use super::state::{is_lone_template, template_root_keys};
use super::types::{ConcurrencyCap, Graph, NextTargets, Node, NodeType};
use crate::client::{Model, ModelType};
use crate::config;
use crate::config::{Agent, AppConfig, paths};
use crate::function::todo::TODO_FUNCTION_PREFIX;
use crate::function::user_interaction::USER_FUNCTION_PREFIX;
use crate::rag::{GraphRagConfig, RagData};
use anyhow::{Result, bail};
use std::collections::{BTreeMap, HashMap, HashSet, VecDeque};
use std::path::PathBuf;
use std::sync::Arc;
use tokio::sync::Semaphore;

#[derive(Debug, Clone)]
pub struct ValidationError {
    pub node_id: Option<String>,
    pub message: String,
}

impl ValidationError {
    fn new(message: impl Into<String>) -> Self {
        Self {
            node_id: None,
            message: message.into(),
        }
    }

    fn with_node(node_id: impl Into<String>, message: impl Into<String>) -> Self {
        Self {
            node_id: Some(node_id.into()),
            message: message.into(),
        }
    }
}

#[derive(Debug, Default)]
pub struct ValidationResult {
    pub errors: Vec<ValidationError>,
    pub warnings: Vec<ValidationError>,
}

impl ValidationResult {
    pub fn is_valid(&self) -> bool {
        self.errors.is_empty()
    }

    fn error(&mut self, e: ValidationError) {
        self.errors.push(e);
    }

    fn warning(&mut self, w: ValidationError) {
        self.warnings.push(w);
    }

    pub fn into_result(self) -> Result<()> {
        if self.is_valid() {
            return Ok(());
        }
        let lines: Vec<String> = self
            .errors
            .iter()
            .map(|e| match &e.node_id {
                Some(id) => format!("  [{id}] {}", e.message),
                None => format!("  {}", e.message),
            })
            .collect();

        bail!(
            "Graph validation failed with {} error(s):\n{}",
            self.errors.len(),
            lines.join("\n")
        );
    }
}

pub struct AgentValidationContext {
    pub tool_names: HashSet<String>,
    pub mcp_servers: HashSet<String>,
    pub app_config: Arc<AppConfig>,
}

impl AgentValidationContext {
    pub fn from_agent(agent: &Agent, app_config: Arc<AppConfig>) -> Self {
        Self {
            tool_names: agent
                .functions()
                .declarations()
                .iter()
                .map(|d| d.name.clone())
                .collect(),
            mcp_servers: agent.mcp_server_names().iter().cloned().collect(),
            app_config,
        }
    }
}

pub struct GraphValidator {
    base_dir: PathBuf,
    agent_ctx: Option<AgentValidationContext>,
    skill_exists: fn(&str) -> bool,
}

/// A minimal `RagData` whose only interesting field is `driver`. The numeric
/// arguments are the smallest values that satisfy `validate()`'s unrelated
/// floors (top_k >= 1, and chunk_size >= 1 with chunk_overlap < chunk_size for
/// a non-attached RAG). `RagData::new` sets `attached: false`, which is the
/// correct shape here: a graph rag node always builds its own local knowledge
/// base from `documents` and can never be attached.
fn rag_driver_probe(driver: &str) -> RagData {
    let mut data = RagData::new(
        String::new(),
        1,
        0,
        None,
        1,
        None,
        GraphRagConfig::default(),
    );
    data.driver = driver.to_string();
    data
}

/// `Some(message)` when `driver` is one that `RagData::validate()` would reject.
///
/// The set of valid drivers is defined in exactly one place, `RagData::validate()`,
/// so this asks that function rather than restating the list here.
///
/// Fails open on purpose: the first probe below uses the default driver, which is
/// valid by definition. If even that one is rejected, `validate()` has grown a
/// precondition the probe fixture no longer satisfies, and every verdict from here
/// would be a false positive that rejects working graphs. In that case we decline
/// to judge and leave enforcement to RAG construction. The
/// `rag_driver_probe_fixture_is_accepted` test turns that silent degradation into a
/// loud failure. Both `validate()` calls are load-bearing; neither is redundant.
pub(crate) fn rag_driver_error(driver: &str) -> Option<String> {
    if rag_driver_probe(&RagData::default().driver)
        .validate()
        .is_err()
    {
        return None;
    }
    rag_driver_probe(driver)
        .validate()
        .err()
        .map(|err| err.to_string())
}

impl GraphValidator {
    pub fn new(base_dir: impl Into<PathBuf>) -> Self {
        Self {
            base_dir: base_dir.into(),
            agent_ctx: None,
            skill_exists: paths::has_skill,
        }
    }

    pub fn with_agent_context(mut self, ctx: AgentValidationContext) -> Self {
        self.agent_ctx = Some(ctx);
        self
    }

    #[cfg(test)]
    pub fn with_skill_exists(mut self, f: fn(&str) -> bool) -> Self {
        self.skill_exists = f;
        self
    }

    pub fn validate(&self, graph: &Graph) -> ValidationResult {
        let mut result = ValidationResult::default();
        self.validate_node_references(graph, &mut result);
        self.validate_cycles(graph, &mut result);
        self.validate_reachability(graph, &mut result);
        self.validate_terminal_nodes(graph, &mut result);
        self.validate_scripts(graph, &mut result);
        self.validate_agents(graph, &mut result);
        self.validate_approval_routes(graph, &mut result);
        self.validate_rag_nodes(graph, &mut result);
        self.validate_llm_nodes(graph, &mut result);
        self.validate_llm_skills(graph, &mut result);
        self.validate_max_attempts(graph, &mut result);
        self.validate_fallback_capture(graph, &mut result);
        self.validate_output_schema_properties(graph, &mut result);
        self.validate_structured_output_user_tools(graph, &mut result);
        self.validate_llm_node_todo_tools(graph, &mut result);
        self.validate_max_concurrency(graph, &mut result);
        self.validate_max_concurrency_template(graph, &mut result);
        self.validate_orchestration_limits(graph, &mut result);
        self.validate_timeouts(graph, &mut result);
        self.validate_variable_shadowing(graph, &mut result);
        self.validate_map_subgraphs(graph, &mut result);
        self.validate_parallel_user_interaction(graph, &mut result);
        self.validate_parallel_writes(graph, &mut result);
        self.validate_parallel_reads(graph, &mut result);

        result
    }

    fn validate_rag_nodes(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            if let NodeType::Rag(r) = &node.node_type {
                if r.documents.is_empty() {
                    result.error(ValidationError::with_node(
                        node_id,
                        "RAG node has no 'documents'; at least one knowledge source \
                         is required",
                    ));
                }
                if r.state_updates.is_none() {
                    result.warning(ValidationError::with_node(
                        node_id,
                        "RAG node has no 'state_updates'; its retrieval result will \
                         not be written to state",
                    ));
                }
                if let Some(driver) = &r.driver
                    && let Some(message) = rag_driver_error(driver)
                {
                    result.error(ValidationError::with_node(node_id, message));
                }
            }
        }
    }

    fn validate_llm_nodes(&self, graph: &Graph, result: &mut ValidationResult) {
        let Some(ctx) = &self.agent_ctx else {
            return;
        };

        let expand_alias =
            |name: &str| config::expand_mcp_server_alias(&ctx.app_config.mapping_mcp_servers, name);
        let mut enabled_servers: HashSet<String> = ctx.mcp_servers.clone();
        for server in &ctx.mcp_servers {
            enabled_servers.extend(expand_alias(server));
        }
        let all_servers_enabled = ctx.mcp_servers.iter().any(|s| s.trim() == "all");

        for (node_id, node) in &graph.nodes {
            let NodeType::Llm(llm) = &node.node_type else {
                continue;
            };

            if let Some(tools) = &llm.tools {
                for entry in tools {
                    if let Some(server) = entry.strip_prefix("mcp:") {
                        if !ctx.mcp_servers.contains(server) {
                            result.error(ValidationError::with_node(
                                node_id,
                                format!("llm node references unknown MCP server 'mcp:{server}'"),
                            ));
                        }
                    } else if !ctx.tool_names.contains(entry) {
                        result.error(ValidationError::with_node(
                            node_id,
                            format!("llm node references unknown tool '{entry}'"),
                        ));
                    }
                }
            }

            if let Some(mcp_tools) = &llm.mcp_tools
                && !all_servers_enabled
            {
                for key in mcp_tools.keys() {
                    let enabled = enabled_servers.contains(key)
                        || expand_alias(key)
                            .iter()
                            .any(|id| enabled_servers.contains(id));
                    if !enabled {
                        result.error(ValidationError::with_node(
                            node_id,
                            format!(
                                "llm node 'mcp_tools' references MCP server '{key}' not enabled by this graph"
                            ),
                        ));
                    }
                }
            }

            if let Some(model_id) = &llm.model
                && Model::retrieve_model(ctx.app_config.as_ref(), model_id, ModelType::Chat)
                    .is_err()
            {
                result.error(ValidationError::with_node(
                    node_id,
                    format!("llm node references unknown model '{model_id}'"),
                ));
            }
        }
    }

    fn validate_llm_skills(&self, graph: &Graph, result: &mut ValidationResult) {
        let visible_skills = self
            .agent_ctx
            .as_ref()
            .and_then(|c| c.app_config.visible_skills.as_deref());

        let skill_exists = self.skill_exists;
        let has_agent_ctx = self.agent_ctx.is_some();
        let check_visibility = |name: &str| -> Option<String> {
            if !has_agent_ctx {
                return None;
            }

            match visible_skills {
                Some(list) if !list.iter().any(|s| s == name) => Some(format!(
                    "'{name}' is not in the global 'visible_skills' allow-list"
                )),
                None if !skill_exists(name) => Some(format!("'{name}' is not installed")),
                _ => None,
            }
        };

        if let Some(graph_skills) = &graph.enabled_skills {
            for name in graph_skills {
                if name.trim().is_empty() {
                    result.error(ValidationError::new(
                        "graph 'enabled_skills' contains an empty skill name",
                    ));
                    continue;
                }
                if let Err(e) = paths::validate_skill_name(name) {
                    result.error(ValidationError::new(format!(
                        "graph 'enabled_skills' contains an invalid skill name: '{name}': {e}"
                    )));
                    continue;
                }
                if let Some(reason) = check_visibility(name) {
                    result.error(ValidationError::new(format!(
                        "graph 'enabled_skills': {reason}"
                    )));
                }
            }
        }

        for (node_id, node) in &graph.nodes {
            let NodeType::Llm(llm) = &node.node_type else {
                continue;
            };
            let Some(node_skills) = &llm.enabled_skills else {
                continue;
            };

            for name in node_skills {
                if name.trim().is_empty() {
                    result.error(ValidationError::with_node(
                        node_id,
                        "llm node 'enabled_skills' contains an empty skill name",
                    ));
                    continue;
                }
                if let Err(e) = paths::validate_skill_name(name) {
                    result.error(ValidationError::with_node(
                        node_id,
                        format!(
                        "llm node 'enabled_skills' contains an invalid skill name: '{name}': {e}"
                    )));
                    continue;
                }
                if let Some(reason) = check_visibility(name) {
                    result.error(ValidationError::with_node(
                        node_id,
                        format!("llm node 'enabled_skills': {reason}"),
                    ));
                    continue;
                }

                if let Some(graph_skills) = &graph.enabled_skills
                    && !graph_skills.iter().any(|g| g == name)
                {
                    result.error(ValidationError::with_node(
                        node_id,
                        format!(
                            "llm node 'enabled_skills' references '{name}' which is not in \
                             graph-level 'enabled_skills' ({})",
                            graph_skills.join(", ")
                        ),
                    ));
                }
            }
        }
    }

    fn validate_max_attempts(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            let kind = match &node.node_type {
                NodeType::Llm(l) if l.max_attempts == 0 => "llm",
                NodeType::Agent(a) if a.max_attempts == 0 => "agent",
                _ => continue,
            };
            result.error(ValidationError::with_node(
                node_id,
                format!(
                    "{kind} node's `max_attempts` must be >= 1 (got 0); the node \
                     would exhaust retries without ever attempting a run"
                ),
            ));
        }
    }

    fn validate_fallback_capture(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            let kind = match &node.node_type {
                NodeType::Llm(l)
                    if l.fallback.is_some()
                        && l.output_schema.is_some()
                        && !lifts_via_state_updates(&l.state_updates) =>
                {
                    "llm"
                }
                NodeType::Agent(a)
                    if a.fallback.is_some()
                        && a.output_schema.is_some()
                        && !lifts_via_state_updates(&a.state_updates) =>
                {
                    "agent"
                }
                _ => continue,
            };
            result.warning(ValidationError::with_node(
                node_id,
                format!(
                    "{kind} node declares `fallback` with `output_schema` but no \
                     `state_updates`; on failure the \"...failed: <chain>\" string is \
                     only written through `state_updates`, so the fallback node \
                     cannot see why it was reached"
                ),
            ));
        }
    }

    fn validate_output_schema_properties(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            let (kind, schema) = match &node.node_type {
                NodeType::Llm(l) if !lifts_via_state_updates(&l.state_updates) => {
                    ("llm", l.output_schema.as_ref())
                }
                NodeType::Agent(a) if !lifts_via_state_updates(&a.state_updates) => {
                    ("agent", a.output_schema.as_ref())
                }
                _ => continue,
            };
            let Some(schema) = schema else {
                continue;
            };
            if schema
                .get("properties")
                .and_then(serde_json::Value::as_object)
                .is_some_and(|m| !m.is_empty())
            {
                continue;
            }
            result.warning(ValidationError::with_node(
                node_id,
                format!(
                    "{kind} node's `output_schema` declares no (non-empty) object `properties`; \
                     the engine auto-merges ONLY keys declared under `properties` (a bare \
                     object schema merges nothing). Declare the keys under \
                     `properties` or lift them via `state_updates`"
                ),
            ));
        }
    }

    fn validate_structured_output_user_tools(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            let NodeType::Llm(llm) = &node.node_type else {
                continue;
            };
            if llm.output_schema.is_none() {
                continue;
            }
            let exposes_user_tools = llm.tools.as_ref().is_some_and(|tools| {
                tools
                    .iter()
                    .any(|t| t.trim().starts_with(USER_FUNCTION_PREFIX))
            });
            if exposes_user_tools {
                result.warning(ValidationError::with_node(
                    node_id,
                    "structured-output llm node exposes interactive user tools (`user__*`); \
                     in headless runs a user__ call blocks the node as an escalation",
                ));
            }
        }
    }

    fn validate_llm_node_todo_tools(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            let NodeType::Llm(llm) = &node.node_type else {
                continue;
            };
            let exposes_todo_tools = llm.tools.as_ref().is_some_and(|tools| {
                tools
                    .iter()
                    .any(|t| t.trim().starts_with(TODO_FUNCTION_PREFIX))
            });
            if exposes_todo_tools {
                result.error(ValidationError::with_node(
                    node_id,
                    "llm node exposes todo tools (`todo__*`): todo tools drive chat turn \
                     loops (auto_continue), which llm nodes don't have. Node continuation \
                     is owned by the node loop, max_iterations, and graph edges. For driven \
                     multi-step work, use an agent node whose agent sets `auto_continue: true`",
                ));
            }
        }
    }

    fn validate_node_references(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            for (target, label) in declared_targets(node) {
                if !graph.has_node(&target) {
                    result.error(ValidationError::with_node(
                        node_id,
                        format!("References non-existent node '{target}' in {label}"),
                    ));
                }
            }
        }
    }

    fn validate_cycles(&self, graph: &Graph, result: &mut ValidationResult) {
        let mut visited: HashSet<String> = HashSet::new();
        let mut rec_stack: HashSet<String> = HashSet::new();
        let mut path: Vec<String> = Vec::new();

        for node_id in graph.node_ids() {
            if !visited.contains(node_id)
                && let Some(cycle) =
                    detect_cycle_dfs(graph, node_id, &mut visited, &mut rec_stack, &mut path)
            {
                result.error(ValidationError::new(format!(
                    "Cycle detected: {}",
                    cycle.join(" -> ")
                )));
                return;
            }
        }
    }

    fn validate_reachability(&self, graph: &Graph, result: &mut ValidationResult) {
        let reachable = find_reachable_nodes(graph);
        for node_id in graph.node_ids() {
            if !reachable.contains(node_id) {
                result.warning(ValidationError::with_node(
                    node_id,
                    "Node is unreachable from the start node via declared edges \
                     (script `_next` routing is not analyzed)",
                ));
            }
        }
    }

    fn validate_terminal_nodes(&self, graph: &Graph, result: &mut ValidationResult) {
        let has_any_end = graph
            .nodes
            .values()
            .any(|n| matches!(n.node_type, NodeType::End(_)));

        if !has_any_end {
            result.error(ValidationError::new(
                "Graph has no end nodes; execution would never terminate",
            ));
            return;
        }

        let reachable = find_reachable_nodes(graph);
        let reachable_end = graph
            .nodes
            .iter()
            .any(|(id, n)| matches!(n.node_type, NodeType::End(_)) && reachable.contains(id));
        if !reachable_end {
            result.warning(ValidationError::new(
                "No end node is reachable from the start node via declared edges \
                 (a script's `_next` may still route to one)",
            ));
        }
    }

    fn validate_scripts(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            if let NodeType::Script(s) = &node.node_type {
                let script_path = self.base_dir.join(&s.script);
                if !script_path.exists() {
                    result.error(ValidationError::with_node(
                        node_id,
                        format!("Script file not found: '{}'", script_path.display()),
                    ));
                }
            }
        }
    }

    fn validate_agents(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            if let NodeType::Agent(a) = &node.node_type {
                let agent_dir = paths::agent_data_dir(&a.agent);
                let has_config = paths::agent_config_file(&a.agent).exists();
                let has_graph = paths::agent_graph_file(&a.agent).exists();
                if !agent_dir.exists() {
                    result.error(ValidationError::with_node(
                        node_id,
                        format!("Agent '{}' not found (directory missing)", a.agent),
                    ));
                } else if !has_config && !has_graph {
                    result.error(ValidationError::with_node(
                        node_id,
                        format!(
                            "Agent '{}' has neither a config.yaml nor a graph.yaml",
                            a.agent
                        ),
                    ));
                } else if has_config && has_graph {
                    result.error(ValidationError::with_node(
                        node_id,
                        format!(
                            "Agent '{}' has both config.yaml and graph.yaml; a graph agent is \
                             defined by graph.yaml alone. Remove one of the two files",
                            a.agent
                        ),
                    ));
                }
                if let Some(inputs) = &a.inputs {
                    if has_config && !has_graph {
                        result.error(ValidationError::with_node(
                            node_id,
                            format!(
                                "agent node '{node_id}': `inputs:` requires agent '{}' to be a graph agent (no graph.yaml found)",
                                a.agent
                            ),
                        ));
                    }
                    if inputs.contains_key("initial_prompt") {
                        result.error(ValidationError::with_node(
                            node_id,
                            format!(
                                "agent node '{node_id}': `inputs.initial_prompt` is reserved (the dispatcher seeds it from `prompt:`)"
                            ),
                        ));
                    }
                }
            }
        }
    }

    fn validate_approval_routes(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            if let NodeType::Approval(a) = &node.node_type {
                for option in &a.options {
                    if !a.routes.contains_key(option) {
                        result.error(ValidationError::with_node(
                            node_id,
                            format!("Approval option '{option}' has no route defined"),
                        ));
                    }
                }
                for key in a.routes.keys() {
                    if !a.options.contains(key) {
                        result.warning(ValidationError::with_node(
                            node_id,
                            format!("Route '{key}' has no corresponding option"),
                        ));
                    }
                }
            }
        }
    }

    // Parallel-execution validation.
    //
    // The v1 algorithm uses immediate-successor analysis only: a parallel group is the set of `next:` targets of a
    // single fan-out node. Map branch subgraphs are checked separately by `validate_map_subgraphs` (per-item forks
    // never race each other, so their nodes are not group members). Transitive parallel
    // groups (deeper fan-out chains) are a v2 enhancement; v1 over-reports rather than under-reports. A false positive
    // forces an unneeded reducer (mild annoyance); a false negative allows silent data races (catastrophic).
    fn validate_max_concurrency(&self, graph: &Graph, result: &mut ValidationResult) {
        if graph.settings.max_concurrency == 0 {
            result.error(ValidationError::new(
                "settings.max_concurrency must be >= 1 (got 0); a zero cap would \
                 deadlock the executor",
            ));
        }
        if graph.settings.max_concurrency > Semaphore::MAX_PERMITS {
            result.error(ValidationError::new(format!(
                "settings.max_concurrency must be <= {} (got {}); the runtime cannot allocate more permits",
                Semaphore::MAX_PERMITS, graph.settings.max_concurrency
            )));
        }

        for (node_id, node) in &graph.nodes {
            if let NodeType::Map(m) = &node.node_type
                && let Some(ConcurrencyCap::Fixed(0)) = m.max_concurrency
            {
                result.error(ValidationError::with_node(
                    node_id,
                    "map node's `max_concurrency` must be >= 1 (got 0); a zero cap \
                     would deadlock the executor",
                ));
            }
            if let NodeType::Map(m) = &node.node_type
                && let Some(ConcurrencyCap::Fixed(n)) = m.max_concurrency
                && n > Semaphore::MAX_PERMITS
            {
                result.error(ValidationError::with_node(
                    node_id,
                    format!(
                        "map node's `max_concurrency` must be <= {} (got {n}); the runtime cannot allocate more permits",
                        Semaphore::MAX_PERMITS
                    ),
                ));
            }
        }
    }

    // A string cap that never interpolates would only fail at run time, after the
    // map's inputs were already computed; catch the typo (`"4"` for `4`) at load.
    fn validate_max_concurrency_template(&self, graph: &Graph, result: &mut ValidationResult) {
        for (node_id, node) in &graph.nodes {
            if let NodeType::Map(m) = &node.node_type
                && let Some(ConcurrencyCap::Template(t)) = &m.max_concurrency
                && !is_lone_template(t)
            {
                result.error(ValidationError::with_node(
                    node_id,
                    "map node's `max_concurrency` is a string but not a template; write \
                     an integer or exactly one `{{key}}` with nothing around it",
                ));
            }
        }
    }

    fn validate_orchestration_limits(&self, graph: &Graph, result: &mut ValidationResult) {
        if graph.max_agent_depth == Some(0) {
            result.warning(ValidationError::new(
                "`max_agent_depth: 0` forbids spawning any sub-agent, so every \
                 `agent` node and dynamic spawn will fail; remove the key or \
                 set it >= 1",
            ));
        }
        if graph.max_concurrent_agents == Some(0) {
            result.warning(ValidationError::new(
                "`max_concurrent_agents: 0` leaves no slot for any spawn to \
                 acquire, so agent spawning deadlocks; remove the key or set \
                 it >= 1",
            ));
        }
    }

    /// Variable seeding never overwrites an existing state key, so a declared
    /// variable whose name is also an `initial_state` key never reaches graph
    /// state: the explicit `initial_state` value wins. Legal; the warning only
    /// makes the shadowing visible.
    fn validate_variable_shadowing(&self, graph: &Graph, result: &mut ValidationResult) {
        for var in &graph.variables {
            if graph.initial_state.contains_key(&var.name) {
                result.warning(ValidationError::new(format!(
                    "declared variable '{}' is shadowed by an explicit `initial_state` key: \
                     the `initial_state` value wins and the variable's resolved value \
                     (spawn-provided/CLI/default) is never seeded into graph state; rename \
                     one of them, or drop the `initial_state` key to let the variable seed \
                     it (script nodes' `LLM_AGENT_VAR_<NAME>` env is unaffected)",
                    var.name
                )));
            }
        }
    }

    /// Explicit `0` opt-outs on `settings` and node bounds: a `timeout: 0`
    /// disables the wall-clock bound, `max_loop_iterations: 0` disables the
    /// per-node visit cap, and an llm node's `max_iterations: 0` disables its
    /// tool-call-loop turn cap. All are legal; the warnings only make the
    /// choice visible.
    fn validate_timeouts(&self, graph: &Graph, result: &mut ValidationResult) {
        if graph.settings.max_loop_iterations == 0 {
            result.warning(ValidationError::new(
                "settings.max_loop_iterations: 0 disables the per-node visit cap; a \
                 non-converging loop runs until an enclosing timeout or abort",
            ));
        }
        if graph.settings.timeout == Some(0) {
            result.warning(ValidationError::new(
                "settings.timeout: 0 disables the graph wall-clock bound; the run \
                 ends only when the graph completes, is aborted, or another \
                 limit stops it",
            ));
        }
        for (node_id, node) in &graph.nodes {
            if let NodeType::Llm(l) = &node.node_type
                && l.max_iterations == 0
            {
                result.warning(ValidationError::with_node(
                    node_id,
                    format!(
                        "max_iterations: 0 disables the turn cap for llm node '{node_id}'; it runs \
                         until the model concludes, the context window fills, an enclosing timeout, or abort"
                    ),
                ));
            }
            let kind = match &node.node_type {
                NodeType::Agent(a) if a.timeout == Some(0) => "agent",
                NodeType::Script(s) if s.timeout == 0 => "script",
                NodeType::Llm(l) if l.timeout == Some(0) => "llm",
                NodeType::Rag(r) if r.timeout == Some(0) => "rag",
                _ => continue,
            };
            result.warning(ValidationError::with_node(
                node_id,
                format!(
                    "timeout: 0 disables the wall-clock bound for {kind} node \
                     '{node_id}'; it runs until it returns or an enclosing bound \
                     (settings.timeout, an outer agent node's timeout, or abort) ends it"
                ),
            ));
        }
    }

    /// Rules for the per-item subgraph rooted at each map's `branch`. Every
    /// error is attributed to the map node; the offending branch node is
    /// named in the message.
    fn validate_map_subgraphs(&self, graph: &Graph, result: &mut ValidationResult) {
        let main_flow = main_flow_reachable(graph);

        for (map_id, node) in &graph.nodes {
            let NodeType::Map(m) = &node.node_type else {
                continue;
            };
            if m.as_name == m.output_key {
                result.error(ValidationError::with_node(
                    map_id,
                    format!(
                        "map node '{map_id}': `as` and `output_key` are both '{}'; the item \
                         binding would be collected as the chain's result",
                        m.as_name
                    ),
                ));
            }
            // A missing entry is reported by `validate_node_references`.
            let mut member_ids: Vec<String> =
                branch_subgraph(graph, &m.branch).into_iter().collect();
            if member_ids.is_empty() {
                continue;
            }
            member_ids.sort();
            let members: Vec<(&str, &Node)> = member_ids
                .iter()
                .filter_map(|id| graph.get_node(id).map(|n| (id.as_str(), n)))
                .collect();

            let fallback_targets: HashSet<&str> = members
                .iter()
                .filter_map(|(_, n)| match &n.node_type {
                    NodeType::Script(s) => s.fallback.as_deref(),
                    NodeType::Llm(l) => l.fallback.as_deref(),
                    NodeType::Agent(a) => a.fallback.as_deref(),
                    _ => None,
                })
                .collect();

            let mut has_disallowed_node = false;
            for (id, member) in &members {
                let disallowed = match &member.node_type {
                    NodeType::Approval(_) => Some(
                        "an approval node; approval/input nodes cannot run inside a parallel \
                         map branch (the CLI would prompt the user N times concurrently)",
                    ),
                    NodeType::Input(_) => {
                        Some("an input node; input nodes cannot run inside a parallel map branch")
                    }
                    NodeType::End(_) => Some(
                        "an end node; map branches terminate via the map's collect \
                         mechanism, not via end nodes",
                    ),
                    NodeType::Map(_) => {
                        Some("itself a map node; nested map fan-outs are not supported in v1")
                    }
                    NodeType::Agent(_)
                    | NodeType::Llm(_)
                    | NodeType::Rag(_)
                    | NodeType::Script(_) => None,
                };
                if let Some(reason) = disallowed {
                    has_disallowed_node = true;
                    let mut message = if *id == m.branch {
                        format!("map node points to branch '{id}' which is {reason}")
                    } else {
                        format!(
                            "map node's branch subgraph (entry '{}') reaches '{id}', which is \
                             {reason}",
                            m.branch
                        )
                    };
                    if fallback_targets.contains(id) {
                        message.push_str(
                            "; a branch's `fallback` must stay inside the branch subgraph; \
                             `fallback` on a map branch was previously accepted but \
                             never honored. Remove it or point it at a branch-local node",
                        );
                    }
                    result.error(ValidationError::with_node(map_id, message));
                }

                if member.next.as_ref().is_some_and(NextTargets::is_fan_out) {
                    result.error(ValidationError::with_node(
                        map_id,
                        format!(
                            "node '{id}' inside the branch subgraph (entry '{}') declares a \
                             fan-out `next`; fan-out inside a map branch is not supported in \
                             v1; use a nested map after the join",
                            m.branch
                        ),
                    ));
                }
            }

            let shared: Vec<&str> = members
                .iter()
                .filter(|(id, _)| main_flow.contains(*id))
                .map(|(id, _)| *id)
                .collect();
            if !shared.is_empty() {
                result.error(ValidationError::with_node(
                    map_id,
                    format!(
                        "branch subgraph (entry '{}') shares node(s) [{}] with the main flow \
                         (reachable from start '{}' without entering a map branch); a branch \
                         node that is also on the main path would run standalone without the \
                         `as` binding and could route into the branch mid-chain. Give the \
                         branch its own nodes, or move the shared step after the map.",
                        m.branch,
                        shared.join(", "),
                        graph.start
                    ),
                ));
            }

            if has_disallowed_node {
                continue;
            }

            // A script may write any key through its JSON output, so its
            // presence makes the subgraph's write set unknowable.
            let has_script = members
                .iter()
                .any(|(_, n)| matches!(n.node_type, NodeType::Script(_)));
            if has_script {
                continue;
            }
            let declares_output_key = members.iter().any(|(_, n)| {
                node_state_updates_keys(n).is_some_and(|keys| keys.contains(&m.output_key))
                    || output_schema_top_level_keys(n).contains(&m.output_key)
            });
            if !declares_output_key {
                result.warning(ValidationError::with_node(
                    map_id,
                    format!(
                        "no node in the branch subgraph of map '{map_id}' declares a write to \
                         output_key '{}'; the map will error at runtime if the chain does not \
                         write it",
                        m.output_key
                    ),
                ));
            }
        }
    }

    fn validate_parallel_user_interaction(&self, graph: &Graph, result: &mut ValidationResult) {
        for group in compute_parallel_groups(graph) {
            for node_id in &group {
                let Some(node) = graph.get_node(node_id) else {
                    continue;
                };
                match &node.node_type {
                    NodeType::Approval(_) => {
                        result.error(ValidationError::with_node(
                            node_id,
                            "approval node is an immediate target of a fan-out \
                             (`next: [...]`); approvals must run after the join, \
                             not inside a parallel branch",
                        ));
                    }
                    NodeType::Input(_) => {
                        result.error(ValidationError::with_node(
                            node_id,
                            "input node is an immediate target of a fan-out \
                             (`next: [...]`); input nodes must run after the join, \
                             not inside a parallel branch",
                        ));
                    }
                    _ => {}
                }
            }
        }
    }

    fn validate_parallel_writes(&self, graph: &Graph, result: &mut ValidationResult) {
        for group in compute_parallel_groups(graph) {
            let mut node_writes: Vec<(String, HashSet<String>)> = Vec::new();
            for node_id in &group {
                let Some(node) = graph.get_node(node_id) else {
                    continue;
                };
                match write_set_of(node) {
                    Some(set) => node_writes.push((node_id.clone(), set)),
                    None => {
                        result.error(ValidationError::with_node(
                            node_id,
                            "script node is in a parallel branch but declares no \
                             `state_updates`; parallel scripts must declare their writes \
                             explicitly to avoid silent state collisions",
                        ));
                    }
                }
            }

            let mut writers_by_key: BTreeMap<String, Vec<String>> = BTreeMap::new();
            for (nid, ws) in &node_writes {
                for k in ws {
                    writers_by_key
                        .entry(k.clone())
                        .or_default()
                        .push(nid.clone());
                }
            }

            for (key, mut writers) in writers_by_key {
                if writers.len() < 2 {
                    continue;
                }
                if graph.reducers.contains_key(&key) {
                    continue;
                }
                writers.sort();
                result.error(ValidationError::new(format!(
                    "nodes [{}] all write key '{}' in the same parallel super-step but \
                     no reducer is declared for '{}'. Add `reducers: {{ {}: <reducer> }}` \
                     at the graph root (built-ins: append, extend, concat, sum, max, min, \
                     merge, overwrite), or rename one node's output.",
                    writers.join(", "),
                    key,
                    key,
                    key,
                )));
            }
        }
    }

    fn validate_parallel_reads(&self, graph: &Graph, result: &mut ValidationResult) {
        for group in compute_parallel_groups(graph) {
            let nodes: Vec<(&String, &Node)> = group
                .iter()
                .filter_map(|id| graph.nodes.get(id).map(|n| (id, n)))
                .collect();

            for (id_a, node_a) in &nodes {
                let read_set_a = read_set_of(node_a);
                if read_set_a.is_empty() {
                    continue;
                }
                for (id_b, node_b) in &nodes {
                    if id_b == id_a {
                        continue;
                    }
                    let Some(write_set_b) = write_set_of(node_b) else {
                        continue;
                    };
                    let mut collisions: Vec<String> =
                        read_set_a.intersection(&write_set_b).cloned().collect();
                    if collisions.is_empty() {
                        continue;
                    }
                    collisions.sort();
                    let keys = collisions
                        .iter()
                        .map(|k| format!("`{k}`"))
                        .collect::<Vec<_>>()
                        .join(", ");
                    result.error(ValidationError::with_node(
                        id_a.as_str(),
                        format!(
                            "node '{id_a}' reads state key(s) {keys} which sibling parallel \
                             branch '{id_b}' writes in the same super-step; parallel branches \
                             see a state snapshot taken BEFORE the super-step and cannot observe \
                             each other's writes. Move the dependent read to a later super-step \
                             (or remove the cross-branch reference)."
                        ),
                    ));
                }
            }
        }
    }
}

fn declared_targets(node: &Node) -> Vec<(String, &'static str)> {
    let mut out = Vec::new();
    if let Some(targets) = &node.next {
        for target in targets.as_slice() {
            out.push((target.clone(), "'next'"));
        }
    }

    match &node.node_type {
        NodeType::Approval(a) => {
            for v in a.routes.values() {
                out.push((v.clone(), "approval 'routes'"));
            }
            out.push((a.on_other.clone(), "approval 'on_other'"));
        }
        NodeType::Script(s) => {
            if let Some(t) = &s.fallback {
                out.push((t.clone(), "script 'fallback'"));
            }
        }
        NodeType::Llm(l) => {
            if let Some(t) = &l.fallback {
                out.push((t.clone(), "llm 'fallback'"));
            }
        }
        NodeType::Agent(a) => {
            if let Some(t) = &a.fallback {
                out.push((t.clone(), "agent 'fallback'"));
            }
        }
        NodeType::Map(m) => {
            out.push((m.branch.clone(), "map 'branch'"));
        }
        // `input`/`rag` route only via `next` (already collected above);
        // `end` is terminal. No type-specific routing edges to add.
        NodeType::Input(_) | NodeType::Rag(_) | NodeType::End(_) => {}
    }
    out
}

fn outgoing_node_ids(node: &Node) -> Vec<String> {
    declared_targets(node).into_iter().map(|(t, _)| t).collect()
}

fn find_reachable_nodes(graph: &Graph) -> HashSet<String> {
    let mut reachable: HashSet<String> = HashSet::new();
    let mut queue: VecDeque<String> = VecDeque::new();

    if !graph.has_node(&graph.start) {
        return reachable;
    }

    reachable.insert(graph.start.clone());
    queue.push_back(graph.start.clone());

    while let Some(id) = queue.pop_front() {
        if let Some(node) = graph.get_node(&id) {
            for next in outgoing_node_ids(node) {
                if graph.has_node(&next) && reachable.insert(next.clone()) {
                    queue.push_back(next);
                }
            }
        }
    }
    reachable
}

/// Nodes reachable from the start node without entering any map's branch:
/// the path the frontier itself walks. A map node contributes only its
/// `next` edges here, so per-item subgraphs can be checked for overlap
/// with the main flow.
fn main_flow_reachable(graph: &Graph) -> HashSet<String> {
    let mut reachable: HashSet<String> = HashSet::new();
    let mut queue: VecDeque<String> = VecDeque::new();

    if !graph.has_node(&graph.start) {
        return reachable;
    }

    reachable.insert(graph.start.clone());
    queue.push_back(graph.start.clone());

    while let Some(id) = queue.pop_front() {
        let Some(node) = graph.get_node(&id) else {
            continue;
        };
        let edges: Vec<String> = match &node.node_type {
            NodeType::Map(_) => node
                .next
                .as_ref()
                .map(|t| t.as_slice().to_vec())
                .unwrap_or_default(),
            _ => outgoing_node_ids(node),
        };
        for next in edges {
            if graph.has_node(&next) && reachable.insert(next.clone()) {
                queue.push_back(next);
            }
        }
    }
    reachable
}

/// Nodes reachable from `entry` over the edges a chain can follow at run
/// time: `next` targets and script/llm/agent `fallback`s. Approval routes
/// and a nested map's `branch` are not followed. Neither may appear inside a
/// branch, and the validator reports them separately.
pub(super) fn branch_subgraph(graph: &Graph, entry: &str) -> HashSet<String> {
    let mut reachable: HashSet<String> = HashSet::new();
    let mut queue: VecDeque<String> = VecDeque::new();

    if !graph.has_node(entry) {
        return reachable;
    }

    reachable.insert(entry.to_string());
    queue.push_back(entry.to_string());

    while let Some(id) = queue.pop_front() {
        let Some(node) = graph.get_node(&id) else {
            continue;
        };
        let mut edges: Vec<&String> = node
            .next
            .as_ref()
            .map(|t| t.as_slice().iter().collect())
            .unwrap_or_default();
        match &node.node_type {
            NodeType::Script(s) => edges.extend(s.fallback.as_ref()),
            NodeType::Llm(l) => edges.extend(l.fallback.as_ref()),
            NodeType::Agent(a) => edges.extend(a.fallback.as_ref()),
            _ => {}
        }
        for next in edges {
            if graph.has_node(next) && reachable.insert(next.clone()) {
                queue.push_back(next.clone());
            }
        }
    }
    reachable
}

// v1 parallel-group detection: only the immediate `next` targets of a fan-out node count as a parallel group. Map
// branch subgraphs are handled separately by `validate_map_subgraphs` (per-item forks never race each other, so
// their nodes are not group members).
//
// Returns one HashSet per fan-out source; deeper transitive parallelism is intentionally out of scope for v1.
fn compute_parallel_groups(graph: &Graph) -> Vec<HashSet<String>> {
    let mut groups = Vec::new();
    for node in graph.nodes.values() {
        if let Some(targets) = &node.next
            && targets.is_fan_out()
        {
            groups.push(targets.as_slice().iter().cloned().collect());
        }
    }
    groups
}

// Computes the set of state keys this node can write to.
//
// Sources considered:
//   - `state_updates` keys (every node type that has them)
//   - `output_schema` top-level `properties` for `llm` and `agent` (auto-merge)
fn write_set_of(node: &Node) -> Option<HashSet<String>> {
    if matches!(node.node_type, NodeType::Script(_)) && node_state_updates_keys(node).is_none() {
        return None;
    }

    let mut writes = HashSet::new();
    if let Some(keys) = node_state_updates_keys(node) {
        writes.extend(keys);
    }

    writes.extend(output_schema_top_level_keys(node));

    Some(writes)
}

// Computes the set of root state keys this node's templated fields read from.
//
// "Root key" follows the same definition as `template_root_keys`: for a
// reference like `{{user.name}}` or `{{items[0]}}`, the root is the bare
// identifier before the first `.` or `[`.
fn read_set_of(node: &Node) -> HashSet<String> {
    let mut reads: HashSet<String> = HashSet::new();
    let scoped: &[&str] = match &node.node_type {
        NodeType::Llm(_) | NodeType::Agent(_) | NodeType::Rag(_) => &["output"],
        NodeType::Approval(_) => &["choice"],
        NodeType::Input(_) => &["input"],
        NodeType::Script(_) | NodeType::End(_) | NodeType::Map(_) => &[],
    };

    for s in primary_templated_fields(node) {
        for k in template_root_keys(&s) {
            reads.insert(k);
        }
    }

    if let Some(updates) = node_state_updates_map(node) {
        for v in updates.values() {
            for k in template_root_keys(v) {
                if !scoped.contains(&k.as_str()) {
                    reads.insert(k);
                }
            }
        }
    }

    reads
}

fn primary_templated_fields(node: &Node) -> Vec<String> {
    match &node.node_type {
        NodeType::Llm(n) => {
            let mut v = vec![n.prompt.clone()];
            if let Some(i) = &n.instructions {
                v.push(i.clone());
            }
            v
        }
        NodeType::Agent(n) => {
            let mut v = vec![n.prompt.clone()];
            if let Some(inputs) = &n.inputs {
                v.extend(inputs.values().cloned());
            }
            v
        }
        NodeType::Rag(n) => {
            vec![
                n.query
                    .clone()
                    .unwrap_or_else(|| "{{initial_prompt}}".to_string()),
            ]
        }
        NodeType::Approval(n) => vec![n.question.clone()],
        NodeType::Input(n) => {
            let mut v = vec![n.question.clone()];
            if let Some(d) = &n.default {
                v.push(d.clone());
            }
            v
        }
        NodeType::End(n) => vec![n.output.clone()],
        NodeType::Map(n) => {
            let mut v = vec![n.over.clone()];
            if let Some(ConcurrencyCap::Template(t)) = &n.max_concurrency {
                v.push(t.clone());
            }
            v
        }
        NodeType::Script(_) => Vec::new(),
    }
}

fn node_state_updates_map(node: &Node) -> Option<&HashMap<String, String>> {
    match &node.node_type {
        NodeType::Llm(n) => n.state_updates.as_ref(),
        NodeType::Agent(n) => n.state_updates.as_ref(),
        NodeType::Rag(n) => n.state_updates.as_ref(),
        NodeType::Approval(n) => n.state_updates.as_ref(),
        NodeType::Input(n) => n.state_updates.as_ref(),
        NodeType::Script(n) => n.state_updates.as_ref(),
        NodeType::End(n) => n.state_updates.as_ref(),
        NodeType::Map(_) => None,
    }
}

fn lifts_via_state_updates(updates: &Option<HashMap<String, String>>) -> bool {
    updates.as_ref().is_some_and(|m| !m.is_empty())
}

fn node_state_updates_keys(node: &Node) -> Option<HashSet<String>> {
    let updates = match &node.node_type {
        NodeType::Agent(n) => n.state_updates.as_ref(),
        NodeType::Script(n) => n.state_updates.as_ref(),
        NodeType::Approval(n) => n.state_updates.as_ref(),
        NodeType::Input(n) => n.state_updates.as_ref(),
        NodeType::Llm(n) => n.state_updates.as_ref(),
        NodeType::Rag(n) => n.state_updates.as_ref(),
        NodeType::End(n) => n.state_updates.as_ref(),
        NodeType::Map(_) => return None,
    };
    updates.map(|m| m.keys().cloned().collect())
}

fn output_schema_top_level_keys(node: &Node) -> HashSet<String> {
    let schema = match &node.node_type {
        NodeType::Agent(n) => n.output_schema.as_ref(),
        NodeType::Llm(n) => n.output_schema.as_ref(),
        _ => return HashSet::new(),
    };
    let Some(schema) = schema else {
        return HashSet::new();
    };
    let Some(properties) = schema.get("properties").and_then(|p| p.as_object()) else {
        return HashSet::new();
    };
    properties.keys().cloned().collect()
}

fn detect_cycle_dfs(
    graph: &Graph,
    node_id: &str,
    visited: &mut HashSet<String>,
    rec_stack: &mut HashSet<String>,
    path: &mut Vec<String>,
) -> Option<Vec<String>> {
    visited.insert(node_id.to_string());
    rec_stack.insert(node_id.to_string());
    path.push(node_id.to_string());

    if let Some(node) = graph.get_node(node_id) {
        for next in outgoing_node_ids(node) {
            if !graph.has_node(&next) {
                continue;
            }

            if !visited.contains(&next) {
                if let Some(cycle) = detect_cycle_dfs(graph, &next, visited, rec_stack, path) {
                    return Some(cycle);
                }
            } else if rec_stack.contains(&next) {
                let start = path.iter().position(|n| n == &next).unwrap_or(0);
                let mut cycle: Vec<String> = path[start..].to_vec();
                cycle.push(next.clone());
                return Some(cycle);
            }
        }
    }

    path.pop();
    rec_stack.remove(node_id);
    None
}

#[cfg(test)]
mod tests {
    use super::super::types::*;
    use super::*;
    use crate::utils::get_env_name;
    use indexmap::IndexMap;
    use serial_test::serial;
    use std::collections::HashMap;
    use std::env;
    use std::fs;
    use std::path::PathBuf;
    use std::time::{SystemTime, UNIX_EPOCH};

    fn graph_with(nodes: Vec<(&str, Node)>, start: &str) -> Graph {
        let mut map: IndexMap<String, Node> = IndexMap::new();
        for (id, node) in nodes {
            map.insert(id.to_string(), node);
        }

        Graph {
            name: "t".into(),
            description: String::new(),
            version: "1.0".into(),
            model: None,
            temperature: None,
            top_p: None,
            reasoning_effort: None,
            max_concurrent_jobs: None,
            can_spawn_agents: None,
            max_concurrent_agents: None,
            max_agent_depth: None,
            global_tools: Vec::new(),
            hooks: Default::default(),
            global_hooks: Vec::new(),
            mcp_servers: Vec::new(),
            mcp_tools: None,
            skills_enabled: None,
            enabled_skills: None,
            inject_skill_instructions: None,
            skill_instructions: None,
            conversation_starters: Vec::new(),
            variables: Vec::new(),
            settings: GraphSettings::default(),
            initial_state: HashMap::new(),
            reducers: HashMap::new(),
            start: start.into(),
            nodes: map,
        }
    }

    fn end_node(id: &str) -> Node {
        Node {
            id: id.into(),
            description: String::new(),
            node_type: NodeType::End(EndNode {
                output: String::new(),
                state_updates: None,
            }),
            next: None,
        }
    }

    fn approval_node(id: &str, options: &[&str], routes: &[(&str, &str)], on_other: &str) -> Node {
        let mut r: HashMap<String, String> = HashMap::new();
        for (k, v) in routes {
            r.insert((*k).into(), (*v).into());
        }

        Node {
            id: id.into(),
            description: String::new(),
            node_type: NodeType::Approval(ApprovalNode {
                question: "?".into(),
                options: options.iter().map(|s| (*s).into()).collect(),
                routes: r,
                on_other: on_other.into(),
                state_updates: None,
            }),
            next: None,
        }
    }

    fn script_node(id: &str, script: &str, fallback: Option<&str>) -> Node {
        Node {
            id: id.into(),
            description: String::new(),
            node_type: NodeType::Script(ScriptNode {
                script: script.into(),
                state_updates: None,
                fallback: fallback.map(String::from),
                timeout: 30,
            }),
            next: None,
        }
    }

    fn rag_node(id: &str, documents: &[&str], with_state_updates: bool) -> Node {
        let state_updates = with_state_updates.then(|| {
            let mut m: HashMap<String, String> = HashMap::new();
            m.insert("ctx".into(), "{{output.context}}".into());
            m
        });

        Node {
            id: id.into(),
            description: String::new(),
            node_type: NodeType::Rag(RagNode {
                documents: documents.iter().map(|s| (*s).into()).collect(),
                query: None,
                top_k: None,
                embedding_model: None,
                chunk_size: None,
                chunk_overlap: None,
                reranker_model: None,
                batch_size: None,
                extractor_model: None,
                extractor_prompt: None,
                graph_hops: None,
                driver: None,
                state_updates,
                timeout: None,
            }),
            next: Some("end".into()),
        }
    }

    fn llm_node(id: &str, fallback: Option<&str>, next: Option<&str>) -> Node {
        Node {
            id: id.into(),
            description: String::new(),
            node_type: NodeType::Llm(LlmNode {
                instructions: None,
                prompt: "p".into(),
                tools: None,
                mcp_tools: None,
                model: None,
                temperature: None,
                top_p: None,
                reasoning_effort: None,
                fallback: fallback.map(String::from),
                max_attempts: 1,
                max_iterations: 10,
                state_updates: None,
                output_schema: None,
                timeout: None,
                skills_enabled: None,
                enabled_skills: None,
                inject_skill_instructions: None,
                skill_instructions: None,
            }),
            next: next.map(NextTargets::from),
        }
    }

    #[test]
    fn flags_missing_llm_fallback_target() {
        let graph = graph_with(
            vec![
                ("l", llm_node("l", Some("ghost"), Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(result.errors.iter().any(|e| e.message.contains("ghost")));
    }

    #[test]
    fn llm_node_skill_in_graph_set_passes() {
        let mut graph = graph_with(
            vec![
                ("l", llm_node("l", None, Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );
        graph.enabled_skills = Some(vec!["code-review".into(), "git-master".into()]);
        if let NodeType::Llm(ref mut n) = graph.nodes.get_mut("l").unwrap().node_type {
            n.enabled_skills = Some(vec!["code-review".into()]);
        }

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("enabled_skills")),
            "unexpected enabled_skills error: {:?}",
            result.errors
        );
    }

    #[test]
    fn llm_node_skill_not_in_graph_set_errors() {
        let mut graph = graph_with(
            vec![
                ("l", llm_node("l", None, Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );
        graph.enabled_skills = Some(vec!["code-review".into()]);
        if let NodeType::Llm(ref mut n) = graph.nodes.get_mut("l").unwrap().node_type {
            n.enabled_skills = Some(vec!["git-master".into()]);
        }

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("'git-master'") && e.message.contains("graph-level")),
            "expected git-master subset error, got: {:?}",
            result.errors
        );
    }

    #[test]
    fn llm_node_empty_skill_name_errors() {
        let mut graph = graph_with(
            vec![
                ("l", llm_node("l", None, Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );
        graph.enabled_skills = Some(vec!["code-review".into()]);
        if let NodeType::Llm(ref mut n) = graph.nodes.get_mut("l").unwrap().node_type {
            n.enabled_skills = Some(vec!["".into()]);
        }

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("empty skill name")),
            "expected empty-skill-name error, got: {:?}",
            result.errors
        );
    }

    #[test]
    fn llm_node_skill_when_no_graph_set_is_permitted_by_validator() {
        let mut graph = graph_with(
            vec![
                ("l", llm_node("l", None, Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );
        if let NodeType::Llm(ref mut n) = graph.nodes.get_mut("l").unwrap().node_type {
            n.enabled_skills = Some(vec!["anything".into()]);
        }

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("enabled_skills")),
            "validator should not block when graph.enabled_skills is None: {:?}",
            result.errors
        );
    }

    fn agent_ctx(tools: &[&str], mcp: &[&str]) -> AgentValidationContext {
        AgentValidationContext {
            tool_names: tools.iter().map(|s| s.to_string()).collect(),
            mcp_servers: mcp.iter().map(|s| s.to_string()).collect(),
            app_config: Arc::new(AppConfig::default()),
        }
    }

    fn llm_node_with(id: &str, tools: Option<Vec<&str>>, model: Option<&str>) -> Node {
        let mut node = llm_node(id, None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.tools = tools.map(|t| t.iter().map(|s| s.to_string()).collect());
            n.model = model.map(String::from);
        }

        node
    }

    fn llm_node_with_mcp_tools(id: &str, servers: &[&str]) -> Node {
        let mut node = llm_node(id, None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            let mut mcp_tools = IndexMap::new();
            for server in servers {
                mcp_tools.insert(server.to_string(), vec!["get_*".to_string()]);
            }
            n.mcp_tools = Some(mcp_tools);
        }

        node
    }

    #[test]
    fn llm_node_unknown_tool_is_an_error() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with("l", Some(vec!["bogus_tool"]), None)),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator()
            .with_agent_context(agent_ctx(&["read_query"], &[]))
            .validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("bogus_tool"))
        );
    }

    #[test]
    fn llm_node_known_tool_passes() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with("l", Some(vec!["read_query"]), None)),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator()
            .with_agent_context(agent_ctx(&["read_query"], &[]))
            .validate(&graph);

        assert!(result.is_valid());
    }

    #[test]
    fn llm_node_unknown_mcp_server_is_an_error() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with("l", Some(vec!["mcp:bogus"]), None)),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator()
            .with_agent_context(agent_ctx(&[], &["pubmed-search"]))
            .validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("mcp:bogus"))
        );
    }

    #[test]
    fn llm_node_known_mcp_server_passes() {
        let graph = graph_with(
            vec![
                (
                    "l",
                    llm_node_with("l", Some(vec!["mcp:pubmed-search"]), None),
                ),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator()
            .with_agent_context(agent_ctx(&[], &["pubmed-search"]))
            .validate(&graph);

        assert!(result.is_valid());
    }

    #[test]
    fn llm_node_mcp_tools_enabled_server_passes() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with_mcp_tools("l", &["github"])),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator()
            .with_agent_context(agent_ctx(&[], &["github"]))
            .validate(&graph);

        assert!(result.is_valid());
    }

    #[test]
    fn llm_node_mcp_tools_unknown_server_is_an_error() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with_mcp_tools("l", &["slack"])),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator()
            .with_agent_context(agent_ctx(&[], &["github"]))
            .validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("'slack' not enabled"))
        );
    }

    #[test]
    fn llm_node_mcp_tools_alias_key_passes() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with_mcp_tools("l", &["gh"])),
                ("end", end_node("end")),
            ],
            "l",
        );
        let mut ctx = agent_ctx(&[], &["github-mcp"]);
        let mut app = AppConfig::default();
        app.mapping_mcp_servers
            .insert("gh".to_string(), "github-mcp".to_string());
        ctx.app_config = Arc::new(app);

        let result = validator().with_agent_context(ctx).validate(&graph);

        assert!(result.is_valid(), "errors: {:?}", result.errors);
    }

    #[test]
    fn llm_node_mcp_tools_key_matching_alias_expansion_passes() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with_mcp_tools("l", &["github-mcp"])),
                ("end", end_node("end")),
            ],
            "l",
        );
        let mut ctx = agent_ctx(&[], &["gh"]);
        let mut app = AppConfig::default();
        app.mapping_mcp_servers
            .insert("gh".to_string(), "github-mcp".to_string());
        ctx.app_config = Arc::new(app);

        let result = validator().with_agent_context(ctx).validate(&graph);

        assert!(result.is_valid(), "errors: {:?}", result.errors);
    }

    #[test]
    fn llm_node_mcp_tools_with_all_sentinel_passes() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with_mcp_tools("l", &["github"])),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator()
            .with_agent_context(agent_ctx(&[], &["all"]))
            .validate(&graph);

        assert!(result.is_valid(), "errors: {:?}", result.errors);
    }

    #[test]
    fn llm_node_unknown_model_is_an_error() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with("l", None, Some("nonexistent:model"))),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator()
            .with_agent_context(agent_ctx(&[], &[]))
            .validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("nonexistent:model"))
        );
    }

    #[test]
    fn llm_node_validation_skipped_without_agent_context() {
        let graph = graph_with(
            vec![
                ("l", llm_node_with("l", Some(vec!["bogus_tool"]), None)),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(result.is_valid());
    }

    #[test]
    fn rag_node_without_documents_errors() {
        let graph = graph_with(
            vec![("r", rag_node("r", &[], true)), ("end", end_node("end"))],
            "r",
        );

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("no 'documents'") && e.node_id.as_deref() == Some("r"))
        );
    }

    #[test]
    fn rag_node_without_state_updates_warns() {
        let graph = graph_with(
            vec![
                ("r", rag_node("r", &["./docs"], false)),
                ("end", end_node("end")),
            ],
            "r",
        );

        let result = validator().validate(&graph);

        assert!(result.is_valid());
        assert!(
            result
                .warnings
                .iter()
                .any(|w| w.message.contains("no 'state_updates'"))
        );
    }

    #[test]
    fn valid_rag_node_produces_no_findings() {
        let graph = graph_with(
            vec![
                ("r", rag_node("r", &["./docs"], true)),
                ("end", end_node("end")),
            ],
            "r",
        );

        let result = validator().validate(&graph);

        assert!(result.is_valid());
        assert!(
            !result
                .warnings
                .iter()
                .any(|w| w.message.contains("RAG node"))
        );
    }

    /// Guards the fail-open branch in `rag_driver_error`. If this fails,
    /// `RagData::validate()` grew a precondition the probe fixture no longer
    /// satisfies and rag-node driver validation has silently switched itself off.
    /// Repair the fixture in `rag_driver_probe`; do not delete this test.
    #[test]
    fn rag_driver_probe_fixture_is_accepted() {
        let default_driver = RagData::default().driver;
        assert!(
            rag_driver_probe(&default_driver).validate().is_ok(),
            "probe fixture rejected for the default driver '{default_driver}'"
        );
    }

    #[test]
    fn rag_driver_error_defers_to_ragdata_validate() {
        assert_eq!(rag_driver_error("yaml"), None);
        assert_eq!(rag_driver_error("duckdb"), None);

        let message = rag_driver_error("duckdbb").expect("unknown driver must be rejected");
        assert!(message.contains("duckdbb"), "got: {message}");
    }

    #[test]
    fn rag_node_with_unknown_driver_errors_naming_the_node() {
        let mut node = rag_node("kb", &["./docs"], true);
        if let NodeType::Rag(ref mut r) = node.node_type {
            r.driver = Some("postgres".into());
        }
        let graph = graph_with(vec![("kb", node), ("end", end_node("end"))], "kb");

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        let err = result.into_result().unwrap_err().to_string();
        assert!(err.contains("[kb]"), "must name the node: {err}");
        assert!(err.contains("postgres"), "must name the driver: {err}");
    }

    #[test]
    fn rag_node_with_duckdb_driver_produces_no_findings() {
        let mut node = rag_node("kb", &["./docs"], true);
        if let NodeType::Rag(ref mut r) = node.node_type {
            r.driver = Some("duckdb".into());
        }
        let graph = graph_with(vec![("kb", node), ("end", end_node("end"))], "kb");

        assert!(validator().validate(&graph).is_valid());
    }

    fn agent_node(id: &str, agent: &str, next: Option<&str>) -> Node {
        Node {
            id: id.into(),
            description: String::new(),
            node_type: NodeType::Agent(AgentNode {
                agent: agent.into(),
                prompt: "hi".into(),
                state_updates: None,
                output_schema: None,
                timeout: None,
                max_attempts: 1,
                fallback: None,
                inputs: None,
                teammates: false,
            }),
            next: next.map(NextTargets::from),
        }
    }

    fn validator() -> GraphValidator {
        GraphValidator::new(env::current_dir().unwrap()).with_skill_exists(|_: &str| true)
    }

    #[test]
    fn valid_simple_graph_passes() {
        let mut start = end_node("start");
        start.next = Some("end".into());
        let graph = graph_with(vec![("start", start), ("end", end_node("end"))], "start");

        let result = validator().validate(&graph);

        assert!(result.is_valid(), "errors: {:?}", result.errors);
    }

    #[test]
    fn flags_missing_node_reference_in_next() {
        let mut n = end_node("n1");
        n.next = Some("nope".into());
        let graph = graph_with(vec![("n1", n), ("end", end_node("end"))], "n1");

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("non-existent node 'nope'")
                    && e.node_id.as_deref() == Some("n1"))
        );
    }

    #[test]
    fn flags_missing_approval_route_target() {
        let approval = approval_node(
            "ap",
            &["yes", "no"],
            &[("yes", "end"), ("no", "missing")],
            "end",
        );
        let graph = graph_with(vec![("ap", approval), ("end", end_node("end"))], "ap");

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("non-existent node 'missing'"))
        );
    }

    #[test]
    fn flags_missing_approval_on_other_target() {
        let approval = approval_node("ap", &["yes"], &[("yes", "end")], "missing");
        let graph = graph_with(vec![("ap", approval), ("end", end_node("end"))], "ap");

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("non-existent node 'missing'")
                    && e.message.contains("on_other"))
        );
    }

    #[test]
    fn flags_missing_script_fallback_target() {
        let scr = script_node("s", "does-not-exist.py", Some("nowhere"));
        let graph = graph_with(vec![("s", scr), ("end", end_node("end"))], "s");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("non-existent node 'nowhere'"))
        );
    }

    #[test]
    fn flags_missing_agent_fallback_target() {
        let mut a = agent_node("a", "helper", Some("end"));
        if let NodeType::Agent(ref mut an) = a.node_type {
            an.fallback = Some("ghost".into());
        }
        let graph = graph_with(vec![("a", a), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("non-existent node 'ghost'")
                    && e.message.contains("agent 'fallback'"))
        );
    }

    #[test]
    fn agent_fallback_target_is_not_flagged_unreachable() {
        let mut a = agent_node("a", "helper", Some("end"));
        if let NodeType::Agent(ref mut an) = a.node_type {
            an.fallback = Some("recover".into());
        }
        let recover = agent_node("recover", "helper", Some("end"));
        let graph = graph_with(
            vec![("a", a), ("recover", recover), ("end", end_node("end"))],
            "a",
        );

        let result = validator().validate(&graph);

        assert!(
            !result
                .warnings
                .iter()
                .any(|w| w.node_id.as_deref() == Some("recover")
                    && w.message.contains("unreachable")),
            "fallback target 'recover' incorrectly marked unreachable: {:?}",
            result.warnings
        );
    }

    #[test]
    fn detects_two_node_cycle() {
        let mut a = end_node("a");
        a.next = Some("b".into());
        let mut b = end_node("b");
        b.next = Some("a".into());
        let graph = graph_with(vec![("a", a), ("b", b)], "a");

        let result = validator().validate(&graph);

        assert!(!result.is_valid());
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("Cycle detected"))
        );
    }

    #[test]
    fn detects_self_loop_as_cycle() {
        let mut a = end_node("a");
        a.next = Some("a".into());
        let graph = graph_with(vec![("a", a)], "a");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("Cycle detected"))
        );
    }

    #[test]
    fn warns_on_unreachable_node() {
        let graph = graph_with(
            vec![("start", end_node("start")), ("orphan", end_node("orphan"))],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            result.warnings.iter().any(
                |w| w.node_id.as_deref() == Some("orphan") && w.message.contains("unreachable")
            )
        );
    }

    #[test]
    fn errors_when_graph_has_no_end_node_at_all() {
        let mut a = agent_node("a", "__no_such_agent__", Some("b"));
        let b = agent_node("b", "__no_such_agent__", None);
        a.next = Some("b".into());
        let graph = graph_with(vec![("a", a), ("b", b)], "a");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("no end nodes")),
            "errors: {:?}",
            result.errors
        );
    }

    #[test]
    fn warns_when_end_exists_but_not_reachable() {
        let start = Node {
            id: "start".into(),
            description: String::new(),
            node_type: NodeType::Input(InputNode {
                question: "?".into(),
                default: None,
                validation: None,
                state_updates: None,
            }),
            next: None,
        };
        let graph = graph_with(
            vec![("start", start), ("orphan_end", end_node("orphan_end"))],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(result.is_valid(), "unexpected errors: {:?}", result.errors);
        assert!(
            result
                .warnings
                .iter()
                .any(|w| w.message.contains("No end node is reachable"))
        );
    }

    #[test]
    fn errors_when_script_file_missing() {
        let scr = script_node("s", "definitely-not-here.py", None);
        let mut start = end_node("start");
        start.next = Some("s".into());
        let graph = graph_with(
            vec![("start", start), ("s", scr), ("end", end_node("end"))],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("Script file not found")
                    && e.node_id.as_deref() == Some("s"))
        );
    }

    #[test]
    fn errors_when_referenced_agent_missing() {
        let agent = agent_node("a", "__definitely_no_such_agent__", Some("end"));
        let graph = graph_with(vec![("a", agent), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(result.errors.iter().any(|e| {
            e.message
                .contains("Agent '__definitely_no_such_agent__' not found")
        }));
    }

    #[test]
    fn errors_when_approval_option_has_no_route() {
        let approval = approval_node("ap", &["yes", "no"], &[("yes", "end")], "end");
        let graph = graph_with(vec![("ap", approval), ("end", end_node("end"))], "ap");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("'no' has no route defined"))
        );
    }

    #[test]
    fn warns_when_approval_has_extra_route() {
        let approval = approval_node("ap", &["yes"], &[("yes", "end"), ("maybe", "end")], "end");
        let graph = graph_with(vec![("ap", approval), ("end", end_node("end"))], "ap");

        let result = validator().validate(&graph);

        assert!(result.warnings.iter().any(|w| {
            w.message
                .contains("Route 'maybe' has no corresponding option")
        }));
    }

    #[test]
    fn into_result_aggregates_all_errors() {
        let mut a = end_node("a");
        a.next = Some("missing1".into());
        let mut b = end_node("b");
        b.next = Some("missing2".into());
        let graph = graph_with(vec![("a", a), ("b", b)], "a");

        let err = validator()
            .validate(&graph)
            .into_result()
            .unwrap_err()
            .to_string();

        assert!(err.contains("missing1"), "got: {err}");
        assert!(err.contains("missing2"), "got: {err}");
        assert!(err.contains("validation failed"), "got: {err}");
    }

    #[test]
    fn into_result_returns_ok_when_no_errors() {
        let mut start = end_node("start");
        start.next = Some("end".into());

        let graph = graph_with(vec![("start", start), ("end", end_node("end"))], "start");

        assert!(validator().validate(&graph).into_result().is_ok());
    }

    #[test]
    fn cycle_detector_treats_fan_out_diamond_as_a_valid_dag() {
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["a".into(), "b".into()]));
        let mut a = end_node("a");
        a.next = Some("join".into());
        let mut b = end_node("b");
        b.next = Some("join".into());
        let mut join = end_node("join");
        join.next = Some("end".into());

        let graph = graph_with(
            vec![
                ("start", start),
                ("a", a),
                ("b", b),
                ("join", join),
                ("end", end_node("end")),
            ],
            "start",
        );

        let result = validator().validate(&graph);
        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("Cycle detected")),
            "fan-out diamond incorrectly reported as cycle: {:?}",
            result.errors
        );
    }

    #[test]
    fn reachability_visits_every_member_of_many_next_targets() {
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["a".into(), "b".into(), "c".into()]));
        let graph = graph_with(
            vec![
                ("start", start),
                ("a", end_node("a")),
                ("b", end_node("b")),
                ("c", end_node("c")),
            ],
            "start",
        );

        let result = validator().validate(&graph);

        for orphan in ["a", "b", "c"] {
            assert!(
                !result
                    .warnings
                    .iter()
                    .any(|w| w.node_id.as_deref() == Some(orphan)
                        && w.message.contains("unreachable")),
                "fan-out target '{orphan}' incorrectly marked unreachable: {:?}",
                result.warnings
            );
        }
    }

    #[test]
    fn node_reference_check_catches_missing_member_inside_many() {
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["a".into(), "ghost".into()]));
        let graph = graph_with(vec![("start", start), ("a", end_node("a"))], "start");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("non-existent node 'ghost'")
                    && e.node_id.as_deref() == Some("start")),
            "expected error for missing 'ghost' target in Many: {:?}",
            result.errors
        );
    }

    #[test]
    fn node_reference_check_catches_missing_map_branch_target() {
        let map = Node {
            id: "fan".into(),
            description: String::new(),
            node_type: NodeType::Map(MapNode {
                over: "{{items}}".into(),
                as_name: "item".into(),
                branch: "no_such_node".into(),
                output_key: "output".into(),
                collect_into: "results".into(),
                max_concurrency: None,
            }),
            next: Some("end".into()),
        };
        let graph = graph_with(vec![("fan", map), ("end", end_node("end"))], "fan");

        let result = validator().validate(&graph);
        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("non-existent node 'no_such_node'")
                    && e.message.contains("map 'branch'")),
            "expected error for missing map branch: {:?}",
            result.errors
        );
    }

    fn map_node_basic(id: &str, branch: &str, next: Option<&str>) -> Node {
        Node {
            id: id.into(),
            description: String::new(),
            node_type: NodeType::Map(MapNode {
                over: "{{items}}".into(),
                as_name: "item".into(),
                branch: branch.into(),
                output_key: "output".into(),
                collect_into: "results".into(),
                max_concurrency: None,
            }),
            next: next.map(NextTargets::from),
        }
    }

    fn llm_with_state_updates(id: &str, updates: &[(&str, &str)], next: Option<&str>) -> Node {
        let mut node = llm_node(id, None, next);
        if let NodeType::Llm(ref mut n) = node.node_type {
            let mut map: HashMap<String, String> = HashMap::new();
            for (k, v) in updates {
                map.insert((*k).into(), (*v).into());
            }
            n.state_updates = Some(map);
        }
        node
    }

    fn llm_with_output_schema(id: &str, properties: &[&str], next: Option<&str>) -> Node {
        let mut node = llm_node(id, None, next);
        if let NodeType::Llm(ref mut n) = node.node_type {
            let mut props = serde_json::Map::new();
            for k in properties {
                props.insert((*k).to_string(), serde_json::json!({ "type": "string" }));
            }
            n.output_schema = Some(serde_json::json!({
                "type": "object",
                "properties": props,
            }));
        }
        node
    }

    fn script_with_state_updates(id: &str, updates: &[(&str, &str)]) -> Node {
        let mut node = script_node(id, "Cargo.toml", None);
        if let NodeType::Script(ref mut n) = node.node_type {
            let mut map: HashMap<String, String> = HashMap::new();
            for (k, v) in updates {
                map.insert((*k).into(), (*v).into());
            }
            n.state_updates = Some(map);
        }
        node
    }

    fn fan_out_graph_with_two_workers(worker_a: Node, worker_b: Node) -> Graph {
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec![
            "worker_a".into(),
            "worker_b".into(),
        ]));
        graph_with(
            vec![
                ("start", start),
                ("worker_a", worker_a),
                ("worker_b", worker_b),
                ("end", end_node("end")),
            ],
            "start",
        )
    }

    #[test]
    fn parallel_writes_to_same_key_without_reducer_errors() {
        let a = llm_with_state_updates("worker_a", &[("summary", "{{output}}")], Some("end"));
        let b = llm_with_state_updates("worker_b", &[("summary", "{{output}}")], Some("end"));
        let graph = fan_out_graph_with_two_workers(a, b);

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e
                .message
                .contains("nodes [worker_a, worker_b] all write key 'summary'")),
            "expected reducer-collision error for `summary`: {:?}",
            result.errors
        );
    }

    #[test]
    fn parallel_writes_to_same_key_with_reducer_pass() {
        let a = llm_with_state_updates("worker_a", &[("summary", "{{output}}")], Some("end"));
        let b = llm_with_state_updates("worker_b", &[("summary", "{{output}}")], Some("end"));
        let mut graph = fan_out_graph_with_two_workers(a, b);
        graph.reducers.insert("summary".into(), Reducer::Concat);

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("no reducer is declared")),
            "expected no reducer-collision error when reducer is declared: {:?}",
            result.errors
        );
    }

    #[test]
    fn parallel_writes_to_disjoint_keys_pass() {
        let a = llm_with_state_updates("worker_a", &[("a_out", "{{output}}")], Some("end"));
        let b = llm_with_state_updates("worker_b", &[("b_out", "{{output}}")], Some("end"));
        let graph = fan_out_graph_with_two_workers(a, b);

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("no reducer is declared")),
            "expected no collision for disjoint keys: {:?}",
            result.errors
        );
    }

    #[test]
    fn output_schema_top_level_keys_count_as_parallel_writes() {
        let a = llm_with_output_schema("worker_a", &["summary"], Some("end"));
        let b = llm_with_output_schema("worker_b", &["summary"], Some("end"));
        let graph = fan_out_graph_with_two_workers(a, b);

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e
                .message
                .contains("nodes [worker_a, worker_b] all write key 'summary'")),
            "output_schema top-level keys should count as writes: {:?}",
            result.errors
        );
    }

    #[test]
    fn three_parallel_writers_collision_lists_all_writers() {
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["a".into(), "b".into(), "c".into()]));
        let graph = graph_with(
            vec![
                ("start", start),
                (
                    "a",
                    llm_with_state_updates("a", &[("k", "{{output}}")], Some("end")),
                ),
                (
                    "b",
                    llm_with_state_updates("b", &[("k", "{{output}}")], Some("end")),
                ),
                (
                    "c",
                    llm_with_state_updates("c", &[("k", "{{output}}")], Some("end")),
                ),
                ("end", end_node("end")),
            ],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("nodes [a, b, c]") && e.message.contains("'k'")),
            "expected error listing all three writers a, b, c: {:?}",
            result.errors
        );
    }

    #[test]
    fn approval_node_as_immediate_fan_out_target_errors() {
        let approval = approval_node("ap", &["yes"], &[("yes", "end")], "end");
        let other = end_node("other");
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["ap".into(), "other".into()]));
        let graph = graph_with(
            vec![
                ("start", start),
                ("ap", approval),
                ("other", other),
                ("end", end_node("end")),
            ],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("approval node")
                    && e.message.contains("fan-out")
                    && e.node_id.as_deref() == Some("ap")),
            "expected approval-in-fan-out error: {:?}",
            result.errors
        );
    }

    #[test]
    fn input_node_as_immediate_fan_out_target_errors() {
        let input = Node {
            id: "in".into(),
            description: String::new(),
            node_type: NodeType::Input(InputNode {
                question: "?".into(),
                default: None,
                validation: None,
                state_updates: None,
            }),
            next: Some("end".into()),
        };
        let other = end_node("other");
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["in".into(), "other".into()]));
        let graph = graph_with(
            vec![
                ("start", start),
                ("in", input),
                ("other", other),
                ("end", end_node("end")),
            ],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("input node")
                    && e.message.contains("fan-out")
                    && e.node_id.as_deref() == Some("in")),
            "expected input-in-fan-out error: {:?}",
            result.errors
        );
    }

    #[test]
    fn approval_after_join_passes() {
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["a".into(), "b".into()]));
        let mut a = end_node("a");
        a.next = Some("ap".into());
        let mut b = end_node("b");
        b.next = Some("ap".into());
        let approval = approval_node("ap", &["yes"], &[("yes", "end")], "end");
        let graph = graph_with(
            vec![
                ("start", start),
                ("a", a),
                ("b", b),
                ("ap", approval),
                ("end", end_node("end")),
            ],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("fan-out") && e.node_id.as_deref() == Some("ap")),
            "approval AFTER join should be fine (v1 only checks immediate successors): {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_cannot_be_approval() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = approval_node("br", &["yes"], &[("yes", "end")], "end");
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("approval node")
                    && e.message.contains("map branch")
                    && e.node_id.as_deref() == Some("m")),
            "expected map-branch-is-approval error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_cannot_be_input() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = Node {
            id: "br".into(),
            description: String::new(),
            node_type: NodeType::Input(InputNode {
                question: "?".into(),
                default: None,
                validation: None,
                state_updates: None,
            }),
            next: Some("end".into()),
        };
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("input node")
                    && e.message.contains("map branch")
                    && e.node_id.as_deref() == Some("m")),
            "expected map-branch-is-input error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_cannot_be_end() {
        let map = map_node_basic("m", "br", Some("done"));
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", end_node("br")),
                ("done", end_node("done")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message.contains("end node")
                && e.message.contains("collect mechanism")
                && e.node_id.as_deref() == Some("m")),
            "expected map-branch-is-end error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_cannot_be_another_map() {
        let outer = map_node_basic("outer", "inner", Some("end"));
        let inner = map_node_basic("inner", "end", Some("end"));
        let graph = graph_with(
            vec![("outer", outer), ("inner", inner), ("end", end_node("end"))],
            "outer",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("itself a map node")
                    && e.node_id.as_deref() == Some("outer")),
            "expected nested-map error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_with_in_subgraph_next_passes() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", None, Some("br2"));
        let br2 = llm_with_state_updates("br2", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("br2", br2),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.is_empty(),
            "a branch chaining to a node inside its own subgraph is valid: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_next_to_end_node_errors() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], Some("somewhere"));
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("somewhere", end_node("somewhere")),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("'somewhere'")
                    && e.message.contains("end node")
                    && e.message.contains("collect mechanism")
                    && !e.message.contains("never honored")
                    && e.node_id.as_deref() == Some("m")),
            "expected end-node-in-subgraph error attributed to the map: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_next_escaping_to_main_flow_errors() {
        let map = map_node_basic("m", "br", Some("after"));
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], Some("after"));
        let after = llm_node("after", None, Some("end"));
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("after", after),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message.contains("main flow")
                && e.message.contains("[after")
                && e.node_id.as_deref() == Some("m")),
            "expected shared-with-main-flow error naming 'after': {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_state_updates_matching_output_key_passes() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            !result.errors.iter().any(|e| e
                .message
                .contains("map branches may only write through their `output_key`")),
            "valid map branch should not error on writes: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_state_updates_scratch_key_passes() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_with_state_updates("br", &[("not_output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.is_empty(),
            "branch-local scratch writes are allowed: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_with_output_schema_passes() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_with_output_schema("br", &["foo", "bar"], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.is_empty(),
            "an output_schema on a branch node is allowed: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_disallowed_node_reached_via_fallback_gets_hint() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", Some("end"), None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message.contains("'end'")
                && e.message.contains("end node")
                && e.message.contains("never honored")
                && e.node_id.as_deref() == Some("m")),
            "expected end-node error with the fallback hint: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_agent_fallback_escaping_the_branch_gets_hint() {
        let map = map_node_basic("m", "br", Some("end"));
        let mut branch = agent_node("br", "helper", None);
        if let NodeType::Agent(ref mut an) = branch.node_type {
            an.fallback = Some("end".into());
        }
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message.contains("'end'")
                && e.message.contains("end node")
                && e.message.contains("never honored")
                && e.node_id.as_deref() == Some("m")),
            "expected end-node error with the fallback hint: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_agent_fallback_to_branch_local_node_passes() {
        let map = map_node_basic("m", "br", Some("end"));
        let mut branch = agent_node("br", "helper", None);
        if let NodeType::Agent(ref mut an) = branch.node_type {
            an.fallback = Some("recover".into());
        }
        let recover = agent_node("recover", "helper", None);
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("recover", recover),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        // Agent-existence errors on 'br'/'recover' are expected (no agent
        // dirs in the test cwd); branch-locality errors land on the map.
        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.node_id.as_deref() == Some("m")),
            "a branch-local agent fallback is allowed: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_llm_fallback_to_branch_local_script_passes() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", Some("recover"), None);
        let recover = script_node("recover", "Cargo.toml", None);
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("recover", recover),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(result.errors.is_empty(), "{:?}", result.errors);
        assert!(
            !result
                .warnings
                .iter()
                .any(|w| w.node_id.as_deref() == Some("m")),
            "a branch-local script fallback raises nothing on the map: {:?}",
            result.warnings
        );
    }

    #[test]
    fn map_branch_deep_approval_node_errors_on_the_map() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", None, Some("gate"));
        let gate = approval_node("gate", &["yes"], &[("yes", "end")], "end");
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("gate", gate),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message.contains("'gate'")
                && e.message.contains("approval node")
                && e.message.contains("map branch")
                && e.node_id.as_deref() == Some("m")),
            "expected deep approval error attributed to the map: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_fan_out_inside_subgraph_errors() {
        let map = map_node_basic("m", "br", Some("end"));
        let mut branch = llm_node("br", None, None);
        branch.next = Some(NextTargets::Many(vec!["x".into(), "y".into()]));
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("x", llm_node("x", None, None)),
                ("y", llm_node("y", None, None)),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message.contains("'br'")
                && e.message.contains("fan-out inside a map branch")
                && e.node_id.as_deref() == Some("m")),
            "expected fan-out-in-branch error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_branch_sharing_node_with_main_flow_errors() {
        let mut start = llm_node("s", None, None);
        start.next = Some(NextTargets::Many(vec!["m".into(), "shared".into()]));
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", None, Some("shared"));
        let shared = llm_with_state_updates("shared", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![
                ("s", start),
                ("m", map),
                ("br", branch),
                ("shared", shared),
                ("end", end_node("end")),
            ],
            "s",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message.contains("main flow")
                && e.message.contains("[shared]")
                && e.node_id.as_deref() == Some("m")),
            "expected shared-node error naming only 'shared': {:?}",
            result.errors
        );
    }

    #[test]
    fn two_maps_sharing_a_subgraph_pass() {
        let first = map_node_basic("m1", "br", Some("m2"));
        let second = map_node_basic("m2", "br", Some("end"));
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![
                ("m1", first),
                ("m2", second),
                ("br", branch),
                ("end", end_node("end")),
            ],
            "m1",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.is_empty(),
            "two maps may share a branch subgraph: {:?}",
            result.errors
        );
    }

    fn output_key_warnings(result: &ValidationResult) -> Vec<&ValidationError> {
        result
            .warnings
            .iter()
            .filter(|w| w.message.contains("declares a write to output_key"))
            .collect()
    }

    #[test]
    fn map_branch_without_declared_output_writer_warns() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", None, None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(result.errors.is_empty(), "{:?}", result.errors);
        let warnings = output_key_warnings(&result);
        assert_eq!(warnings.len(), 1, "{:?}", result.warnings);
        assert_eq!(warnings[0].node_id.as_deref(), Some("m"));
        assert!(
            warnings[0]
                .message
                .contains("branch subgraph of map 'm' declares a write to output_key 'output'"),
            "{}",
            warnings[0].message
        );
    }

    #[test]
    fn map_branch_script_in_subgraph_suppresses_missing_writer_warning() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", None, Some("finish"));
        let finish = script_node("finish", "Cargo.toml", None);
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("finish", finish),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(result.errors.is_empty(), "{:?}", result.errors);
        assert!(
            output_key_warnings(&result).is_empty(),
            "a script anywhere in the subgraph may write the key: {:?}",
            result.warnings
        );
    }

    #[test]
    fn map_branch_state_updates_deeper_in_chain_suppress_missing_writer_warning() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", None, Some("br2"));
        let br2 = llm_with_state_updates("br2", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("br2", br2),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(result.errors.is_empty(), "{:?}", result.errors);
        assert!(
            output_key_warnings(&result).is_empty(),
            "state_updates naming output_key anywhere in the chain is a declared write: {:?}",
            result.warnings
        );
    }

    #[test]
    fn map_branch_output_schema_naming_output_key_suppresses_missing_writer_warning() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_with_output_schema("br", &["output", "notes"], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(result.errors.is_empty(), "{:?}", result.errors);
        assert!(
            output_key_warnings(&result).is_empty(),
            "an output_schema property naming output_key is a declared write: {:?}",
            result.warnings
        );
    }

    #[test]
    fn map_branch_three_node_chain_validates_clean() {
        let map = map_node_basic("m", "a", Some("end"));
        let a = llm_node("a", None, Some("b"));
        let b = llm_with_state_updates("b", &[("draft", "{{output}}")], Some("c"));
        let c = llm_with_state_updates("c", &[("output", "{{draft}}")], None);
        let graph = graph_with(
            vec![
                ("m", map),
                ("a", a),
                ("b", b),
                ("c", c),
                ("end", end_node("end")),
            ],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(result.errors.is_empty(), "{:?}", result.errors);
        assert!(
            output_key_warnings(&result).is_empty(),
            "{:?}",
            result.warnings
        );
    }

    #[test]
    fn main_flow_reachable_does_not_enter_map_branches() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_node("br", None, Some("br2"));
        let br2 = llm_node("br2", Some("end"), None);
        let graph = graph_with(
            vec![
                ("m", map),
                ("br", branch),
                ("br2", br2),
                ("end", end_node("end")),
            ],
            "m",
        );

        assert_eq!(ids(&main_flow_reachable(&graph)), vec!["end", "m"]);
        assert_eq!(
            ids(&find_reachable_nodes(&graph)),
            vec!["br", "br2", "end", "m"]
        );
    }

    #[test]
    fn main_flow_reachable_follows_approval_routes() {
        let gate = approval_node("gate", &["yes"], &[("yes", "m")], "end");
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![
                ("gate", gate),
                ("m", map),
                ("br", branch),
                ("end", end_node("end")),
            ],
            "gate",
        );

        assert_eq!(ids(&main_flow_reachable(&graph)), vec!["end", "gate", "m"]);
    }

    #[test]
    fn script_in_fan_out_without_state_updates_errors() {
        let a = script_node("worker_a", "Cargo.toml", None);
        let b = end_node("worker_b");
        let graph = fan_out_graph_with_two_workers(a, b);

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(
                |e| e.message.contains("script node is in a parallel branch")
                    && e.message.contains("no `state_updates`")
                    && e.node_id.as_deref() == Some("worker_a")
            ),
            "expected script-no-state-updates-in-parallel error: {:?}",
            result.errors
        );
    }

    #[test]
    fn script_in_fan_out_with_state_updates_passes() {
        let a = script_with_state_updates("worker_a", &[("result_a", "{{output.x}}")]);
        let b = end_node("worker_b");
        let graph = fan_out_graph_with_two_workers(a, b);

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("script node is in a parallel branch")),
            "script with state_updates should pass C.6: {:?}",
            result.errors
        );
    }

    #[test]
    fn script_outside_fan_out_without_state_updates_passes() {
        let mut start = end_node("start");
        start.next = Some("s".into());
        let s = script_node("s", "Cargo.toml", None);
        let graph = graph_with(
            vec![("start", start), ("s", s), ("end", end_node("end"))],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("parallel branch")),
            "script outside fan-out should not trigger C.6: {:?}",
            result.errors
        );
    }

    #[test]
    fn settings_max_concurrency_zero_errors() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.settings.max_concurrency = 0;

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("settings.max_concurrency must be >= 1")),
            "expected graph-level max_concurrency=0 error: {:?}",
            result.errors
        );
    }

    #[test]
    fn settings_max_concurrency_above_semaphore_limit_errors() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.settings.max_concurrency = Semaphore::MAX_PERMITS + 1;

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message.contains(&format!(
                "settings.max_concurrency must be <= {} (got {})",
                Semaphore::MAX_PERMITS,
                Semaphore::MAX_PERMITS + 1
            ))),
            "expected graph-level max_concurrency upper-bound error: {:?}",
            result.errors
        );
    }

    #[test]
    fn settings_max_concurrency_default_is_valid() {
        let graph = graph_with(vec![("e", end_node("e"))], "e");

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("max_concurrency")),
            "default max_concurrency should not error: {:?}",
            result.errors
        );
    }

    #[test]
    fn zero_max_agent_depth_warns() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.max_agent_depth = Some(0);

        let result = validator().validate(&graph);

        assert!(result.is_valid());
        assert!(
            result
                .warnings
                .iter()
                .any(|w| w.message.contains("`max_agent_depth: 0`")),
            "expected max_agent_depth=0 warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn zero_max_concurrent_agents_warns() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.max_concurrent_agents = Some(0);

        let result = validator().validate(&graph);

        assert!(result.is_valid());
        assert!(
            result
                .warnings
                .iter()
                .any(|w| w.message.contains("`max_concurrent_agents: 0`")),
            "expected max_concurrent_agents=0 warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn unset_orchestration_limits_do_not_warn() {
        let graph = graph_with(vec![("e", end_node("e"))], "e");

        let result = validator().validate(&graph);

        assert!(
            !result.warnings.iter().any(|w| {
                w.message.contains("max_agent_depth") || w.message.contains("max_concurrent_agents")
            }),
            "unset limits should not warn: {:?}",
            result.warnings
        );
    }

    fn variable(name: &str) -> crate::config::AgentVariable {
        crate::config::AgentVariable {
            name: name.into(),
            ..Default::default()
        }
    }

    fn shadowing_warnings(result: &ValidationResult) -> Vec<&ValidationError> {
        result
            .warnings
            .iter()
            .filter(|w| w.message.contains("shadowed"))
            .collect()
    }

    #[test]
    fn variable_shadowed_by_initial_state_key_warns() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.variables = vec![variable("region")];
        graph
            .initial_state
            .insert("region".into(), serde_json::json!("us-east-1"));

        let result = validator().validate(&graph);

        assert!(result.is_valid());
        let w = shadowing_warnings(&result);
        assert_eq!(w.len(), 1, "{:?}", result.warnings);
        assert_eq!(w[0].node_id, None);
        assert!(w[0].message.contains("'region'"), "{}", w[0].message);
    }

    #[test]
    fn disjoint_variables_and_initial_state_do_not_warn() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.variables = vec![variable("region")];
        graph
            .initial_state
            .insert("zone".into(), serde_json::json!("a"));

        let result = validator().validate(&graph);

        assert!(
            shadowing_warnings(&result).is_empty(),
            "disjoint names should not warn: {:?}",
            result.warnings
        );
    }

    #[test]
    fn each_shadowed_variable_warns_once() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.variables = vec![variable("region"), variable("tier")];
        graph
            .initial_state
            .insert("region".into(), serde_json::json!("us"));
        graph
            .initial_state
            .insert("tier".into(), serde_json::json!("gold"));

        let result = validator().validate(&graph);

        let w = shadowing_warnings(&result);
        assert_eq!(w.len(), 2, "{:?}", result.warnings);
    }

    fn timeout_warnings(result: &ValidationResult) -> Vec<&ValidationError> {
        result
            .warnings
            .iter()
            .filter(|w| w.message.contains("disables the"))
            .collect()
    }

    #[test]
    fn settings_timeout_zero_warns() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.settings.timeout = Some(0);

        let result = validator().validate(&graph);

        assert!(result.is_valid());
        let w = timeout_warnings(&result);
        assert_eq!(w.len(), 1, "{:?}", result.warnings);
        assert_eq!(w[0].node_id, None);
        assert_eq!(
            w[0].message,
            "settings.timeout: 0 disables the graph wall-clock bound; the run ends only when \
             the graph completes, is aborted, or another limit stops it"
        );
    }

    #[test]
    fn agent_timeout_zero_warns() {
        let mut a = agent_node("a", "worker", Some("end"));
        if let NodeType::Agent(ref mut an) = a.node_type {
            an.timeout = Some(0);
        }
        let graph = graph_with(vec![("a", a), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        let w = timeout_warnings(&result);
        assert_eq!(w.len(), 1, "{:?}", result.warnings);
        assert_eq!(w[0].node_id.as_deref(), Some("a"));
        assert_eq!(
            w[0].message,
            "timeout: 0 disables the wall-clock bound for agent node 'a'; it runs until it returns \
             or an enclosing bound (settings.timeout, an outer agent node's timeout, or abort) ends it"
        );
    }

    #[test]
    fn script_timeout_zero_warns() {
        let mut s = script_node("s", "does-not-exist.py", None);
        if let NodeType::Script(ref mut sn) = s.node_type {
            sn.timeout = 0;
        }
        s.next = Some("end".into());
        let graph = graph_with(vec![("s", s), ("end", end_node("end"))], "s");

        let result = validator().validate(&graph);

        let w = timeout_warnings(&result);
        assert_eq!(w.len(), 1, "{:?}", result.warnings);
        assert_eq!(w[0].node_id.as_deref(), Some("s"));
        assert_eq!(
            w[0].message,
            "timeout: 0 disables the wall-clock bound for script node 's'; it runs until it returns \
             or an enclosing bound (settings.timeout, an outer agent node's timeout, or abort) ends it"
        );
    }

    #[test]
    fn llm_timeout_zero_warns() {
        let mut l = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut ln) = l.node_type {
            ln.timeout = Some(0);
        }
        let graph = graph_with(vec![("l", l), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(result.is_valid(), "errors: {:?}", result.errors);
        let w = timeout_warnings(&result);
        assert_eq!(w.len(), 1, "{:?}", result.warnings);
        assert_eq!(w[0].node_id.as_deref(), Some("l"));
        assert_eq!(
            w[0].message,
            "timeout: 0 disables the wall-clock bound for llm node 'l'; it runs until it returns \
             or an enclosing bound (settings.timeout, an outer agent node's timeout, or abort) ends it"
        );
    }

    #[test]
    fn rag_timeout_zero_warns() {
        let mut r = rag_node("r", &["docs/"], true);
        if let NodeType::Rag(ref mut rn) = r.node_type {
            rn.timeout = Some(0);
        }
        let graph = graph_with(vec![("r", r), ("end", end_node("end"))], "r");

        let result = validator().validate(&graph);

        assert!(result.is_valid(), "errors: {:?}", result.errors);
        let w = timeout_warnings(&result);
        assert_eq!(w.len(), 1, "{:?}", result.warnings);
        assert_eq!(w[0].node_id.as_deref(), Some("r"));
        assert_eq!(
            w[0].message,
            "timeout: 0 disables the wall-clock bound for rag node 'r'; it runs until it returns \
             or an enclosing bound (settings.timeout, an outer agent node's timeout, or abort) ends it"
        );
    }

    #[test]
    fn nonzero_and_unset_timeouts_do_not_warn() {
        let mut a = agent_node("a", "worker", Some("s"));
        if let NodeType::Agent(ref mut an) = a.node_type {
            an.timeout = Some(600);
        }
        let mut s = script_node("s", "does-not-exist.py", None);
        s.next = Some("l".into());
        let l = llm_node("l", None, Some("end"));
        let mut graph = graph_with(
            vec![("a", a), ("s", s), ("l", l), ("end", end_node("end"))],
            "a",
        );
        graph.settings.timeout = Some(30);

        let result = validator().validate(&graph);

        assert!(
            timeout_warnings(&result).is_empty(),
            "non-zero and unset timeouts should not warn: {:?}",
            result.warnings
        );
    }

    #[test]
    fn max_loop_iterations_zero_warns() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.settings.max_loop_iterations = 0;

        let result = validator().validate(&graph);

        assert!(result.is_valid());
        let w = timeout_warnings(&result);
        assert_eq!(w.len(), 1, "{:?}", result.warnings);
        assert!(w[0].node_id.is_none());
        assert_eq!(
            w[0].message,
            "settings.max_loop_iterations: 0 disables the per-node visit cap; a non-converging \
             loop runs until an enclosing timeout or abort"
        );
    }

    #[test]
    fn max_loop_iterations_nonzero_does_not_warn() {
        let mut graph = graph_with(vec![("e", end_node("e"))], "e");
        graph.settings.max_loop_iterations = 5;

        let result = validator().validate(&graph);

        assert!(
            !result
                .warnings
                .iter()
                .any(|w| w.message.contains("max_loop_iterations: 0")),
            "non-zero cap should not warn: {:?}",
            result.warnings
        );
    }

    #[test]
    fn llm_max_iterations_zero_warns() {
        let mut l = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut ln) = l.node_type {
            ln.max_iterations = 0;
        }
        let graph = graph_with(vec![("l", l), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(result.is_valid(), "errors: {:?}", result.errors);
        let w = timeout_warnings(&result);
        assert_eq!(w.len(), 1, "{:?}", result.warnings);
        assert_eq!(w[0].node_id.as_deref(), Some("l"));
        assert_eq!(
            w[0].message,
            "max_iterations: 0 disables the turn cap for llm node 'l'; it runs until the model \
             concludes, the context window fills, an enclosing timeout, or abort"
        );
    }

    #[test]
    fn llm_max_iterations_nonzero_does_not_warn() {
        let graph = graph_with(
            vec![
                ("l", llm_node("l", None, Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(
            !result
                .warnings
                .iter()
                .any(|w| w.message.contains("max_iterations: 0")),
            "non-zero cap should not warn: {:?}",
            result.warnings
        );
    }

    #[test]
    fn llm_zero_cap_and_zero_timeout_warn_in_order() {
        let mut l = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut ln) = l.node_type {
            ln.max_iterations = 0;
            ln.timeout = Some(0);
        }
        let graph = graph_with(vec![("l", l), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(result.is_valid(), "errors: {:?}", result.errors);
        let w = timeout_warnings(&result);
        assert_eq!(w.len(), 2, "{:?}", result.warnings);
        assert!(
            w[0].message
                .starts_with("max_iterations: 0 disables the turn cap")
        );
        assert!(
            w[1].message
                .starts_with("timeout: 0 disables the wall-clock bound")
        );
        assert_eq!(w[0].node_id.as_deref(), Some("l"));
        assert_eq!(w[1].node_id.as_deref(), Some("l"));
    }

    #[test]
    fn map_max_concurrency_above_semaphore_limit_errors() {
        let mut map = map_node_basic("m", "br", Some("end"));
        if let NodeType::Map(ref mut mm) = map.node_type {
            mm.max_concurrency = Some(ConcurrencyCap::Fixed(Semaphore::MAX_PERMITS + 1));
        }
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e
                .message
                .contains(&format!("must be <= {}", Semaphore::MAX_PERMITS))
                && e.node_id.as_deref() == Some("m")),
            "expected map max_concurrency upper-bound error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_max_concurrency_zero_errors() {
        let mut map = map_node_basic("m", "br", Some("end"));
        if let NodeType::Map(ref mut mm) = map.node_type {
            mm.max_concurrency = Some(ConcurrencyCap::Fixed(0));
        }
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e
                .message
                .contains("map node's `max_concurrency` must be >= 1")
                && e.node_id.as_deref() == Some("m")),
            "expected map max_concurrency=0 error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_max_concurrency_none_is_valid() {
        let map = map_node_basic("m", "br", Some("end"));
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("max_concurrency")),
            "map without max_concurrency should not error: {:?}",
            result.errors
        );
    }

    fn map_with_cap(id: &str, branch: &str, next: Option<&str>, cap: &str) -> Node {
        let mut map = map_node_basic(id, branch, next);
        if let NodeType::Map(ref mut mm) = map.node_type {
            mm.max_concurrency = Some(ConcurrencyCap::Template(cap.into()));
        }
        map
    }

    fn map_with_as(id: &str, branch: &str, next: Option<&str>, as_name: &str) -> Node {
        let mut map = map_node_basic(id, branch, next);
        if let NodeType::Map(ref mut mm) = map.node_type {
            mm.as_name = as_name.into();
        }
        map
    }

    #[test]
    fn map_as_equal_output_key_errors() {
        let map = map_with_as("m", "br", Some("end"), "output");
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message
                == "map node 'm': `as` and `output_key` are both 'output'; the item binding \
                    would be collected as the chain's result"
                && e.node_id.as_deref() == Some("m")),
            "expected as/output_key collision error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_as_distinct_from_output_key_passes() {
        let map = map_with_as("m", "br", Some("end"), "item");
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("`as` and `output_key`")),
            "distinct as/output_key must not error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_max_concurrency_non_template_string_errors() {
        let map = map_with_cap("m", "br", Some("end"), "4");
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e
                .message
                .contains("`max_concurrency` is a string but not a template")
                && e.node_id.as_deref() == Some("m")),
            "expected non-template string cap error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_max_concurrency_template_string_is_valid() {
        let map = map_with_cap("m", "br", Some("end"), "{{k}}");
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("max_concurrency")),
            "templated cap should not error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_max_concurrency_unclosed_template_errors() {
        let map = map_with_cap("m", "br", Some("end"), "{{k");
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("is a string but not a template")),
            "expected unclosed-template cap error: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_max_concurrency_malformed_templates_error() {
        for cap in ["{{}}", "{{ key }}", "n={{k}}", "{{a}} {{b", "{{a-b}}"] {
            let map = map_with_cap("m", "br", Some("end"), cap);
            let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
            let graph = graph_with(
                vec![("m", map), ("br", branch), ("end", end_node("end"))],
                "m",
            );

            let result = validator().validate(&graph);

            assert!(
                result.errors.iter().any(|e| e.message
                    == "map node's `max_concurrency` is a string but not a template; write \
                        an integer or exactly one `{{key}}` with nothing around it"
                    && e.node_id.as_deref() == Some("m")),
                "cap {cap:?} should fail the whole-string template check: {:?}",
                result.errors
            );
        }
    }

    #[test]
    fn map_max_concurrency_non_numeric_index_errors() {
        let map = map_with_cap("m", "br", Some("end"), "{{limits[foo]}}");
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let graph = graph_with(
            vec![("m", map), ("br", branch), ("end", end_node("end"))],
            "m",
        );

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e.message
                == "map node's `max_concurrency` is a string but not a template; write \
                    an integer or exactly one `{{key}}` with nothing around it"
                && e.node_id.as_deref() == Some("m")),
            "a non-numeric index can never resolve and must fail at load: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_max_concurrency_lone_template_forms_pass() {
        for cap in ["{{budget}}", "{{cfg.limits[0]}}", "  {{budget}}  "] {
            let map = map_with_cap("m", "br", Some("end"), cap);
            let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
            let graph = graph_with(
                vec![("m", map), ("br", branch), ("end", end_node("end"))],
                "m",
            );

            let result = validator().validate(&graph);

            assert!(
                !result
                    .errors
                    .iter()
                    .any(|e| e.message.contains("is a string but not a template")),
                "cap {cap:?} is a lone template and must pass: {:?}",
                result.errors
            );
        }
    }

    #[test]
    fn map_max_concurrency_template_reading_sibling_write_errors() {
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["m".into(), "worker_b".into()]));
        let map = map_with_cap("m", "br", Some("end"), "{{summary}}");
        let branch = llm_with_state_updates("br", &[("output", "{{output}}")], None);
        let writer = llm_with_state_updates("worker_b", &[("summary", "static")], Some("end"));
        let graph = graph_with(
            vec![
                ("start", start),
                ("m", map),
                ("br", branch),
                ("worker_b", writer),
                ("end", end_node("end")),
            ],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("reads state key(s) `summary`")
                    && e.message.contains("'worker_b'")
                    && e.node_id.as_deref() == Some("m")),
            "expected cross-branch read error for templated cap: {:?}",
            result.errors
        );
    }

    fn llm_with_prompt(id: &str, prompt: &str, next: Option<&str>) -> Node {
        let mut node = llm_node(id, None, next);
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.prompt = prompt.into();
        }
        node
    }

    #[test]
    fn parallel_read_of_sibling_write_errors() {
        let reader = llm_with_prompt("worker_a", "Hello {{summary}}!", Some("end"));
        let writer = llm_with_state_updates("worker_b", &[("summary", "static")], Some("end"));
        let graph = fan_out_graph_with_two_workers(reader, writer);

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("reads state key(s) `summary`")
                    && e.message.contains("'worker_b'")),
            "expected cross-branch read error mentioning `summary` and sibling writer: {:?}",
            result.errors
        );
    }

    #[test]
    fn parallel_read_of_upstream_key_passes() {
        let reader_a = llm_with_prompt("worker_a", "Topic is {{topic}}", Some("end"));
        let reader_b = llm_with_prompt("worker_b", "Also {{topic}}", Some("end"));
        let graph = fan_out_graph_with_two_workers(reader_a, reader_b);

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("reads state key")),
            "upstream `topic` shouldn't trigger cross-branch read error: {:?}",
            result.errors
        );
    }

    #[test]
    fn scoped_output_var_in_state_updates_not_treated_as_read() {
        let scoped_user =
            llm_with_state_updates("worker_a", &[("a_key", "{{output}}")], Some("end"));
        let writes_output =
            llm_with_state_updates("worker_b", &[("output", "{{output}}")], Some("end"));
        let graph = fan_out_graph_with_two_workers(scoped_user, writes_output);

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("reads state key(s) `output`")
                    && e.message.contains("worker_a")),
            "scoped `{{{{output}}}}` inside state_updates value should NOT be treated as a read: {:?}",
            result.errors
        );
    }

    #[test]
    fn rag_query_reading_sibling_script_write_errors() {
        let mut rag = rag_node("worker_a", &["./k"], true);
        if let NodeType::Rag(ref mut n) = rag.node_type {
            n.query = Some("codes: {{loinc_codes}}\n{{db_result}}".into());
            if let Some(m) = n.state_updates.as_mut() {
                m.insert("rag_ctx".into(), "{{output.context}}".into());
            }
        }
        rag.next = Some("end".into());
        let mut script = script_with_state_updates("worker_b", &[("db_result", "{{output}}")]);
        script.next = Some("end".into());
        let graph = fan_out_graph_with_two_workers(rag, script);

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("reads state key(s) `db_result`")
                    && e.message.contains("'worker_b'")),
            "expected cross-branch read error for rag query reading db_result: {:?}",
            result.errors
        );
    }

    #[test]
    fn map_over_reading_sibling_write_errors() {
        let map_n = Node {
            id: "fan".into(),
            description: String::new(),
            node_type: NodeType::Map(MapNode {
                over: "{{items}}".into(),
                as_name: "item".into(),
                branch: "branch_n".into(),
                output_key: "output".into(),
                collect_into: "results".into(),
                max_concurrency: None,
            }),
            next: Some("end".into()),
        };
        let branch_n = llm_with_prompt("branch_n", "Process {{item}}", None);
        let producer = llm_with_state_updates("producer", &[("items", "[1,2,3]")], Some("end"));
        let mut start = end_node("start");
        start.next = Some(NextTargets::Many(vec!["fan".into(), "producer".into()]));
        let graph = graph_with(
            vec![
                ("start", start),
                ("fan", map_n),
                ("branch_n", branch_n),
                ("producer", producer),
                ("end", end_node("end")),
            ],
            "start",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("reads state key(s) `items`")
                    && e.message.contains("'producer'")),
            "expected cross-branch read error for map `over` reading sibling write: {:?}",
            result.errors
        );
    }

    struct TestConfigDirGuard {
        key: String,
        previous: Option<std::ffi::OsString>,
        path: PathBuf,
    }

    impl TestConfigDirGuard {
        fn new() -> Self {
            let key = get_env_name("config_dir");
            let previous = env::var_os(&key);
            let unique = SystemTime::now()
                .duration_since(UNIX_EPOCH)
                .unwrap()
                .as_nanos();
            let path = env::temp_dir().join(format!("coyote-graph-validator-tests-{unique}"));
            fs::create_dir_all(&path).unwrap();
            unsafe {
                env::set_var(&key, &path);
            }
            Self {
                key,
                previous,
                path,
            }
        }
    }

    impl Drop for TestConfigDirGuard {
        fn drop(&mut self) {
            if let Some(previous) = &self.previous {
                unsafe {
                    env::set_var(&self.key, previous);
                }
            } else {
                unsafe {
                    env::remove_var(&self.key);
                }
            }
            let _ = fs::remove_dir_all(&self.path);
        }
    }

    fn materialize_config_only_agent(name: &str) {
        fs::create_dir_all(paths::agent_data_dir(name)).unwrap();
        fs::write(paths::agent_config_file(name), "").unwrap();
    }

    fn materialize_graph_agent(name: &str) {
        fs::create_dir_all(paths::agent_data_dir(name)).unwrap();
        fs::write(paths::agent_graph_file(name), "").unwrap();
    }

    fn agent_node_with_inputs(id: &str, agent: &str, inputs: &[(&str, &str)]) -> Node {
        let mut node = agent_node(id, agent, Some("end"));
        if let NodeType::Agent(ref mut a) = node.node_type {
            a.inputs = Some(
                inputs
                    .iter()
                    .map(|(k, v)| ((*k).to_string(), (*v).to_string()))
                    .collect(),
            );
        }
        node
    }

    fn inputs_requires_graph_agent_error(result: &ValidationResult, node_id: &str) -> bool {
        result.errors.iter().any(|e| {
            e.message.contains("`inputs:` requires agent")
                && e.message
                    .contains("to be a graph agent (no graph.yaml found)")
                && e.node_id.as_deref() == Some(node_id)
        })
    }

    #[test]
    #[serial]
    fn agent_inputs_on_config_only_agent_errors() {
        let _guard = TestConfigDirGuard::new();
        materialize_config_only_agent("plain-agent");
        let node = agent_node_with_inputs("a", "plain-agent", &[("x", "{{k}}")]);
        let graph = graph_with(vec![("a", node), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| {
                e.message
                    == "agent node 'a': `inputs:` requires agent 'plain-agent' to be a graph agent (no graph.yaml found)"
                    && e.node_id.as_deref() == Some("a")
            }),
            "{:?}",
            result.errors
        );
    }

    #[test]
    #[serial]
    fn agent_empty_inputs_on_config_only_agent_still_errors() {
        let _guard = TestConfigDirGuard::new();
        materialize_config_only_agent("plain-agent");
        let node = agent_node_with_inputs("a", "plain-agent", &[]);
        let graph = graph_with(vec![("a", node), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(
            inputs_requires_graph_agent_error(&result, "a"),
            "{:?}",
            result.errors
        );
    }

    #[test]
    #[serial]
    fn agent_inputs_on_graph_agent_passes() {
        let _guard = TestConfigDirGuard::new();
        materialize_graph_agent("graph-agent");
        let node = agent_node_with_inputs("a", "graph-agent", &[("x", "{{k}}")]);
        let graph = graph_with(vec![("a", node), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(result.is_valid(), "{:?}", result.errors);
        assert!(!inputs_requires_graph_agent_error(&result, "a"));
    }

    #[test]
    #[serial]
    fn agent_with_both_config_and_graph_errors() {
        let _guard = TestConfigDirGuard::new();
        materialize_config_only_agent("mixed-agent");
        materialize_graph_agent("mixed-agent");
        let node = agent_node_with_inputs("a", "mixed-agent", &[("x", "{{k}}")]);
        let graph = graph_with(vec![("a", node), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| e
                .message
                .starts_with("Agent 'mixed-agent' has both config.yaml and graph.yaml")
                && e.node_id.as_deref() == Some("a")),
            "{:?}",
            result.errors
        );
    }

    #[test]
    #[serial]
    fn agent_inputs_missing_agent_dir_gets_only_the_not_found_error() {
        let _guard = TestConfigDirGuard::new();
        let node = agent_node_with_inputs("a", "ghost-agent", &[("x", "{{k}}")]);
        let graph = graph_with(vec![("a", node), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("Agent 'ghost-agent' not found")),
            "{:?}",
            result.errors
        );
        assert!(!inputs_requires_graph_agent_error(&result, "a"));
    }

    #[test]
    #[serial]
    fn agent_inputs_initial_prompt_is_reserved() {
        let _guard = TestConfigDirGuard::new();
        materialize_graph_agent("graph-agent");
        let node = agent_node_with_inputs(
            "a",
            "graph-agent",
            &[("initial_prompt", "{{k}}"), ("x", "{{k}}")],
        );
        let graph = graph_with(vec![("a", node), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(
            result.errors.iter().any(|e| {
                e.message
                    == "agent node 'a': `inputs.initial_prompt` is reserved (the dispatcher seeds it from `prompt:`)"
                    && e.node_id.as_deref() == Some("a")
            }),
            "{:?}",
            result.errors
        );
        assert!(!inputs_requires_graph_agent_error(&result, "a"));
    }

    #[test]
    fn agent_inputs_reading_sibling_write_errors() {
        let reader = agent_node_with_inputs("worker_a", "some-agent", &[("x", "{{k}}")]);
        let writer = llm_with_state_updates("worker_b", &[("k", "static")], Some("end"));
        let graph = fan_out_graph_with_two_workers(reader, writer);

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.message.contains("reads state key(s) `k`")
                    && e.message.contains("'worker_b'")
                    && e.node_id.as_deref() == Some("worker_a")),
            "expected cross-branch read error for agent inputs: {:?}",
            result.errors
        );
    }

    #[test]
    fn agent_inputs_reading_upstream_key_passes() {
        let reader = agent_node_with_inputs("worker_a", "some-agent", &[("x", "{{k}}")]);
        let writer = llm_with_state_updates("worker_b", &[("other", "static")], Some("end"));
        let graph = fan_out_graph_with_two_workers(reader, writer);

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("reads state key")),
            "upstream `k` shouldn't trigger cross-branch read error: {:?}",
            result.errors
        );
    }

    fn ids(subgraph: &HashSet<String>) -> Vec<&str> {
        let mut ids: Vec<&str> = subgraph.iter().map(String::as_str).collect();
        ids.sort_unstable();
        ids
    }

    #[test]
    fn branch_subgraph_follows_next_and_fallback_edges() {
        let mut a = script_node("a", "a.sh", Some("c"));
        a.next = Some("b".to_string().into());
        let graph = graph_with(
            vec![
                ("a", a),
                ("b", llm_node("b", Some("d"), None)),
                ("c", script_node("c", "c.sh", None)),
                ("d", script_node("d", "d.sh", None)),
                ("e", script_node("e", "e.sh", None)),
            ],
            "a",
        );

        assert_eq!(ids(&branch_subgraph(&graph, "a")), vec!["a", "b", "c", "d"]);
    }

    #[test]
    fn branch_subgraph_does_not_follow_approval_routes_or_nested_map_branch() {
        let mut a = script_node("a", "a.sh", None);
        a.next = Some(NextTargets::Many(vec!["m".into(), "p".into()]));
        let graph = graph_with(
            vec![
                ("a", a),
                ("m", map_node_basic("m", "inner", None)),
                ("inner", script_node("inner", "inner.sh", None)),
                ("p", approval_node("p", &["yes"], &[("yes", "q")], "q")),
                ("q", script_node("q", "q.sh", None)),
            ],
            "a",
        );

        assert_eq!(ids(&branch_subgraph(&graph, "a")), vec!["a", "m", "p"]);
    }

    #[test]
    fn branch_subgraph_of_unknown_entry_is_empty() {
        let graph = graph_with(vec![("a", script_node("a", "a.sh", None))], "a");

        assert!(branch_subgraph(&graph, "nope").is_empty());
    }

    #[test]
    fn branch_subgraph_skips_undeclared_targets() {
        let mut a = script_node("a", "a.sh", Some("ghost_fallback"));
        a.next = Some("ghost_next".to_string().into());
        let graph = graph_with(vec![("a", a)], "a");

        assert_eq!(ids(&branch_subgraph(&graph, "a")), vec!["a"]);
    }

    #[test]
    fn llm_max_attempts_zero_is_an_error() {
        let mut node = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.max_attempts = 0;
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.node_id.as_deref() == Some("l")
                    && e.message.contains("`max_attempts` must be >= 1")),
            "expected max_attempts error: {:?}",
            result.errors
        );
    }

    #[test]
    fn agent_max_attempts_zero_is_an_error() {
        let mut node = agent_node("a", "helper", Some("end"));
        if let NodeType::Agent(ref mut n) = node.node_type {
            n.max_attempts = 0;
        }
        let graph = graph_with(vec![("a", node), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.node_id.as_deref() == Some("a")
                    && e.message.contains("`max_attempts` must be >= 1")),
            "expected max_attempts error: {:?}",
            result.errors
        );
    }

    #[test]
    fn max_attempts_of_one_is_not_flagged() {
        let graph = graph_with(
            vec![
                ("l", llm_node("l", None, Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("`max_attempts`")),
            "unexpected max_attempts error: {:?}",
            result.errors
        );
    }

    #[test]
    fn llm_fallback_with_output_schema_and_no_state_updates_warns() {
        let mut node = llm_with_output_schema("l", &["summary"], Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.fallback = Some("fb".into());
        }
        let graph = graph_with(
            vec![
                ("l", node),
                ("fb", end_node("fb")),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .warnings
                .iter()
                .any(|e| e.node_id.as_deref() == Some("l")
                    && e.message
                        .contains("declares `fallback` with `output_schema`")),
            "expected fallback capture warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn agent_fallback_with_output_schema_and_no_state_updates_warns() {
        let mut node = agent_node("a", "helper", Some("end"));
        if let NodeType::Agent(ref mut n) = node.node_type {
            n.fallback = Some("fb".into());
            n.output_schema = Some(serde_json::json!({ "type": "object" }));
        }
        let graph = graph_with(
            vec![
                ("a", node),
                ("fb", end_node("fb")),
                ("end", end_node("end")),
            ],
            "a",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .warnings
                .iter()
                .any(|e| e.node_id.as_deref() == Some("a")
                    && e.message
                        .contains("declares `fallback` with `output_schema`")),
            "expected fallback capture warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn fallback_with_output_schema_and_state_updates_is_not_flagged() {
        let mut node = llm_with_output_schema("l", &["summary"], Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.fallback = Some("fb".into());
            n.state_updates = Some(HashMap::from([("summary".into(), "{{output}}".into())]));
        }
        let graph = graph_with(
            vec![
                ("l", node),
                ("fb", end_node("fb")),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(
            !result.warnings.iter().any(|e| e
                .message
                .contains("declares `fallback` with `output_schema`")),
            "unexpected fallback capture warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn structured_output_node_with_user_tools_warns() {
        let mut node = llm_with_output_schema("l", &["verdict"], Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.tools = Some(vec!["user__select".into()]);
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            result
                .warnings
                .iter()
                .any(|e| e.node_id.as_deref() == Some("l")
                    && e.message.contains("interactive user tools")),
            "expected user-tool warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn structured_output_node_with_all_tools_does_not_warn() {
        // `all` is not a valid llm-node tools entry (validate_tools_subset
        // rejects it at run()), so this advisory stays silent about it.
        let mut node = llm_with_output_schema("l", &["verdict"], Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.tools = Some(vec!["all".into()]);
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            !result
                .warnings
                .iter()
                .any(|e| e.message.contains("interactive user tools")),
            "unexpected user-tool warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn structured_output_node_without_user_tools_does_not_warn() {
        let mut node = llm_with_output_schema("l", &["verdict"], Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.tools = Some(vec![]);
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            !result
                .warnings
                .iter()
                .any(|e| e.message.contains("interactive user tools")),
            "unexpected user-tool warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn non_structured_node_with_user_tools_does_not_warn() {
        let mut node = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.tools = Some(vec!["user__select".into()]);
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            !result
                .warnings
                .iter()
                .any(|e| e.message.contains("interactive user tools")),
            "unexpected user-tool warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn structured_output_node_with_todo_tools_errors() {
        let mut node = llm_with_output_schema("l", &["verdict"], Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.tools = Some(vec!["todo__init".into()]);
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.node_id.as_deref() == Some("l")
                    && e.message.contains("todo tools drive chat turn loops")),
            "expected todo-tool error: {:?}",
            result.errors
        );
    }

    #[test]
    fn non_structured_node_with_todo_tools_errors() {
        let mut node = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.tools = Some(vec!["todo__pause".into()]);
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            result
                .errors
                .iter()
                .any(|e| e.node_id.as_deref() == Some("l")
                    && e.message.contains("todo tools drive chat turn loops")),
            "expected todo-tool error: {:?}",
            result.errors
        );
    }

    #[test]
    fn llm_node_without_todo_tools_does_not_error() {
        let mut node = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.tools = Some(vec!["user__select".into()]);
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            !result
                .errors
                .iter()
                .any(|e| e.message.contains("todo tools drive chat turn loops")),
            "unexpected todo-tool error: {:?}",
            result.errors
        );
    }

    #[test]
    fn fallback_with_output_schema_and_empty_state_updates_warns() {
        let mut node = llm_with_output_schema("l", &["summary"], Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.fallback = Some("fb".into());
            n.state_updates = Some(HashMap::new());
        }
        let graph = graph_with(
            vec![
                ("l", node),
                ("fb", end_node("fb")),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(
            result
                .warnings
                .iter()
                .any(|e| e.node_id.as_deref() == Some("l")
                    && e.message
                        .contains("declares `fallback` with `output_schema`")),
            "expected fallback capture warning: {:?}",
            result.warnings
        );
    }

    #[test]
    fn output_schema_without_fallback_is_not_flagged() {
        let graph = graph_with(
            vec![
                ("l", llm_with_output_schema("l", &["summary"], Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(
            !result.warnings.iter().any(|e| e
                .message
                .contains("declares `fallback` with `output_schema`")),
            "unexpected fallback capture warning: {:?}",
            result.warnings
        );
    }

    fn bare_object_schema_warnings(result: &ValidationResult) -> Vec<&ValidationError> {
        result
            .warnings
            .iter()
            .filter(|e| {
                e.message
                    .contains("declares no (non-empty) object `properties`")
            })
            .collect()
    }

    #[test]
    fn llm_output_schema_without_properties_warns() {
        let mut node = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.output_schema = Some(serde_json::json!({ "type": "object" }));
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        let warnings = bare_object_schema_warnings(&result);
        assert_eq!(warnings.len(), 1, "{:?}", result.warnings);
        assert_eq!(warnings[0].node_id.as_deref(), Some("l"));
        assert!(warnings[0].message.starts_with("llm node's"));
    }

    #[test]
    fn agent_output_schema_without_properties_warns() {
        let mut node = agent_node("a", "helper", Some("end"));
        if let NodeType::Agent(ref mut n) = node.node_type {
            n.output_schema = Some(serde_json::json!({ "type": "object" }));
        }
        let graph = graph_with(vec![("a", node), ("end", end_node("end"))], "a");

        let result = validator().validate(&graph);

        let warnings = bare_object_schema_warnings(&result);
        assert_eq!(warnings.len(), 1, "{:?}", result.warnings);
        assert_eq!(warnings[0].node_id.as_deref(), Some("a"));
        assert!(warnings[0].message.starts_with("agent node's"));
    }

    #[test]
    fn output_schema_with_empty_or_non_object_properties_warns() {
        for properties in [serde_json::json!({}), serde_json::json!([])] {
            let mut node = llm_node("l", None, Some("end"));
            if let NodeType::Llm(ref mut n) = node.node_type {
                n.output_schema = Some(serde_json::json!({
                    "type": "object",
                    "properties": properties,
                }));
            }
            let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

            let result = validator().validate(&graph);

            let warnings = bare_object_schema_warnings(&result);
            assert_eq!(
                warnings.len(),
                1,
                "properties={properties}: {:?}",
                result.warnings
            );
            assert_eq!(warnings[0].node_id.as_deref(), Some("l"));
        }
    }

    #[test]
    fn bare_output_schema_with_state_updates_is_not_flagged() {
        let mut node = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.output_schema = Some(serde_json::json!({ "type": "object" }));
            n.state_updates = Some(HashMap::from([("k".into(), "{{output}}".into())]));
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        assert!(
            bare_object_schema_warnings(&result).is_empty(),
            "{:?}",
            result.warnings
        );
    }

    #[test]
    fn bare_output_schema_with_empty_state_updates_still_warns() {
        let mut node = llm_node("l", None, Some("end"));
        if let NodeType::Llm(ref mut n) = node.node_type {
            n.output_schema = Some(serde_json::json!({ "type": "object" }));
            n.state_updates = Some(HashMap::new());
        }
        let graph = graph_with(vec![("l", node), ("end", end_node("end"))], "l");

        let result = validator().validate(&graph);

        let warnings = bare_object_schema_warnings(&result);
        assert_eq!(warnings.len(), 1, "{:?}", result.warnings);
        assert_eq!(warnings[0].node_id.as_deref(), Some("l"));
    }

    #[test]
    fn output_schema_with_properties_or_absent_is_not_flagged() {
        let graph = graph_with(
            vec![
                ("l", llm_with_output_schema("l", &["k"], Some("plain"))),
                ("plain", llm_node("plain", None, Some("end"))),
                ("end", end_node("end")),
            ],
            "l",
        );

        let result = validator().validate(&graph);

        assert!(
            bare_object_schema_warnings(&result).is_empty(),
            "{:?}",
            result.warnings
        );
    }
}