capability_example/

grower_example.rs

// ---------------- [ File: capability-example/src/grower_example.rs ]
crate::ix!();

#[derive(
    Debug,
    Clone,
    PartialEq,
    Getters,
    Builder,
    Serialize,
    Deserialize,
    SaveLoad,
)]
#[builder(pattern = "owned", setter(into))]
#[getset(get = "pub")]
pub struct GrowerModel {
    grower_inputs:                         GrowerInputs,

    #[serde(alias="maybe_ungrown_justified_grower_tree_configuration")]
    justified_grower_tree_configuration:   JustifiedGrowerTreeConfiguration,

    #[serde(alias="maybe_ungrown_justified_string_skeleton")]
    justified_string_skeleton:             JustifiedStringSkeleton,

    #[serde(alias="maybe_ungrown_stripped_string_skeleton")]
    stripped_string_skeleton:              StrippedStringSkeleton,

    #[serde(alias="maybe_ungrown_core_string_skeleton")]
    core_string_skeleton:                  CoreStringSkeleton,

    #[serde(alias="maybe_ungrown_annotated_leaf_holder_expansions")]
    annotated_leaf_holder_expansions:      AnnotatedLeafHolderExpansions,
}

impl GrowerModel {

    // we don't want to lose anything the AI generates for us so will need to handle partial file
    // persistence elegantly in case of any error
    //
    pub async fn new(
        seed:   PartiallyGrownModel,
        client: &GrowerLanguageModelClient,
    ) -> Result<Self,GrowerModelGenerationError> {

        seed.validate();
        let justified_grower_tree_configuration = seed.maybe_grow_justified_tree_configuration(client).await?;
        let justified_string_skeleton           = seed.maybe_grow_justified_string_skeleton(client).await?;
        let stripped_string_skeleton            = StrippedStringSkeleton::from(justified_string_skeleton.clone());
        let core_string_skeleton                = seed.maybe_grow_core_string_skeleton(client).await?;
        let annotated_leaf_holder_expansions    = seed.maybe_grow_annotated_leaf_holder_expansions(client).await?;

        Ok(Self {
            grower_inputs: seed.grower_inputs().clone().unwrap(),
            justified_grower_tree_configuration,
            justified_string_skeleton,
            stripped_string_skeleton,
            core_string_skeleton,
            annotated_leaf_holder_expansions,
        })
    }

    /// Finalize a fully valid partial model into a complete `GrowerModel` with no generation steps.
    /// Returns an error if the partial is not actually valid.
    #[instrument(level = "trace", skip_all)]
    pub fn finalize_from_valid_partial(
        partial: PartiallyGrownModel,
    ) -> Result<Self, GrowerModelGenerationError> {
        // Ensure it's really complete
        partial.validate().map_err(GrowerModelGenerationError::InvalidPartial)?;

        // Now just extract everything
        let grower_inputs = partial
            .grower_inputs()
            .clone()
            .expect("Validation guarantees grower_inputs is present");
        let justified_grower_tree_configuration = partial
            .maybe_ungrown_justified_grower_tree_configuration()
            .clone()
            .expect("Validation guarantees this is present");
        let justified_string_skeleton = partial
            .maybe_ungrown_justified_string_skeleton()
            .clone()
            .expect("Validation guarantees this is present");
        let stripped_string_skeleton = partial
            .maybe_ungrown_stripped_string_skeleton()
            .clone()
            .expect("Validation guarantees this is present");
        let core_string_skeleton = partial
            .maybe_ungrown_core_string_skeleton()
            .clone()
            .expect("Validation guarantees this is present");
        let annotated_leaf_holder_expansions = partial
            .maybe_ungrown_annotated_leaf_holder_expansions()
            .clone()
            .expect("Validation guarantees this is present");

        Ok(GrowerModel {
            grower_inputs,
            justified_grower_tree_configuration,
            justified_string_skeleton,
            stripped_string_skeleton,
            core_string_skeleton,
            annotated_leaf_holder_expansions,
        })
    }

    /// Displays the queries that each generation routine will execute, logging them via `tracing`.
    pub async fn show_all_generation_queries(&self) {
        trace!("Preparing to show all generation queries for GrowerModel");

        let query_cfg = Self::grower_tree_configuration_generation_query_string(
            self.grower_inputs(),
        );
        info!("GrowerTreeConfiguration query:\n{query_cfg}");

        let query_skel = Self::string_skeleton_generation_query_string(
            self.grower_inputs(),
            self.justified_grower_tree_configuration(),
        );
        info!("StringSkeleton query:\n{query_skel}");

        let query_core = Self::core_string_skeleton_generation_query_string(
            self.grower_inputs(),
            self.justified_grower_tree_configuration(),
            self.stripped_string_skeleton(),
        );
        info!("CoreStringSkeleton query:\n{query_core}");

        let query_leaf = Self::annotated_leaf_holder_expansions_generation_query_string(
            self.grower_inputs(),
            self.justified_grower_tree_configuration(),
            self.core_string_skeleton(),
        );
        info!("AnnotatedLeafHolderExpansions query:\n{query_leaf}");

        trace!("Done showing all generation queries for GrowerModel");
    }
}

impl PartiallyGrownModel {

    pub async fn maybe_grow_justified_tree_configuration(
        &self,
        client: &GrowerLanguageModelClient,
    ) -> Result<JustifiedGrowerTreeConfiguration, GrowerModelGenerationError> {
        trace!("maybe_grow_justified_tree_configuration called with partial: {:?}", self);
        match &self.maybe_ungrown_justified_grower_tree_configuration() {
            Some(cfg) => {
                debug!("maybe_ungrown_justified_grower_tree_configuration already present");
                Ok(cfg.clone())
            }
            None => {
                debug!("maybe_ungrown_justified_grower_tree_configuration not present, generating now");
                let generated = match GrowerModel::generate_grower_tree_configuration(
                    client, 
                    self.grower_inputs().as_ref().unwrap()
                ).await {
                    Ok(g) => g,
                    Err(e) => {
                        GrowerModel::handle_grower_tree_configuration_generation_error(
                            e,
                            client,
                            self.grower_inputs().as_ref().unwrap()
                        ).await?
                    }
                };
                Ok(generated)
            }
        }
    }

    pub async fn maybe_grow_justified_string_skeleton(
        &self,
        client: &GrowerLanguageModelClient,
    ) -> Result<JustifiedStringSkeleton, GrowerModelGenerationError> {
        trace!("maybe_grow_justified_string_skeleton called with partial: {:?}", self);
        match &self.maybe_ungrown_justified_string_skeleton() {
            Some(skel) => {
                debug!("maybe_ungrown_justified_string_skeleton already present");
                Ok(skel.clone())
            }
            None => {
                debug!("maybe_ungrown_justified_string_skeleton not present, generating now");
                let tree_conf = self
                    .maybe_ungrown_justified_grower_tree_configuration()
                    .as_ref()
                    .expect("Validation should have prevented missing JustifiedGrowerTreeConfiguration");

                let generated = match GrowerModel::generate_string_skeleton(
                    client,
                    self.grower_inputs().as_ref().unwrap(),
                    tree_conf
                ).await {
                    Ok(g) => g,
                    Err(e) => {
                        GrowerModel::handle_string_skeleton_generation_error(
                            e,
                            client,
                            self.grower_inputs().as_ref().unwrap(),
                            tree_conf
                        ).await?
                    }
                };
                Ok(generated)
            }
        }
    }

    pub async fn maybe_grow_core_string_skeleton(
        &self,
        client: &GrowerLanguageModelClient,
    ) -> Result<CoreStringSkeleton, GrowerModelGenerationError> {
        trace!("maybe_grow_core_string_skeleton called with partial: {:?}", self);
        match &self.maybe_ungrown_core_string_skeleton() {
            Some(exp) => {
                debug!("maybe_ungrown_core_string_skeleton already present");
                Ok(exp.clone())
            }
            None => {
                debug!("maybe_ungrown_core_string_skeleton not present, generating now");
                let tree_conf = self
                    .maybe_ungrown_justified_grower_tree_configuration()
                    .as_ref()
                    .expect("Validation should have prevented missing JustifiedGrowerTreeConfiguration");
                let skeleton = self
                    .maybe_ungrown_justified_string_skeleton()
                    .as_ref()
                    .expect("Validation should have prevented missing JustifiedStringSkeleton");
                let stripped = StrippedStringSkeleton::from(skeleton.clone());

                let generated = match GrowerModel::generate_core_string_skeleton(
                    client,
                    self.grower_inputs().as_ref().unwrap(),
                    tree_conf,
                    &stripped
                ).await {
                    Ok(g) => g,
                    Err(e) => {
                        GrowerModel::handle_core_string_skeleton_generation_error(
                            e,
                            client,
                            self.grower_inputs().as_ref().unwrap(),
                            tree_conf,
                            skeleton,
                            &stripped
                        ).await?
                    }
                };
                Ok(generated)
            }
        }
    }

    pub async fn maybe_grow_annotated_leaf_holder_expansions(
        &self,
        client: &GrowerLanguageModelClient,
    ) -> Result<AnnotatedLeafHolderExpansions, GrowerModelGenerationError> {
        trace!("maybe_grow_annotated_leaf_holder_expansions called with partial: {:?}", self);
        match &self.maybe_ungrown_annotated_leaf_holder_expansions() {
            Some(exp) => {
                debug!("maybe_ungrown_annotated_leaf_holder_expansions already present");
                Ok(exp.clone())
            }
            None => {
                debug!("maybe_ungrown_annotated_leaf_holder_expansions not present, generating now");
                let tree_conf = self
                    .maybe_ungrown_justified_grower_tree_configuration()
                    .as_ref()
                    .expect("Validation should have prevented missing JustifiedGrowerTreeConfiguration");
                let skeleton = self
                    .maybe_ungrown_justified_string_skeleton()
                    .as_ref()
                    .expect("Validation should have prevented missing JustifiedStringSkeleton");
                let stripped = StrippedStringSkeleton::from(skeleton.clone());
                let core_string_skeleton = self
                    .maybe_ungrown_core_string_skeleton()
                    .as_ref()
                    .expect("Validation should have prevented missing CoreStringSkeleton");

                let generated = match GrowerModel::generate_annotated_leaf_holder_expansions(
                    client,
                    self.grower_inputs().as_ref().unwrap(),
                    tree_conf,
                    &stripped,
                    core_string_skeleton
                ).await {
                    Ok(g) => g,
                    Err(e) => {
                        GrowerModel::handle_annotated_leaf_holder_expansion_generation_error(
                            e,
                            client,
                            self.grower_inputs().as_ref().unwrap(),
                            tree_conf,
                            skeleton,
                            &stripped,
                            core_string_skeleton
                        ).await?
                    }
                };
                Ok(generated)
            }
        }
    }
}

#[cfg(test)]
#[disable]
mod verify_show_all_generation_queries {
    use super::*;
    use std::collections::HashMap;

    #[traced_test]
    async fn it_displays_all_generation_queries_without_error() {
        trace!("Starting test: it_displays_all_generation_queries_without_error");

        // 1) Prepare GrowerInputs
        let grower_inputs = GrowerInputsBuilder::default()
            .target(CLASSIC_SKILL)
            .global_environment_descriptor(YOU_ARE_HERE.to_string())
            .sub_environments(
                CLASSIC_SUB_ENVIRONMENTS
                    .iter()
                    .map(|s| s.to_string())
                    .collect::<Vec<_>>()
            )
            .neighbors(
                CLASSIC_SKILL_NEIGHBORS
                    .iter()
                    .map(|s| s.to_string())
                    .collect::<Vec<_>>()
            )
            .build()
            .expect("Failed to build GrowerInputs for test");

        // 2) Build a non-trivial GrowerTreeConfiguration
        let level_skipping_config = LevelSkippingConfigurationBuilder::default()
            .leaf_probability_per_level(vec![0.15, 0.3])
            .build()
            .expect("Failed building LevelSkippingConfiguration");

        let weighted_branching_config = WeightedBranchingConfigurationBuilder::default()
            .mean(3)
            .variance(1)
            .build()
            .expect("Failed building WeightedBranchingConfiguration");

        let tree_level_specific_config = TreeLevelSpecificConfigurationBuilder::default()
            .breadth_per_level(vec![2, 4])
            .density_per_level(vec![2, 3])
            .build()
            .expect("Failed building TreeLevelSpecificConfiguration");

        let capstone_config = CapstoneGenerationConfigurationBuilder::default()
            .mode(CapstoneMode::Probabilistic)
            .probability(0.2)
            .build()
            .expect("Failed building CapstoneGenerationConfiguration");

        let ai_conf = AiTreeBranchingConfidenceConfigurationBuilder::default()
            .base_factor(2)
            .factor_multiplier(1.5)
            .build()
            .expect("Failed building AiTreeBranchingConfidenceConfiguration");

        let tree_config = GrowerTreeConfigurationBuilder::default()
            .depth(3)
            .breadth(2)
            .density(2)
            .leaf_granularity(0.8)
            .balance_symmetry(0.4)
            .complexity(ConfigurationComplexity::Balanced)
            .level_specific(Some(tree_level_specific_config))
            .weighted_branching(Some(weighted_branching_config))
            .level_skipping(Some(level_skipping_config))
            .capstone(Some(capstone_config))
            .ordering(Some(SubBranchOrdering::Alphabetical))
            .ai_confidence(Some(ai_conf))
            .aggregator_preference(0.7)
            .allow_early_leaves(true)
            .partial_subbranch_probability(0.3)
            .tree_expansion_policy(
                TreeExpansionPolicy::Weighted(
                    WeightedNodeVariantPolicyBuilder::default()
                        .aggregator_weight(0.4)
                        .dispatch_weight(0.4)
                        .leaf_holder_weight(0.2)
                        .build()
                        .expect("Failed building WeightedNodeVariantPolicy")
                )
            )
            .aggregator_depth_limit(Some(5))
            .dispatch_depth_limit(Some(4))
            .leaf_min_depth(Some(1))
            .build()
            .expect("Failed to build GrowerTreeConfiguration");

        // 2a) Supply the matching Justification & Confidence fields
        //
        // NOTE: Each sub-configuration is also a custom type, so the macro
        //       generates fields like `mean_justification`, `variance_justification`,
        //       or `enum_variant_justification` (for enums).
        //
        //       If e.g. `ConfigurationComplexity` is an enum, the macro typically
        //       generates:
        //          pub struct ConfigurationComplexityJustification {
        //              enum_variant_justification: String
        //          }
        //       so you must fill in `enum_variant_justification: "...".to_string()`
        //
        //       If e.g. `WeightedBranchingConfiguration` is a struct with fields
        //       `mean`, `variance`, you get:
        //          pub struct WeightedBranchingConfigurationJustification {
        //              mean_justification: String,
        //              variance_justification: String,
        //          }
        //
        //       Similarly for each nested type's confidence struct.

        let justified_grower_tree_configuration = JustifiedGrowerTreeConfigurationBuilder::default()
            .item(tree_config)
            .justification(
                GrowerTreeConfigurationJustification {
                    // Top-level fields match your original struct fields:
                    depth_justification: "Depth=3 => moderate hierarchy.".to_string(),
                    breadth_justification: "Breadth=2 => keep it simpler at each level.".to_string(),
                    density_justification: "Density=2 => each leaf node spawns 2 variants.".to_string(),
                    leaf_granularity_justification: "0.8 => quite detailed leaves but not too big.".to_string(),
                    balance_symmetry_justification: "0.4 => partial symmetry only.".to_string(),

                    // If `ConfigurationComplexity` is an enum => single field named `enum_variant_justification`:
                    complexity_justification: ConfigurationComplexityJustification {
                        enum_variant_justification: "Using Balanced variant for middle-of-the-road complexity.".to_string(),
                    },

                    // If `TreeLevelSpecificConfiguration` is a struct with fields
                    // like `breadth_per_level: Vec<u32>`, `density_per_level: Vec<u32>`,
                    // then the macro typically generates:
                    //   pub struct TreeLevelSpecificConfigurationJustification {
                    //       breadth_per_level_justification: String,
                    //       density_per_level_justification: String,
                    //   }
                    level_specific_justification: TreeLevelSpecificConfigurationJustification {
                        breadth_per_level_justification: "Level 0 => 2, Level 1 => 4 sub-branches".to_string(),
                        density_per_level_justification: "Level 0 => density=2, Level 1 => density=3".to_string(),
                    },

                    // WeightedBranchingConfiguration => a struct with `mean`, `variance` => each gets `_justification`:
                    weighted_branching_justification: WeightedBranchingConfigurationJustification {
                        mean_justification: "Mean=3 => typical branching factor.".to_string(),
                        variance_justification: "Variance=1 => slight randomness in branching.".to_string(),
                    },

                    // LevelSkippingConfiguration => a struct with e.g. `leaf_probability_per_level: Vec<f32>` => single string:
                    level_skipping_justification: LevelSkippingConfigurationJustification {
                        leaf_probability_per_level_justification: "At Level0 => p=0.15, Level1 => p=0.3 => some skipping.".to_string(),
                    },

                    // CapstoneGenerationConfiguration => might have `mode` + `probability` => each becomes `_justification`:
                    capstone_justification: CapstoneGenerationConfigurationJustification {
                        mode_justification: CapstoneModeJustification {
                            enum_variant_justification: "Probabilistic => not always a capstone leaf.".to_string(),
                        },
                        probability_justification: "p=0.2 => about 1 in 5 leaves becomes capstone.".to_string(),
                    },

                    // If `SubBranchOrdering` is an enum => `enum_variant_justification`
                    ordering_justification: SubBranchOrderingJustification {
                        enum_variant_justification: "Alphabetical ordering for sub-branches.".to_string(),
                    },

                    // AiTreeBranchingConfidenceConfiguration => struct with fields base_factor, factor_multiplier => each -> `_justification`
                    ai_confidence_justification: AiTreeBranchingConfidenceConfigurationJustification {
                        base_factor_justification: "Base=2 => expansions double in certain contexts.".to_string(),
                        factor_multiplier_justification: "1.5 => expansions ramp up more if AI is sure.".to_string(),
                    },

                    aggregator_preference_justification: "0.7 => aggregator nodes favored frequently.".to_string(),
                    allow_early_leaves_justification: "true => sub-branches can terminate earlier.".to_string(),
                    partial_subbranch_probability_justification: "0.3 => some sub-branches appear optionally.".to_string(),

                    // TreeExpansionPolicy => if it's an enum => single `enum_variant_justification`, if struct => fields:
                    tree_expansion_policy_justification: TreeExpansionPolicyJustification {
                        enum_variant_justification: "Weighted aggregator=0.4, dispatch=0.4, leaf=0.2 => variety.".to_string(),
                    },

                    aggregator_depth_limit_justification: "No aggregator deeper than level=5.".to_string(),
                    dispatch_depth_limit_justification: "Stop dispatch deeper than level=4.".to_string(),
                    leaf_min_depth_justification: "Leaf-holders not before depth=1.".to_string(),
                }
            )
            .confidence(
                GrowerTreeConfigurationConfidence {
                    depth_confidence: 0.95,
                    breadth_confidence: 0.9,
                    density_confidence: 0.85,
                    leaf_granularity_confidence: 0.88,
                    balance_symmetry_confidence: 0.7,

                    // If `ConfigurationComplexity` is an enum => single field: `enum_variant_confidence: f32`
                    complexity_confidence: ConfigurationComplexityConfidence {
                        enum_variant_confidence: 0.8,
                    },

                    // If `TreeLevelSpecificConfiguration` is a struct with e.g. 2 numeric fields => each gets `_confidence`:
                    level_specific_confidence: TreeLevelSpecificConfigurationConfidence {
                        breadth_per_level_confidence: 0.92,
                        density_per_level_confidence: 0.86,
                    },

                    // WeightedBranching => `mean_confidence`, `variance_confidence`
                    weighted_branching_confidence: WeightedBranchingConfigurationConfidence {
                        mean_confidence: 0.77,
                        variance_confidence: 0.75,
                    },

                    // LevelSkipping => single field: `leaf_probability_per_level_confidence`
                    level_skipping_confidence: LevelSkippingConfigurationConfidence {
                        leaf_probability_per_level_confidence: 0.65,
                    },

                    // Capstone => `mode_confidence`, `probability_confidence`
                    capstone_confidence: CapstoneGenerationConfigurationConfidence {
                        mode_confidence: CapstoneModeConfidence {
                            enum_variant_confidence: 0.6,
                        },
                        probability_confidence: 0.4,
                    },

                    // If `SubBranchOrdering` is an enum => `enum_variant_confidence`
                    ordering_confidence: SubBranchOrderingConfidence {
                        enum_variant_confidence: 0.9,
                    },

                    // AiTreeBranchingConfidence => `base_factor_confidence`, `factor_multiplier_confidence`
                    ai_confidence_confidence: AiTreeBranchingConfidenceConfigurationConfidence {
                        base_factor_confidence: 0.8,
                        factor_multiplier_confidence: 0.75,
                    },

                    aggregator_preference_confidence: 0.88,
                    allow_early_leaves_confidence: 0.82,
                    partial_subbranch_probability_confidence: 0.75,

                    tree_expansion_policy_confidence: TreeExpansionPolicyConfidence {
                        enum_variant_confidence: 0.85,
                    },

                    aggregator_depth_limit_confidence: 0.7,
                    dispatch_depth_limit_confidence: 0.65,
                    leaf_min_depth_confidence: 0.6,
                }
            )
            .build()
            .expect("Failed to build JustifiedGrowerTreeConfiguration");

        // 3) Build a somewhat detailed StringSkeleton
        let mut root_children = HashMap::new();
        root_children.insert(
            "AggregatorBranch".to_string(),
            DispatchChildSpecBuilder::default()
                .branch_selection_likelihood(100)
                .build()
                .expect("Failed building DispatchChildSpec")
        );
        root_children.insert(
            "LeafBranch".to_string(),
            DispatchChildSpecBuilder::default()
                .branch_selection_likelihood(100)
                .build()
                .expect("Failed building leaf_holder DispatchChildSpec")
        );

        let root_node = StringSkeletonNode::Dispatch {
            name: "RootDispatch".to_string(),
            ordering: Some(SubBranchOrdering::Alphabetical),
            children: root_children,
        };

        let mut aggregator_children = HashMap::new();
        aggregator_children.insert(
            "SubAggregator".to_string(),
            AggregateChildSpecBuilder::default()
                .psome_likelihood(80)
                .optional(false)
                .build()
                .expect("Failed building aggregator child spec")
        );

        let aggregator_node = StringSkeletonNode::Aggregate {
            name: "AggregatorBranch".to_string(),
            ordering: None,
            children: aggregator_children,
        };

        let leaf_node = StringSkeletonNode::LeafHolder {
            name: "LeafBranch".to_string(),
            ordering: None,
            n_leaves: 10,
            capstone: false,
        };

        let mut skel_map = HashMap::new();
        skel_map.insert("root".to_string(), root_node);
        skel_map.insert("AggregatorBranch".to_string(), aggregator_node);
        skel_map.insert("LeafBranch".to_string(), leaf_node);

        let string_skeleton = StringSkeletonBuilder::default()
            .map(skel_map)
            .build()
            .expect("Failed to build StringSkeleton");

        // 3a) Provide the correct single-string justification + single-float confidence for `map`
        let justified_string_skeleton = JustifiedStringSkeletonBuilder::default()
            .item(string_skeleton)
            .justification(
                StringSkeletonJustification {
                    map_justification: "Multiple branches illustrate distinct skill pathways.".to_string(),
                }
            )
            .confidence(
                StringSkeletonConfidence {
                    map_confidence: 0.85,
                }
            )
            .build()
            .expect("Failed to build JustifiedStringSkeleton");

        // 4) Convert to StrippedStringSkeleton
        let stripped_string_skeleton = StrippedStringSkeleton::from(&justified_string_skeleton);

        // 5) Build a CoreStringSkeleton
        let core_aggregate_node = CoreSkeletalAggregateNodeBuilder::default()
            .name("CoreAggregateExample".to_string())
            .descriptor("An aggregator example in the core skeleton".to_string())
            .children(vec![])
            .build()
            .expect("Failed building CoreSkeletalAggregateNode");

        let core_dispatch_node = CoreSkeletalDispatchNodeBuilder::default()
            .name("CoreDispatchExample".to_string())
            .descriptor("A dispatch example in the core skeleton".to_string())
            .children(vec![])
            .build()
            .expect("Failed building CoreSkeletalDispatchNode");

        let core_leaf_node = CoreSkeletalLeafHolderNodeBuilder::default()
            .name("CoreLeafHolderExample".to_string())
            .descriptor("A leaf holder example in the core skeleton".to_string())
            .leaves(vec!["leaf_a".to_string(), "leaf_b".to_string(), "leaf_c".to_string()])
            .build()
            .expect("Failed building CoreSkeletalLeafHolderNode");

        let core_string_skeleton = CoreStringSkeletonBuilder::default()
            .dispatch_nodes(vec![core_dispatch_node])
            .aggregate_nodes(vec![core_aggregate_node])
            .leaf_holder_nodes(vec![core_leaf_node])
            .build()
            .expect("Failed to build CoreStringSkeleton");

        // 6) Build AnnotatedLeafHolderExpansions
        let annotated_leaf_holder_node = AnnotatedLeafHolderNodeBuilder::default()
            .leaf_holder_name("CoreLeafHolderExample".to_string())
            .annotated_leaves(vec![
                AnnotatedLeafBuilder::default()
                    .leaf_name("leaf_a".to_string())
                    .leaf_descriptor("This is an advanced skill technique.".to_string())
                    .build()
                    .expect("Failed building leaf_a"),
                AnnotatedLeafBuilder::default()
                    .leaf_name("leaf_b".to_string())
                    .leaf_descriptor("A specialized sub-skill extension.".to_string())
                    .build()
                    .expect("Failed building leaf_b"),
            ])
            .build()
            .expect("Failed building AnnotatedLeafHolderNode");

        let annotated_leaf_holder_expansions = AnnotatedLeafHolderExpansionsBuilder::default()
            .annotated_leaf_holders(vec![annotated_leaf_holder_node])
            .build()
            .expect("Failed to build AnnotatedLeafHolderExpansions");

        // 7) Finally, build the GrowerModel
        let model = GrowerModel {
            grower_inputs,
            justified_grower_tree_configuration,
            justified_string_skeleton,
            stripped_string_skeleton,
            core_string_skeleton,
            annotated_leaf_holder_expansions,
        };

        // 8) Invoke the method under test
        model.show_all_generation_queries().await;

        assert!(false);
    }
}