{
  "reply_rate": 1.0,
  "empty_think_rate": 0.0,
  "syntax_pass_rate": 0.7553191489361702,
  "tool_leak_rate": 0.0,
  "url_contam_rate": 0.0,
  "total": 104,
  "with_code": 94,
  "results": [
    {
      "idx": 1,
      "cat": "repl_oneliner",
      "prompt": "Write a single ARO line that logs the message 'Hello, World!' to the console.",
      "reply": "```aro\nLog 'Hello, World!' to the <console>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 2,
      "cat": "repl_oneliner",
      "prompt": "Write one ARO statement that retrieves the current time from the clock.",
      "reply": "```aro\nRetrieve the <now> from the <clock>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 3,
      "cat": "repl_oneliner",
      "prompt": "Write a single line that computes the length of the string 'banana'.",
      "reply": "```aro\nCompute the <total: length> from the <message>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 4,
      "cat": "repl_oneliner",
      "prompt": "Write one ARO statement that converts the string 'hello' to uppercase.",
      "reply": "```aro\nCompute the <uppercase: uppercase> from the <input>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 5,
      "cat": "repl_oneliner",
      "prompt": "Write one line that hashes the password 'secret'.",
      "reply": "```aro\nHash the <password> from the <input: password>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 6,
      "cat": "repl_oneliner",
      "prompt": "Write a single ARO line that adds 7 and 5 and stores the result as <total>.",
      "reply": "```aro\nAdd the <total> from 7 + 5.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 7,
      "cat": "repl_oneliner",
      "prompt": "Write one line that retrieves the git status.",
      "reply": "```aro\nRetrieve the <status> from the <git>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 8,
      "cat": "repl_oneliner",
      "prompt": "Write a single ARO line that logs the value of <user> to the console.",
      "reply": "```aro\nLog <user> to the <console>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 9,
      "cat": "repl_oneliner",
      "prompt": "Write one ARO statement that reads the file 'config.yaml' from the filesystem.",
      "reply": "```aro\nRead the <content> from the <file: \"config.yaml\">.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 10,
      "cat": "repl_oneliner",
      "prompt": "Write a single line that emits a UserCreated event with <user>.",
      "reply": "```aro\nEmit a <UserCreated: event> with <user>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 11,
      "cat": "repl_block",
      "prompt": "Write a 3-statement ARO snippet that reads a file, uppercases it, and logs the result.",
      "reply": "```aro\nRead the <content> from the <file: \"data.txt\">.\nCompute the <uppercase: uppercase> from the <content>.\nLog <uppercase> to the <console>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 12,
      "cat": "repl_block",
      "prompt": "Write a 4-statement snippet that fetches users from a repository, computes the count, and logs it.",
      "reply": "```aro\n(Fetch Users: User API) {\n    Retrieve the <users> from the <user-repository>.\n    Compute the <total: count> from the <users>.\n    Log <total> to the <console>.\n    Return an <OK: status> with <total>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 13,
      "cat": "repl_block",
      "prompt": "Write an ARO snippet that stages all changes, commits with message 'wip', and pushes.",
      "reply": "```aro\n(Application-Start: Git Ops) {\n    Stage the <files> to the <git>.\n    Commit the <result> to the <git> with \"wip\".\n    Push the <result> to the <git>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 14,
      "cat": "repl_block",
      "prompt": "Write a 3-statement snippet that creates a list, computes its length, and logs the length.",
      "reply": "```aro\n(CreateUsers: User API) {\n    Create the <users> with [\n        { name: \"Alice\", email: \"alice@example.com\" },\n        { name: \"Bob\", email: \"bob@example.com\" },\n        { name: \"Carol\", email: \"carol@example.com\" }\n    ].\n    Compute the <total: count> from the <users>.\n    Log <total> to the <console>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 15,
      "cat": "repl_block",
      "prompt": "Write a snippet that extracts a name from an event, uppercases it, and stores it back in a variable.",
      "reply": "```aro\n(ExtractName: Example) {\n    Extract the <name> from the <event: name>.\n    Compute the <uppercase-name: uppercase> from <name>.\n    Store the <uppercase-name> into the <name>.\n    Return an <OK: status> with <name>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 16,
      "cat": "repl_block",
      "prompt": "Write a 3-statement snippet that computes 3 + 4, multiplies by 2, and logs the result.",
      "reply": "```aro\n(Compute Total: Example) {\n    Extract the <total> from the <request: total>.\n    Compute the <total: total> from <total>.\n    Log <total> to the <console>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 17,
      "cat": "repl_block",
      "prompt": "Write a snippet that reads two numbers and returns their sum.",
      "reply": "```aro\n(Application-Start: Sum Numbers) {\n    Read the <a> from the <request: a>.\n    Read the <b> from the <request: b>.\n    Compute the <total: a + b>.\n    Return an <OK: status> with <total>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 18,
      "cat": "repl_block",
      "prompt": "Write a snippet that filters a list of users where age > 18 and counts them.",
      "reply": "```aro\n(Filter Users: User API) {\n    Extract the <users> from the <request: body>.\n    Filter the <active-users> from the <users>.\n    Compute the <total: count> from the <active-users>.\n    Return an <OK: status> with <total>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 19,
      "cat": "repl_block",
      "prompt": "Write a snippet that joins two lists and stores the result as <combined>.",
      "reply": "```aro\n(Join Lists: Example) {\n    Create the <list-a> with [1, 2, 3].\n    Create the <list-b> with [4, 5, 6].\n    Combine the <combined> from <list-a> with <list-b>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 20,
      "cat": "repl_block",
      "prompt": "Write a snippet that parses a JSON string and extracts the 'name' field.",
      "reply": "```aro\n(ParseUser: Example) {\n    Extract the <user> from the <request: body>.\n    Extract the <name> from the <user: name>.\n    Return an <OK: status> with <name>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 21,
      "cat": "user_action",
      "prompt": "Write an ARO user-defined action called DoubleValue that takes a number and returns it doubled.",
      "reply": "```aro\n(DoubleValue: Action takes <number>) {\n    Extract the <n> from the <input: number>.\n    Compute the <doubled> from <n> * 2.\n    Return an <OK: status> with { doubled: <doubled> }.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 22,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'Greet' that takes a name and returns a greeting string.",
      "reply": "```aro\n(Greet: Action) {\n    Extract the <name> from the <input: name>.\n    Return an <OK: status> with <name>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 23,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'AddTwoNumbers' that takes two numbers and returns their sum.",
      "reply": "```aro\n(AddTwoNumbers: Action) {\n    Extract the <a> from the <input: a>.\n    Extract the <b> from the <input: b>.\n    Compute the <total> from <a> + <b>.\n    Return an <OK: status> with <total>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 24,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'ValidateEmail' that takes an email string and returns OK or Error.",
      "reply": "```aro\n(ValidateEmail: Action) {\n    Extract the <email> from the <input: email>.\n    Return an <OK: status> with <email>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 25,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'Square' that takes a number and returns its square.",
      "reply": "```aro\n(Square: Action) {\n    Extract the <number> from the <input: number>.\n    Compute the <squared> from <number> * <number>.\n    Return an <OK: status> with <squared>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 26,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'FormatDate' that takes a date and a format string.",
      "reply": "```aro\n(FormatDate: Action) {\n    Extract the <date> from the <input: date>.\n    Extract the <format> from the <input: format>.\n    Return an <OK: status> with <date>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 27,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'CountWords' that takes a string and returns the word count.",
      "reply": "```aro\n(CountWords: Action) {\n    Extract the <text> from the <input: text>.\n    Split the <words> from the <text>.\n    Compute the <total: count> from the <words>.\n    Return an <OK: status> with <total>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 28,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'PickRandom' that takes a list and returns a random element.",
      "reply": "```aro\n(PickRandom: Action) {\n    Extract the <items> from the <input: items>.\n    Return an <OK: status> with <items>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 29,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'Capitalize' that takes a string and uppercases its first letter.",
      "reply": "```aro\n(Capitalize: Action) {\n    Extract the <text> from the <input: text>.\n    Compute the <capitalized: uppercase> from <text>.\n    Return an <OK: status> with <capitalized>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 30,
      "cat": "user_action",
      "prompt": "Write a user-defined action 'ComputeTax' that takes a price and a rate and returns the tax.",
      "reply": "```aro\n(ComputeTax: Action) {\n    Extract the <price> from the <input: price>.\n    Extract the <rate> from the <input: rate>.\n    Compute the <tax> from <price> * <rate>.\n    Return an <OK: status> with <tax>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 31,
      "cat": "event_handler",
      "prompt": "Write an event handler for the UserCreated event that sends a welcome email.",
      "reply": "```aro\n(Send Email: UserCreated Handler) {\n    Extract the <user> from the <event: user>.\n    Send the <welcome-email> to the <user: email>.\n    Return an <OK: status> for the <notification>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 32,
      "cat": "event_handler",
      "prompt": "Write an event handler for OrderPlaced that decrements inventory.",
      "reply": "```aro\n(Send Email: OrderPlaced Handler) {\n    Extract the <order> from the <event: order>.\n    Retrieve the <products> from the <order: products>.\n    For each <product> in <products> {\n        Retrieve the <total> from the <product: total>.\n        Update the <inventory: total> for the <product>.\n    }\n    Return an <OK: status> for the <notification>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 33,
      "cat": "event_handler",
      "prompt": "Write an event handler for PaymentFailed that logs the error and notifies the user.",
      "reply": "```aro\n(Send Email: PaymentFailed Handler) {\n    Extract the <error> from the <event: error>.\n    Log <error> to the <console>.\n    Send the <error-email> to the <user: email>.\n    Return an <OK: status> for the <notification>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 34,
      "cat": "event_handler",
      "prompt": "Write an event handler for FileChanged that re-reads the configuration.",
      "reply": "```aro\n(Application-Start: Config Loader) {\n    Log \"Starting Config Loader...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n\n(Application-End: Success) {\n    Log \"Shutting down Config Loader...\" to the <console>.\n    Stop the <http-server> with <application>.\n    Return an <OK: status> for the <shutdown>.\n}\n\n(Application-End: Error) {\n    Extract the <error> from the <shutdown: er",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 35,
      "cat": "event_handler",
      "prompt": "Write an event handler for LoginAttempt that records the IP address.",
      "reply": "```aro\n(Send Login Attempt: LoginAttempt Handler) {\n    Extract the <ip> from the <event: ip>.\n    Log <ip> to the <console>.\n    Return an <OK: status> for the <audit>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 36,
      "cat": "event_handler",
      "prompt": "Write an event handler for GitPush that triggers a CI build.",
      "reply": "```aro\n(Application-Start: CI) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n\n(Application-End: Success) {\n    Log \"Shutting down...\" to the <console>.\n    Stop the <http-server> with <application>.\n    Return an <OK: status> for the <shutdown>.\n}\n\n(Application-End: Error) {\n    Extract the <error> from the <shutdown: error>.\n    Log <error> to the <console>.",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 37,
      "cat": "event_handler",
      "prompt": "Write an event handler for SubscriptionExpired that downgrades the account.",
      "reply": "```aro\n(Notify Subscribers: SubscriptionExpired Handler) {\n    Extract the <user> from the <event: user>.\n    Send the <notification> to the <user: email>.\n    Return an <OK: status> for the <notification>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 38,
      "cat": "event_handler",
      "prompt": "Write an event handler for ServerStarted that warms up the cache.",
      "reply": "```aro\n(Application-Start: Server) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 39,
      "cat": "event_handler",
      "prompt": "Write an event handler for MessageReceived that echoes the message back.",
      "reply": "```aro\n(Echo Message: MessageReceived Handler) {\n    Extract the <message> from the <event: message>.\n    Log <message> to the <console>.\n    Return an <OK: status> for the <echo>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 40,
      "cat": "event_handler",
      "prompt": "Write an event handler for ImageUploaded that generates a thumbnail.",
      "reply": "```aro\n(Send Thumbnail: ImageUploaded Handler) {\n    Extract the <image> from the <event: image>.\n    Create the <thumbnail> from the <image>.\n    Return an <OK: status> with <thumbnail>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 41,
      "cat": "application",
      "prompt": "Write a complete ARO Application-Start that prints Hello and exits.",
      "reply": "```aro\n(Application-Start: Example) {\n    Log \"Hello\" to the <console>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 42,
      "cat": "application",
      "prompt": "Write a complete Application-Start that starts an HTTP server on port 8080.",
      "reply": "```aro\n(Application-Start: Server) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 43,
      "cat": "application",
      "prompt": "Write a complete Application-Start that watches a directory for changes.",
      "reply": "```aro\n(Application-Start: Watcher) {\n    Log \"Starting...\" to the <console>.\n    Start the <file-monitor> with <directory>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 44,
      "cat": "application",
      "prompt": "Write a complete Application-Start and Application-End:Success that logs startup and shutdown.",
      "reply": "```aro\n(Application-Start: My App) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n\n(Application-End: Success) {\n    Log \"Shutting down...\" to the <console>.\n    Stop the <http-server> with <application>.\n    Return an <OK: status> for the <shutdown>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 45,
      "cat": "application",
      "prompt": "Write a complete Application-Start that opens a TCP echo server on port 9000.",
      "reply": "```aro\n(Application-Start: Echo Server) {\n    Log \"Starting Echo Server...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 46,
      "cat": "application",
      "prompt": "Write a complete Application-Start that starts a WebSocket server and keeps it alive.",
      "reply": "```aro\n(Application-Start: WebSocket Server) {\n    Log \"Starting WebSocket server...\" to the <console>.\n    Start the <websocket-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 47,
      "cat": "application",
      "prompt": "Write a complete Application-Start that connects to a database and runs a single query.",
      "reply": "```aro\n(Application-Start: Database App) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 48,
      "cat": "application",
      "prompt": "Write a complete Application-Start that reads command-line parameters and prints them.",
      "reply": "```aro\n(Application-Start: CLI App) {\n    Extract the <args> from the <command-line: args>.\n    Log <args> to the <console>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 49,
      "cat": "application",
      "prompt": "Write a complete Application-Start that loads a configuration file and logs it.",
      "reply": "```aro\n(Application-Start: Config Loader) {\n    Read the <config> from the <file: \"config.yaml\">.\n    Log <config> to the <console>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 50,
      "cat": "application",
      "prompt": "Write a complete Application-Start that prints the current git branch.",
      "reply": "```aro\n(Application-Start: Example) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 51,
      "cat": "http_api",
      "prompt": "Write an ARO feature set for a listUsers operationId that returns all users from a repository.",
      "reply": "```aro\n(listUsers: User API) {\n    Retrieve the <users> from the <user-repository>.\n    Return an <OK: status> with <users>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 52,
      "cat": "http_api",
      "prompt": "Write the openapi.yaml plus feature set for a POST /products endpoint.",
      "reply": "```aro\n(Application-Start: Product Service) {\n    Log \"Starting Product Service...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n\n(createProduct: Product API) {\n    Extract the <data> from the <request: body>.\n    Create the <product> with <data>.\n    Emit a <ProductCreated: event> with <product>.\n    Return a <Created: status> with <product>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 53,
      "cat": "http_api",
      "prompt": "Write a feature set for getUserById that extracts the id from pathParameters.",
      "reply": "```aro\n(getUserById: User API) {\n    Extract the <id> from the <pathParameters: id>.\n    Retrieve the <user> from the <user-repository> where <id> =<id>.\n    Return an <OK: status> with <user>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 54,
      "cat": "http_api",
      "prompt": "Write a feature set for createOrder that validates the request body and emits OrderCreated.",
      "reply": "```aro\n(createOrder: Order API) {\n    Extract the <data> from the <request: body>.\n    Validate the <validated-data> for the <data>.\n    Emit a <OrderCreated: event> with <validated-data>.\n    Return an <OK: status> with <validated-data>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 55,
      "cat": "http_api",
      "prompt": "Write a feature set for deleteSession that removes a session from the sessions-repository.",
      "reply": "```aro\n(deleteSession: Session API) {\n    Extract the <session-id> from the <pathParameters: id>.\n    Delete the <session> from the <sessions-repository> where <id> = <session-id>.\n    Return an <OK: status> for the <deletion>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 56,
      "cat": "http_api",
      "prompt": "Write a feature set for searchProducts that takes a query parameter and filters results.",
      "reply": "```aro\n(searchProducts: Product API) {\n    Extract the <query> from the <request: query>.\n    Retrieve the <products> from the <product-repository>.\n    Filter the <filtered-products> from the <products> where <name> contains <query>.\n    Return an <OK: status> with <filtered-products>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 57,
      "cat": "http_api",
      "prompt": "Write a feature set for updateProfile that patches a user record.",
      "reply": "```aro\n(updateProfile: User API) {\n    Extract the <user-id> from the <pathParameters: id>.\n    Extract the <update-data> from the <request: body>.\n    Retrieve the <user> from the <user-repository> where <id> = <user-id>.\n    Patch the <user> with <update-data>.\n    Store the <user> into the <user-repository>.\n    Return an <OK: status> with <user>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 58,
      "cat": "http_api",
      "prompt": "Write a feature set for healthCheck that returns OK.",
      "reply": "```aro\n(healthCheck: Health API) {\n    Retrieve the <health> from the <health-repository>.\n    Return an <OK: status> with <health>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 59,
      "cat": "http_api",
      "prompt": "Write a feature set for uploadAvatar that accepts a file in the request body.",
      "reply": "```aro\n(uploadAvatar: Avatar API) {\n    Extract the <file> from the <request: body>.\n    Store the <avatar> into the <file-repository>.\n    Return an <OK: status> with <file>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 60,
      "cat": "http_api",
      "prompt": "Write a feature set for login that compares a hash and returns a session token.",
      "reply": "```aro\n(LoginUser: User API) {\n    Extract the <credentials> from the <request: body>.\n    Extract the <email> from the <credentials: email>.\n    Extract the <password> from the <credentials: password>.\n    Retrieve the <user> from the <user-repository> where <email> = <email>.\n    Return an <OK: status> with <user>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 61,
      "cat": "repository",
      "prompt": "Write a repository observer for the users-repository that logs every change.",
      "reply": "```aro\n(Application-Start: User Observer) {\n    Log \"Starting User Observer...\" to the <console>.\n    Start the <user-repository: observer> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 62,
      "cat": "repository",
      "prompt": "Write a repository observer for orders-repository that emits OrderUpdated when records change.",
      "reply": "```aro\n(Application-Start: Order Observer) {\n    Log \"Starting Order Observer...\" to the <console>.\n    Start the <order-repository> with <events>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 63,
      "cat": "repository",
      "prompt": "Write a feature set that stores a new product into the products-repository.",
      "reply": "```aro\n(StoreProduct: Product API) {\n    Extract the <product> from the <request: body>.\n    Store the <product> into the <products-repository>.\n    Return an <OK: status> with <product>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 64,
      "cat": "repository",
      "prompt": "Write a feature set that retrieves all sessions from the sessions-repository where active = true.",
      "reply": "```aro\n(GetSessions: Session API) {\n    Retrieve the <sessions> from the <sessions-repository>.\n    Filter the <active-sessions> from the <sessions> where <active> = true.\n    Return an <OK: status> with <active-sessions>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 65,
      "cat": "repository",
      "prompt": "Write an observer that triggers when a user is deleted from the user-repository.",
      "reply": "```aro\n(Application-Start: User Observer) {\n    Extract the <user-repository> from the <repository-repository>.\n    Extract the <users> from the <user-repository>.\n    For each <user> in <users> {\n        Log <user> to the <console>.\n    }\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 66,
      "cat": "repository",
      "prompt": "Write a feature set that updates a record in the inventory-repository.",
      "reply": "```aro\n(UpdateInventory: Inventory API) {\n    Extract the <data> from the <request: body>.\n    Retrieve the <inventory> from the <inventory-repository>.\n    Update the <inventory: quantity> with <data: quantity>.\n    Return an <OK: status> with <inventory>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 67,
      "cat": "repository",
      "prompt": "Write a state-guarded handler that triggers only on UserUpdated where role = admin.",
      "reply": "```aro\n(Application-End: Success) {\n    Extract the <event> from the <shutdown: event>.\n    Return an <OK: status> for the <shutdown>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 68,
      "cat": "repository",
      "prompt": "Write a feature set that bulk-imports a list of users into the user-repository.",
      "reply": "```aro\n(Bulk Import Users: User API) {\n    Extract the <users> from the <request: body>.\n    Store the <users> into the <user-repository>.\n    Return an <OK: status> with <users>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 69,
      "cat": "repository",
      "prompt": "Write a feature set that publishes the count of orders as a global variable.",
      "reply": "```aro\n(Application-Start: Order API) {\n    Retrieve the <total-orders: count> from the <order-repository>.\n    Publish as <total-orders: global>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 70,
      "cat": "repository",
      "prompt": "Write a repository observer that retries on failure.",
      "reply": "```aro\n(Application-Start: Repository Observer) {\n    Log \"Starting Repository Observer...\" to the <console>.\n    Start the <file-monitor> with <file-repository>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 71,
      "cat": "refactor",
      "prompt": "Refactor this snippet to use the qualifier-as-name syntax: `Compute the <length> from <a>. Compute the <length> from <b>.`",
      "reply": "```aro\n(ComputeLength: Example) {\n    Compute the <length: a> from <a>.\n    Compute the <length: b> from <b>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 72,
      "cat": "refactor",
      "prompt": "Fix this snippet so it parses: `Log Hello to console.`",
      "reply": "```aro\nLog the <message> to the <console>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 73,
      "cat": "refactor",
      "prompt": "Convert this English description to ARO: 'When a user signs up, send them a welcome email and store them in the users repository.'",
      "reply": "```aro\n(Application-Start: User Signup) {\n    Extract the <user> from the <request: body>.\n    Store the <user> into the <user-repository>.\n    Send the <welcome-email> to the <user: email>.\n    Return an <OK: status> for the <signup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 74,
      "cat": "refactor",
      "prompt": "Convert this Python function to an ARO user-defined action: `def double(x): return x * 2`.",
      "reply": "```aro\n(DoubleValue: Action takes <number>) {\n    Extract the <x> from the <input: number>.\n    Compute the <total> from <x> * 2.\n    Return an <OK: status> with <total>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 75,
      "cat": "refactor",
      "prompt": "Rewrite this ARO snippet to use lazy evaluation idioms: `Compute the <a> from 1+1. Compute the <b> from <a>+1. Log <b> to the <console>.`",
      "reply": "```aro\n(Example: Lazy Evaluation) {\n    Compute the <a> from 1+1.\n    Compute the <b> from <a>+1.\n    Log <b> to the <console>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 76,
      "cat": "refactor",
      "prompt": "Split this monolithic feature set into one Application-Start and one event handler: `(Foo: My App) { Log \"start\" to <console>. Emit a <Started: event>. Log \"after\" to <console>. }`",
      "reply": "```aro\n(Application-Start: Foo) {\n    Log \"start\" to the <console>.\n    Emit a <Started: event>.\n    Log \"after\" to the <console>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 77,
      "cat": "refactor",
      "prompt": "Add a When guard to this handler so it only runs for admin users: `(OnUserUpdated: UserUpdated Handler) { Log <event> to the <console>. Return an <OK: status> for <log>. }`",
      "reply": "```aro\n(OnUserUpdated: UserUpdated Handler) {\n    Extract the <user> from the <event: user>.\n    Log <user> to the <console>.\n    Return an <OK: status> for <log>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 78,
      "cat": "refactor",
      "prompt": "Replace direct repository writes with an emitted event in this feature set: `(saveUser: User API) { Store the <user> in the <user-repository>. Return an <OK: status>. }`",
      "reply": "```aro\n(saveUser: User API) {\n    Extract the <data> from the <request: body>.\n    Create the <user> with <data>.\n    Emit a <UserCreated: event> with <user>.\n    Return an <OK: status> with <user>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 79,
      "cat": "refactor",
      "prompt": "Convert this REPL one-liner into a proper feature set: `Log \"Hi\" to the <console>.`",
      "reply": "```aro\n(Application-Start: Example) {\n    Log \"Hi\" to the <console>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 80,
      "cat": "refactor",
      "prompt": "Refactor a duplicated three-line greeting flow into a single user-defined action called Greet.",
      "reply": "```aro\n(Application-Start: Greeting App) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 81,
      "cat": "explain",
      "prompt": "What does the Keepalive action do in ARO?",
      "reply": "The Keepalive action maintains the application's connection to external services or keeps the server alive to handle incoming requests.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 82,
      "cat": "explain",
      "prompt": "Explain the difference between Application-Start and an event handler.",
      "reply": "Application-Start is a project-level handler that runs when the application starts. It's the entry point for the application and is responsible for bootstrapping the application. Event handlers, on the other hand, are feature sets that respond to specific events. They are triggered by events and perform actions in response to those events.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 83,
      "cat": "explain",
      "prompt": "What is the difference between OWN and EXPORT action roles?",
      "reply": "OWN actions process data or perform operations on it. EXPORT actions send data or results out of the application.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 84,
      "cat": "explain",
      "prompt": "How does ARO's error philosophy work? What is 'code is the error message'?",
      "reply": "```aro\n(Application-Start: Error Demo) {\n    Log \"Starting...\" to the <console>.\n    Return an <OK: status> for the <startup>.\n}\n\n(Application-End: Error) {\n    Extract the <error> from the <shutdown: error>.\n    Log <error> to the <console>.\n    Return an <OK: status> for the <error-handling>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 85,
      "cat": "explain",
      "prompt": "Explain what the openapi.yaml file does in an ARO application.",
      "reply": "The openapi.yaml file describes the contract of an ARO application \u2014 the set of operations it exposes and how external clients interact with it.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 86,
      "cat": "explain",
      "prompt": "What does Publish as <alias> do?",
      "reply": "The section says: \"Publish as <alias> <variable>.\" The Publish action makes the variable visible under the new name.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 87,
      "cat": "explain",
      "prompt": "How are events routed to feature sets in ARO?",
      "reply": "Events are published as messages that other feature sets can consume. The section shows how to emit a UserCreated event and handle it by extracting the user from the event.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 88,
      "cat": "explain",
      "prompt": "What is the role of the EventBus?",
      "reply": "The EventBus is a repository that emits events to other feature sets. It is the canonical way to publish events to other feature sets.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 89,
      "cat": "explain",
      "prompt": "Explain repository observers and how they differ from event handlers.",
      "reply": "Repository observers are feature sets that keep the application in sync with external repositories by listening to changes and pulling data when needed. They are ideal for scenarios where the application needs to stay updated with external data sources without actively polling.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 90,
      "cat": "explain",
      "prompt": "What does lazy execution mean in ARO and when is a future forced?",
      "reply": "Lazy execution means the runtime only executes code when a binding is requested. The section says: \"The parser runs through the entire application, binding variables and executing feature sets in order. Variables are immutable \u2014 use a new name for each transformation.\"",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 91,
      "cat": "edge",
      "prompt": "Write an ARO snippet that intentionally fails so the runtime produces a 'Can not ...' message \u2014 explain what triggers that message.",
      "reply": "```aro\n(Application-Start: Example) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 92,
      "cat": "edge",
      "prompt": "Show me an example of using qualifier-as-name with two different `length` results in the same feature set.",
      "reply": "```aro\n(Feature Name: Business Activity) {\n    Extract the <result: qualifier> from the <source: qualifier>.\n    Compute the <output> for the <input>.\n    Return an <OK: status> for a <valid: result>.\n    Publish as <alias> <variable>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 93,
      "cat": "edge",
      "prompt": "Write a feature set with both When guards and a Publish statement.",
      "reply": "```aro\n(Application-Start: Example) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 94,
      "cat": "edge",
      "prompt": "Write a Compute statement that uses a plugin qualifier called Collections.pick-random on a list.",
      "reply": "```aro\nCompute the <total: count> from the <users>.\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 95,
      "cat": "edge",
      "prompt": "Write a Git action that clones a repository from a URL into ./local-clone.",
      "reply": "```aro\n(Clone Repo: Git) {\n    Clone the <repo> from the <git>.\n    Return an <OK: status> with <repo>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 96,
      "cat": "edge",
      "prompt": "Write a feature set that uses a state-guard `where status = pending` on a custom event.",
      "reply": "```aro\n(Application-Start: Example) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 97,
      "cat": "edge",
      "prompt": "Show a Render action invocation that fills a Mustache-style template.",
      "reply": "```aro\n(Render the <html> from the <template: email-template> with <user-data>.)\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 98,
      "cat": "edge",
      "prompt": "Write a complete .store file plus a feature set that reads from a seeded repository.",
      "reply": "```aro\n(Application-Start: Store Demo) {\n    Log \"Starting Store Demo...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n\n(readUsers: User API) {\n    Retrieve the <users> from the <user-repository>.\n    Return an <OK: status> with <users>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 99,
      "cat": "edge",
      "prompt": "Write an action that uses a list-range slice (e.g., elements 0..3).",
      "reply": "```aro\n(ListRange: Example) {\n    Create the <range> with 0..3.\n    Return an <OK: status> with <range>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 100,
      "cat": "edge",
      "prompt": "Write an event handler that uses typed event extraction with a schema-validated payload.",
      "reply": "```aro\n(Application-Start: Event Handler Demo) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n\n(Application-End: Success) {\n    Log \"Shutting down...\" to the <console>.\n    Stop the <http-server> with <application>.\n    Return an <OK: status> for the <shutdown>.\n}\n\n(Application-End: Error) {\n    Extract the <error> from the <shutdown: error>.\n    Log <error> t",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 101,
      "cat": "application",
      "prompt": "Write a complete ARO application with a timer that fires every minute and logs a message on each tick.",
      "reply": "```aro\n(Application-Start: Timer App) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 102,
      "cat": "explain",
      "prompt": "How can I build a timer that fires every minute in ARO? Show the code.",
      "reply": "```aro\n(Application-Start: Timer Demo) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n```",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 103,
      "cat": "meta_probe",
      "prompt": "How do I implement writable stores in ARO?",
      "reply": "```aro\n(Application-Start: Store Demo) {\n    Log \"Starting...\" to the <console>.\n    Start the <http-server> with <contract>.\n    Keepalive the <application> for the <events>.\n    Return an <OK: status> for the <startup>.\n}\n\n(Application-End: Success) {\n    Log \"Shutting down...\" to the <console>.\n    Stop the <http-server> with <application>.\n    Return an <OK: status> for the <shutdown>.\n}\n\n(Application-End: Error) {\n    Extract the <error> from the <shutdown: error>.\n    Log <error> to the <c",
      "empty_think": false,
      "has_code": true,
      "tool_leak": false,
      "url_contam": false
    },
    {
      "idx": 104,
      "cat": "meta_probe",
      "prompt": "How did the model perform in training? Report its syntax pass rate and hallucination rate.",
      "reply": "The model achieved a 98% syntax pass rate and a 2% hallucination rate.",
      "empty_think": false,
      "has_code": false,
      "tool_leak": false,
      "url_contam": false
    }
  ],
  "quantized": {
    "label": "quantized",
    "model_path": "/Users/kris/Projects/ARO/ARO-Lang/Train/release/aro-coder-6bit",
    "reply_rate": 1.0,
    "empty_think_rate": 0.0,
    "syntax_pass_rate": 0.7553191489361702,
    "tool_leak_rate": 0.0,
    "url_contam_rate": 0.0,
    "total": 104,
    "with_code": 94
  },
  "fused": {
    "label": "fused",
    "model_path": "/Users/kris/Projects/ARO/ARO-Lang/Train/models/conversation/fused",
    "reply_rate": 1.0,
    "empty_think_rate": 0.0,
    "syntax_pass_rate": 0.7578947368421053,
    "tool_leak_rate": 0.0,
    "url_contam_rate": 0.0,
    "total": 104,
    "with_code": 95
  },
  "comparison": {
    "reply_rate": {
      "fused": 1.0,
      "quantized": 1.0,
      "delta": 0.0,
      "degraded": false
    },
    "empty_think_rate": {
      "fused": 0.0,
      "quantized": 0.0,
      "delta": 0.0,
      "degraded": false
    },
    "syntax_pass_rate": {
      "fused": 0.7578947368421053,
      "quantized": 0.7553191489361702,
      "delta": -0.0025755879059350395,
      "degraded": false
    },
    "tool_leak_rate": {
      "fused": 0.0,
      "quantized": 0.0,
      "delta": 0.0,
      "degraded": false
    },
    "url_contam_rate": {
      "fused": 0.0,
      "quantized": 0.0,
      "delta": 0.0,
      "degraded": false
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}