> <span class="nam">rephrased_action</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t"> <span class="key">return</span> <span class="nam">rephrased_action</span><span class="op">,</span> <span class="nam">llm_role</span><span class="op">,</span> <span class="nam">llm_content</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t"> <span class="key">def</span> <span class="nam">get_statistics</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t"> <span class="nam">regeneration_failure_rate</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_failures</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_attempts</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_attempts</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t504" href="#t504">504</a></span><span class="t"> <span class="nam">direct_correction_failure_rate</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_failures</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_attempts</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_attempts</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t"> <span class="nam">regeneration_mean_score</span> <span class="op">=</span> <span class="nam">statistics</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_scores</span><span class="op">)</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_scores</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t"> <span class="nam">regeneration_sd_score</span> <span class="op">=</span> <span class="nam">statistics</span><span class="op">.</span><span class="nam">stdev</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_scores</span><span class="op">)</span> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">regeneration_scores</span><span class="op">)</span> <span class="op">></span> <span class="num">1</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t"> <span class="nam">direct_correction_mean_score</span> <span class="op">=</span> <span class="nam">statistics</span><span class="op">.</span><span class="nam">mean</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_scores</span><span class="op">)</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_scores</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t510" href="#t510">510</a></span><span class="t"> <span class="nam">direct_correction_sd_score</span> <span class="op">=</span> <span class="nam">statistics</span><span class="op">.</span><span class="nam">stdev</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_scores</span><span class="op">)</span> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">direct_correction_scores</span><span class="op">)</span> <span class="op">></span> <span class="num">1</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t511" href="#t511">511</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t"> <span class="nam">original_success_rate</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">total_original_actions_succeeded</span> <span class="op">/</span> <span class="nam">self</span><span class="op">.</span><span class="nam">total_actions_produced</span> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">total_actions_produced</span> <span class="key">else</span> <span class="num">0</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t"> <span class="key">return</span> <span class="op">{</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t"> <span class="str">"regeneration_failure_rate"</span><span class="op">:</span> <span class="nam">regeneration_failure_rate</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t"> <span class="str">"direct_correction_failure_rate"</span><span class="op">:</span> <span class="nam">direct_correction_failure_rate</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t517" href="#t517">517</a></span><span class="t"> <span class="str">"regeneration_mean_score"</span><span class="op">:</span> <span class="nam">regeneration_mean_score</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t518" href="#t518">518</a></span><span class="t"> <span class="str">"regeneration_sd_score"</span><span class="op">:</span> <span class="nam">regeneration_sd_score</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t"> <span class="str">"direct_correction_mean_score"</span><span class="op">:</span> <span class="nam">direct_correction_mean_score</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t"> <span class="str">"direct_correction_sd_score"</span><span class="op">:</span> <span class="nam">direct_correction_sd_score</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t"> <span class="str">"total_actions_produced"</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">total_actions_produced</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t522" href="#t522">522</a></span><span class="t"> <span class="str">"total_original_actions_succeeded"</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">total_original_actions_succeeded</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t523" href="#t523">523</a></span><span class="t"> <span class="str">"original_success_rate"</span><span class="op">:</span> <span class="nam">original_success_rate</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t"> <span class="str">"regeneration_success_rate"</span><span class="op">:</span> <span class="num">1</span> <span class="op">-</span> <span class="nam">regeneration_failure_rate</span><span class="op">,</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t525" href="#t525">525</a></span><span class="t"> <span class="str">"direct_correction_success_rate"</span><span class="op">:</span> <span class="num">1</span> <span class="op">-</span> <span class="nam">direct_correction_failure_rate</span> </span><span class="r"></span></p>
	<p class="mis mis2 show_mis"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t"> <span class="op">}</span> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t527" href="#t527">527</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="pln"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t"> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t"><span class="key">class</span> <span class="nam">PoorQualityActionException</span><span class="op">(</span><span class="nam">Exception</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">message</span><span class="op">=</span><span class="str">"The generated action is of poor quality"</span><span class="op">)</span><span class="op">:</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t531" href="#t531">531</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">message</span> <span class="op">=</span> <span class="nam">message</span> </span><span class="r"></span></p>
	<p class="mis show_mis"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t"> <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">message</span><span class="op">)</span> </span><span class="r"></span></p>
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