diff --git a/.github/workflows/test-pytest.yml b/.github/workflows/test-pytest-ruff.yml
similarity index 80%
rename from .github/workflows/test-pytest.yml
rename to .github/workflows/test-pytest-ruff.yml
index 82a3786..057233a 100644
--- a/.github/workflows/test-pytest.yml
+++ b/.github/workflows/test-pytest-ruff.yml
@@ -1,4 +1,4 @@
-name: Run pytest
+name: Run pytest, ruff, and pyright
 
 on: [push]
 
@@ -8,7 +8,7 @@ env:
   POETRY_URL: https://install.python-poetry.org
 
 jobs:
-  run-pytest:
+  run-tests:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
@@ -34,5 +34,11 @@ jobs:
           echo "$HOME/.local/bin" >> $GITHUB_PATH
       - name: Install Dependencies
         run: poetry install
+      - name: Run ruff format check
+        run: poetry run ruff format verified_cogen --check
+      - name: Run ruff linter
+        run: poetry run ruff check verified_cogen
+      - name: Run pyright
+        run: poetry run pyright verified_cogen
       - name: Run pytest
         run: poetry run pytest
diff --git a/.gitignore b/.gitignore
index 4671105..908fcb0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,7 @@ llm-generated
 **/.DS_Store
 pyrightconfig.json
 benches/DafnyBench/
+benches/HumanEval-Dafny-Mini/
 break_assert.rs
 .venv
 **/target
@@ -17,3 +18,5 @@ run.sh
 **/.pytest_cache
 run_nagini.py
 /tmp
+results
+results/*
diff --git a/.gitmodules b/.gitmodules
index 85b2332..cb6a2f1 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,3 +1,7 @@
 [submodule "Nagini-Conversion"]
 	path = Nagini-Conversion
 	url = https://github.com/alex28sh/Nagini-Convertion
+
+[submodule "benches/HumanEval-Dafny"]
+	path = benches/HumanEval-Dafny
+	url = https://github.com/JetBrains-Research/HumanEval-Dafny
diff --git a/benches/HumanEval-Dafny b/benches/HumanEval-Dafny
new file mode 160000
index 0000000..197aca2
--- /dev/null
+++ b/benches/HumanEval-Dafny
@@ -0,0 +1 @@
+Subproject commit 197aca2480d30357e97dd087df64cd8808c97a5c
diff --git a/gui/Cargo.lock b/gui/Cargo.lock
index 7666ec5..91220c4 100644
--- a/gui/Cargo.lock
+++ b/gui/Cargo.lock
@@ -1173,6 +1173,17 @@ dependencies = [
  "winit",
 ]
 
+[[package]]
+name = "egui_plot"
+version = "0.28.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c7acc4fe778c41b91d57e04c1a2cf5765b3dc977f9f8384d2bb2eb4254855365"
+dependencies = [
+ "ahash",
+ "egui",
+ "emath",
+]
+
 [[package]]
 name = "emath"
 version = "0.28.1"
@@ -1696,6 +1707,7 @@ dependencies = [
  "directories",
  "eframe",
  "egui_extras",
+ "egui_plot",
  "env_logger",
  "log",
  "once_cell",
diff --git a/gui/Cargo.toml b/gui/Cargo.toml
index 99ab041..b547c04 100644
--- a/gui/Cargo.toml
+++ b/gui/Cargo.toml
@@ -8,6 +8,7 @@ anyhow = "1.0.86"
 directories = "5.0.1"
 eframe = { version = "0.28.1", features = ["persistence"] }
 egui_extras = { version = "0.28.1", features = ["syntect"] }
+egui_plot = "0.28.1"
 env_logger = "0.11.3"
 log = "0.4.22"
 once_cell = "1.19.0"
diff --git a/gui/src/helpers.rs b/gui/src/helpers.rs
index 3db3d59..f44a529 100644
--- a/gui/src/helpers.rs
+++ b/gui/src/helpers.rs
@@ -3,7 +3,7 @@ use std::{
     process::{Command, Output},
 };
 
-use eframe::egui::{self, TextEdit};
+use eframe::egui::{self, TextEdit, Ui};
 
 use crate::Settings;
 
@@ -59,12 +59,20 @@ fn add_common_arguments<'a>(
     token: &str,
     settings: &Settings,
 ) -> &'a mut Command {
+    let bench_type = if settings.incremental_run {
+        String::from("validating")
+    } else {
+        settings.bench_type.to_string()
+    };
+    if settings.do_filter {
+        cmd.args(["--filter-by-ext", &settings.filter_by_ext]);
+    }
     cmd.args(["--verifier-command", &settings.verifier_command])
         .args(["--prompts-directory", &settings.prompts_directory])
         .args(["--insert-conditions-mode", "llm-single-step"])
         .args(["--llm-profile", settings.llm_profile.as_grazie()])
         .args(["--grazie-token", token])
-        .args(["--bench-type", &settings.bench_type.to_string()])
+        .args(["--bench-type", &bench_type])
         .args(["--tries", &make_tries(&settings.tries)])
         .args(["--retries", &make_retries(&settings.retries)])
         .args(["--verifier-timeout", &make_timeout(&settings.timeout)])
@@ -130,3 +138,9 @@ pub fn integer_edit_field(
     }
     res
 }
+
+pub(crate) fn paint_code(ui: &mut Ui, code: &str, lang: &str) {
+    let theme = egui_extras::syntax_highlighting::CodeTheme::from_memory(ui.ctx());
+
+    egui_extras::syntax_highlighting::code_view_ui(ui, &theme, code, lang);
+}
diff --git a/gui/src/main.rs b/gui/src/main.rs
index 70a480f..234831c 100644
--- a/gui/src/main.rs
+++ b/gui/src/main.rs
@@ -1,19 +1,24 @@
 #![cfg_attr(not(debug_assertions), windows_subsystem = "windows")]
 
 mod helpers;
+mod ui;
 
-use eframe::egui::{self, Separator, TextEdit, Ui};
+use eframe::egui::{self};
 use std::{
+    collections::HashMap,
     fmt::Display,
     fs::File,
     path::PathBuf,
-    sync::{atomic::AtomicBool, Arc, RwLock},
+    sync::{
+        atomic::{AtomicBool, AtomicUsize},
+        Arc, RwLock,
+    },
 };
 
 use once_cell::sync::Lazy;
 use serde::{Deserialize, Serialize};
 
-use helpers::{basename, extension, integer_edit_field, run_on_directory, run_on_file};
+use helpers::basename;
 
 static APP_DIRS: Lazy<directories::ProjectDirs> = Lazy::new(|| {
     directories::ProjectDirs::from("", "", "verified-cogen").expect("Failed to get app directories")
@@ -79,7 +84,9 @@ enum BenchMode {
 impl BenchMode {
     fn llm_generated_path(&self, path: &str) -> PathBuf {
         let name = match self {
-            BenchMode::Invariants | BenchMode::Generic | BenchMode::Validating => basename(path).to_string(),
+            BenchMode::Invariants | BenchMode::Generic | BenchMode::Validating => {
+                basename(path).to_string()
+            }
             BenchMode::Generate => {
                 let base = basename(path);
                 base.chars()
@@ -98,11 +105,13 @@ impl Display for BenchMode {
             BenchMode::Invariants => write!(f, "invariants"),
             BenchMode::Generic => write!(f, "generic"),
             BenchMode::Generate => write!(f, "generate"),
-            BenchMode::Validating => write!(f, "validating")
+            BenchMode::Validating => write!(f, "validating"),
         }
     }
 }
 
+type RunResults = HashMap<String, f64>;
+
 #[derive(Default)]
 struct AppState {
     settings: Settings,
@@ -113,6 +122,8 @@ struct AppState {
     running: Arc<AtomicBool>,
     last_verified_code: Arc<RwLock<Option<String>>>,
     last_verified_extension: Arc<RwLock<Option<String>>>,
+    run_results: Arc<RwLock<Option<RunResults>>>,
+    file_count: Arc<AtomicUsize>,
     output: Arc<RwLock<Option<(String, String)>>>,
     log: Arc<RwLock<Option<String>>>,
 }
@@ -170,6 +181,9 @@ struct Settings {
     file_mode: FileMode,
     runs: String,
     timeout: String,
+    do_filter: bool,
+    filter_by_ext: String,
+    incremental_run: bool,
 }
 
 impl Default for Settings {
@@ -187,6 +201,9 @@ impl Default for Settings {
             file_mode: FileMode::SingleFile,
             runs: String::from("1"),
             timeout: String::from("60"),
+            incremental_run: false,
+            do_filter: false,
+            filter_by_ext: String::new(),
         }
     }
 }
@@ -223,407 +240,3 @@ impl eframe::App for AppState {
         storage.set_string("settings_json", settings);
     }
 }
-
-impl AppState {
-    fn run(&mut self) {
-        let running = Arc::clone(&self.running);
-        let output = Arc::clone(&self.output);
-        let last_verified_code = Arc::clone(&self.last_verified_code);
-        let last_verified_ext = Arc::clone(&self.last_verified_extension);
-
-        let settings = self.settings.clone();
-        let file_mode = self.settings.file_mode.clone();
-        let path = self.path.clone();
-        let log = Arc::clone(&self.log);
-
-        _ = std::thread::spawn(move || {
-            let result = std::panic::catch_unwind(|| {
-                running.store(true, std::sync::atomic::Ordering::SeqCst);
-                if let Ok(mut output) = output.write() {
-                    *output = None;
-                }
-                let log_dir = APP_DIRS.cache_dir().join("log");
-                _ = File::create(log_dir.join("llm.log")).expect("Failed to clean log file");
-                match file_mode {
-                    FileMode::SingleFile => {
-                        if let Some(path) = path {
-                            let extension = extension(&path);
-                            if let Some(path) = path.to_str() {
-                                let py_output = run_on_file(path, &settings);
-                                if let Ok(mut output) = output.write() {
-                                    *output = Some(py_output);
-                                }
-
-                                let llm_generated_path =
-                                    settings.bench_type.llm_generated_path(path);
-                                let llm_code = std::fs::read_to_string(llm_generated_path).ok();
-                                if let Ok(mut last_verified_code) = last_verified_code.write() {
-                                    *last_verified_code = llm_code;
-                                }
-
-                                if let Ok(mut last_verified_extension) = last_verified_ext.write() {
-                                    *last_verified_extension = Some(String::from(extension));
-                                }
-                            }
-                        }
-                    }
-                    FileMode::Directory => {
-                        if let Ok(mut last_verified_code) = last_verified_code.write() {
-                            *last_verified_code = None;
-                        }
-
-                        if let Ok(mut last_verified_extension) = last_verified_ext.write() {
-                            *last_verified_extension = None;
-                        }
-
-                        if let Some(directory) = path {
-                            if let Some(directory) = directory.to_str() {
-                                let py_output = run_on_directory(directory, &settings);
-                                if let Ok(mut output) = output.write() {
-                                    *output = Some(py_output);
-                                }
-                            }
-                        }
-                    }
-                }
-                if let Ok(mut log) = log.write() {
-                    if let Ok(mut output) = output.write() {
-                        if let Some((_, stderr)) = output.as_mut() {
-                            if let Some(log) = log.as_ref() {
-                                *stderr += &format!("\nLog:\n{}", log)
-                            }
-                        }
-                    }
-                    *log = None;
-                }
-            });
-            if let Err(err) = result {
-                if let Ok(mut output) = output.write() {
-                    *output = Some((String::from("Error"), format!("{:?}", err)));
-                }
-            }
-            running.store(false, std::sync::atomic::Ordering::SeqCst);
-        });
-
-        let running = Arc::clone(&self.running);
-        let log = Arc::clone(&self.log);
-        _ = std::thread::spawn(move || {
-            let log_file = APP_DIRS.cache_dir().join("log").join("llm.log");
-            while running.load(std::sync::atomic::Ordering::SeqCst) {
-                let log_output = std::fs::read_to_string(&log_file).unwrap_or_default();
-                if let Ok(mut log) = log.write() {
-                    *log = Some(log_output);
-                }
-                std::thread::sleep(std::time::Duration::from_millis(100));
-            }
-        });
-    }
-
-    fn file_picker(&mut self, ui: &mut Ui) {
-        ui.label("File mode: ");
-        if ui
-            .radio_value(
-                &mut self.settings.file_mode,
-                FileMode::SingleFile,
-                "Single file",
-            )
-            .clicked()
-        {
-            self.files = None;
-        }
-        if ui
-            .radio_value(
-                &mut self.settings.file_mode,
-                FileMode::Directory,
-                "Directory",
-            )
-            .clicked()
-        {
-            self.code = None;
-        }
-
-        if ui.button("Open").clicked() {
-            match self.settings.file_mode {
-                FileMode::SingleFile => {
-                    if let Some(file) = rfd::FileDialog::new().pick_file() {
-                        self.code = Some(
-                            std::fs::read_to_string(&file).expect("Failed to read file content"),
-                        );
-                        self.path = Some(file);
-                    }
-                }
-                FileMode::Directory => {
-                    if let Some(dir) = rfd::FileDialog::new().pick_folder() {
-                        self.files = Some(
-                            std::fs::read_dir(&dir)
-                                .expect("Failed to read directory content")
-                                .filter_map(|entry| {
-                                    let path =
-                                        entry.expect("Failed to read directory entry").path();
-                                    let s = path.to_string_lossy().to_string();
-                                    let is_hidden = path
-                                        .file_name()
-                                        .map(|name| name.to_string_lossy().starts_with('.'))
-                                        .unwrap_or(true);
-                                    (!is_hidden).then_some(s)
-                                })
-                                .collect(),
-                        );
-                        self.path = Some(dir);
-                    }
-                }
-            }
-        }
-    }
-
-    fn runner(&mut self, ui: &mut Ui) {
-        ui.horizontal(|ui| {
-            self.file_picker(ui);
-
-            let is_running = self.running.load(std::sync::atomic::Ordering::SeqCst);
-
-            if ui.button("Run").clicked() && !is_running {
-                self.run();
-            }
-
-            if is_running {
-                ui.spinner();
-            }
-        });
-    }
-
-    fn token_input(&mut self, ui: &mut Ui) {
-        let label = ui.heading("Grazie and verifier: ");
-
-        ui.label("Grazie token: ");
-        ui.horizontal(|ui| {
-            let token = ui
-                .add(
-                    TextEdit::singleline(&mut self.settings.grazie_token)
-                        .hint_text("Enter your Grazie token")
-                        .password(!self.token_hovered),
-                )
-                .labelled_by(label.id);
-            self.token_hovered = token.hovered();
-        });
-    }
-
-    fn verifier_details(&mut self, ui: &mut Ui) {
-        ui.label("Prompts directory: ");
-        ui.horizontal(|ui| {
-            ui.add(
-                TextEdit::singleline(&mut self.settings.prompts_directory)
-                    .hint_text("Enter the prompts directory"),
-            );
-            if ui.button("Select").clicked() {
-                if let Some(dir) = rfd::FileDialog::new().pick_folder() {
-                    self.settings.prompts_directory = dir.to_string_lossy().to_string();
-                }
-            }
-        });
-
-        ui.columns(2, |cols| {
-            let [left_ui, right_ui] = cols else { return };
-
-            left_ui.vertical(|ui| {
-                ui.label("Verifier command: ");
-                ui.add(
-                    TextEdit::singleline(&mut self.settings.verifier_command)
-                        .hint_text("Enter the verifier command"),
-                );
-            });
-
-            right_ui.vertical(|ui| {
-                ui.label("Timeout: ");
-                let mut tmp_value = self.settings.timeout.clone();
-                ui.add(TextEdit::singleline(&mut tmp_value).hint_text("Enter the timeout"));
-                if tmp_value.parse::<u8>().is_ok() || tmp_value.is_empty() {
-                    self.settings.timeout = tmp_value;
-                }
-            });
-        });
-
-        ui.label("Generate code: ");
-        ui.columns(2, |cols| {
-            let [left_ui, right_ui] = cols else { return };
-
-            left_ui.add(
-                TextEdit::singleline(&mut self.settings.generate_command)
-                    .hint_text("Enter the command to generate code"),
-            );
-
-            right_ui.checkbox(&mut self.settings.use_poetry, "Use poetry");
-        });
-    }
-
-    fn settings_ui(&mut self, ui: &mut Ui) {
-        ui.vertical(|ui| {
-            self.verifier_details(ui);
-            ui.separator();
-
-            ui.heading("Settings:");
-
-            egui::ComboBox::from_label("LLM Profile")
-                .selected_text(format!("{}", self.settings.llm_profile))
-                .show_ui(ui, |ui| {
-                    for profile in LLMProfile::all() {
-                        ui.selectable_value(
-                            &mut self.settings.llm_profile,
-                            profile,
-                            format!("{}", profile),
-                        );
-                    }
-                });
-
-            ui.horizontal(|ui| {
-                ui.label("Bench mode: ");
-                ui.radio_value(
-                    &mut self.settings.bench_type,
-                    BenchMode::Invariants,
-                    "Invariants",
-                );
-                ui.radio_value(&mut self.settings.bench_type, BenchMode::Generic, "Generic");
-                ui.radio_value(
-                    &mut self.settings.bench_type,
-                    BenchMode::Generate,
-                    "Generate",
-                );
-                ui.radio_value(
-                    &mut self.settings.bench_type,
-                    BenchMode::Validating,
-                    "Validating"
-                );
-            });
-            ui.horizontal(|ui| {
-                let max_rect = ui.max_rect();
-                let is_dir_mode = matches!(self.settings.file_mode, FileMode::Directory);
-                let div = if is_dir_mode { 5.0 } else { 3.0 };
-                let size = [max_rect.width() / div, max_rect.height()];
-                ui.label("Tries: ");
-                integer_edit_field(ui, "Tries", &mut self.settings.tries, size);
-
-                ui.label("Retries: ");
-                integer_edit_field(ui, "Retries", &mut self.settings.retries, size);
-
-                if is_dir_mode {
-                    ui.label("Runs: ");
-                    integer_edit_field(ui, "Retries", &mut self.settings.runs, size);
-                }
-            });
-        });
-    }
-
-    fn display(&mut self, ui: &mut Ui) {
-        if self.settings.file_mode == FileMode::SingleFile {
-            if let Some(code) = self.code.as_ref() {
-                let path = self.path.as_ref().expect("Code and path should be in sync");
-                egui::ScrollArea::vertical().show(ui, |ui| {
-                    paint_code(ui, code, extension(path));
-                });
-            } else {
-                ui.label("No file selected");
-            }
-        } else if let Some(files) = self.files.as_mut() {
-            let mut reset = false;
-
-            egui::ScrollArea::vertical().show(ui, |ui| {
-                ui.heading("Files");
-                ui.separator();
-
-                for file in files.iter() {
-                    ui.horizontal(|ui| {
-                        ui.label(basename(file));
-
-                        if ui.button("Open").clicked() {
-                            self.code = Some(
-                                std::fs::read_to_string(file).expect("Failed to read file content"),
-                            );
-                            self.path = Some(file.into());
-                            self.settings.file_mode = FileMode::SingleFile;
-                            reset = true;
-                        }
-                    });
-                }
-            });
-
-            if reset {
-                self.files = None;
-            }
-        } else {
-            ui.label("No directory selected");
-        }
-    }
-
-    fn output_ui(&mut self, ui: &mut Ui, panel_height: f32) {
-        let output_width = ui.available_width();
-        let part = match self.settings.file_mode {
-            FileMode::SingleFile => 4.0,
-            FileMode::Directory => 2.0,
-        };
-        ui.horizontal(|ui| {
-            ui.set_height(panel_height);
-            ui.add(Separator::default().vertical().grow(panel_height));
-
-            ui.vertical(|ui| {
-                if let Ok(output) = self.output.read() {
-                    if let Some(output) = output.as_ref() {
-                        let (stdout, stderr) = &output;
-                        ui.heading("Stdout:");
-                        ui.push_id("stdout", |ui| {
-                            ui.set_max_height(panel_height / part);
-                            egui::ScrollArea::vertical().show(ui, |ui| {
-                                ui.set_min_width(output_width);
-                                ui.monospace(stdout);
-                            });
-                        });
-
-                        ui.separator();
-
-                        ui.heading("Stderr:");
-                        ui.push_id("stderr", |ui| {
-                            ui.set_max_height(panel_height / part);
-                            egui::ScrollArea::vertical().show(ui, |ui| {
-                                ui.set_min_width(output_width);
-                                ui.monospace(stderr);
-                            });
-                        });
-
-                        if let Ok(code) = self.last_verified_code.read() {
-                            if let Ok(ext) = self.last_verified_extension.read() {
-                                if let Some(code) = code.as_ref() {
-                                    if let Some(ext) = ext.as_ref() {
-                                        ui.separator();
-                                        ui.heading("Last verified code:");
-                                        ui.push_id("llm-code", |ui| {
-                                            egui::ScrollArea::vertical().show(ui, |ui| {
-                                                ui.set_min_width(output_width);
-                                                paint_code(ui, code, ext);
-                                            });
-                                        });
-                                    }
-                                }
-                            }
-                        }
-                    }
-                }
-
-                if let Ok(log) = self.log.read() {
-                    if let Some(log) = log.as_ref() {
-                        ui.heading("Log:");
-                        ui.push_id("log", |ui| {
-                            egui::ScrollArea::vertical().show(ui, |ui| {
-                                ui.monospace(log);
-                            });
-                        });
-                    }
-                }
-            });
-        });
-    }
-}
-
-fn paint_code(ui: &mut Ui, code: &str, lang: &str) {
-    let theme = egui_extras::syntax_highlighting::CodeTheme::from_memory(ui.ctx());
-
-    egui_extras::syntax_highlighting::code_view_ui(ui, &theme, code, lang);
-}
diff --git a/gui/src/ui/display.rs b/gui/src/ui/display.rs
new file mode 100644
index 0000000..b4e7d74
--- /dev/null
+++ b/gui/src/ui/display.rs
@@ -0,0 +1,49 @@
+use eframe::egui::{self, Ui};
+
+use crate::{
+    helpers::{basename, extension, paint_code},
+    AppState, FileMode,
+};
+
+impl AppState {
+    pub(crate) fn display(&mut self, ui: &mut Ui) {
+        if self.settings.file_mode == FileMode::SingleFile {
+            if let Some(code) = self.code.as_ref() {
+                let path = self.path.as_ref().expect("Code and path should be in sync");
+                egui::ScrollArea::vertical().show(ui, |ui| {
+                    paint_code(ui, code, extension(path));
+                });
+            } else {
+                ui.label("No file selected");
+            }
+        } else if let Some(files) = self.files.as_mut() {
+            let mut reset = false;
+
+            egui::ScrollArea::vertical().show(ui, |ui| {
+                ui.heading("Files");
+                ui.separator();
+
+                for file in files.iter() {
+                    ui.horizontal(|ui| {
+                        ui.label(basename(file));
+
+                        if !self.settings.incremental_run && ui.button("Open").clicked() {
+                            self.code = Some(
+                                std::fs::read_to_string(file).expect("Failed to read file content"),
+                            );
+                            self.path = Some(file.into());
+                            self.settings.file_mode = FileMode::SingleFile;
+                            reset = true;
+                        }
+                    });
+                }
+            });
+
+            if reset {
+                self.files = None;
+            }
+        } else {
+            ui.label("No directory selected");
+        }
+    }
+}
diff --git a/gui/src/ui/file_picker.rs b/gui/src/ui/file_picker.rs
new file mode 100644
index 0000000..e9fd597
--- /dev/null
+++ b/gui/src/ui/file_picker.rs
@@ -0,0 +1,75 @@
+use std::ffi::OsString;
+
+use eframe::egui::Ui;
+
+use crate::{AppState, FileMode};
+
+impl AppState {
+    pub(crate) fn file_picker(&mut self, ui: &mut Ui) {
+        ui.label("File mode: ");
+        if !self.settings.incremental_run
+            && ui
+                .radio_value(
+                    &mut self.settings.file_mode,
+                    FileMode::SingleFile,
+                    "Single file",
+                )
+                .clicked()
+        {
+            self.settings.incremental_run = false;
+            self.files = None;
+        }
+        if ui
+            .radio_value(
+                &mut self.settings.file_mode,
+                FileMode::Directory,
+                "Directory",
+            )
+            .clicked()
+        {
+            self.code = None;
+        }
+
+        if ui.button("Open").clicked() {
+            match self.settings.file_mode {
+                FileMode::SingleFile => {
+                    if let Some(file) = rfd::FileDialog::new().pick_file() {
+                        self.code = Some(
+                            std::fs::read_to_string(&file).expect("Failed to read file content"),
+                        );
+                        self.path = Some(file);
+                    }
+                }
+                FileMode::Directory => {
+                    if let Some(dir) = rfd::FileDialog::new().pick_folder() {
+                        let do_filter = self.settings.do_filter;
+                        let filter_by_ext: OsString = self.settings.filter_by_ext.clone().into();
+                        self.files = {
+                            let mut files: Vec<_> = std::fs::read_dir(&dir)
+                                .expect("Failed to read directory content")
+                                .filter_map(|entry| {
+                                    let path =
+                                        entry.expect("Failed to read directory entry").path();
+                                    if do_filter
+                                        && path.extension().map_or(true, |ext| ext != filter_by_ext)
+                                    {
+                                        return None;
+                                    }
+                                    let s = path.to_string_lossy().to_string();
+                                    let is_hidden = path
+                                        .file_name()
+                                        .map(|name| name.to_string_lossy().starts_with('.'))
+                                        .unwrap_or(true);
+                                    (!is_hidden).then_some(s)
+                                })
+                                .collect();
+                            files.sort();
+                            Some(files)
+                        };
+                        self.path = Some(dir);
+                    }
+                }
+            }
+        }
+    }
+}
diff --git a/gui/src/ui/mod.rs b/gui/src/ui/mod.rs
new file mode 100644
index 0000000..2fb16c5
--- /dev/null
+++ b/gui/src/ui/mod.rs
@@ -0,0 +1,8 @@
+mod display;
+mod file_picker;
+mod output;
+mod plot;
+mod run;
+mod settings;
+mod token_input;
+mod verifier_details;
diff --git a/gui/src/ui/output.rs b/gui/src/ui/output.rs
new file mode 100644
index 0000000..ecfa039
--- /dev/null
+++ b/gui/src/ui/output.rs
@@ -0,0 +1,84 @@
+use eframe::egui::{self, Separator, Ui};
+
+use crate::{helpers::paint_code, AppState, FileMode};
+
+impl AppState {
+    pub(crate) fn output_ui(&mut self, ui: &mut Ui, panel_height: f32) {
+        let output_width = ui.available_width();
+        let mut part = match self.settings.file_mode {
+            FileMode::SingleFile => 4.0,
+            FileMode::Directory => 2.0,
+        };
+
+        ui.horizontal(|ui| {
+            ui.set_height(panel_height);
+            ui.add(Separator::default().vertical().grow(panel_height));
+
+            ui.vertical(|ui| {
+                if let Ok(run_results) = self.run_results.read() {
+                    part += 1.0;
+                    if let Some(results) = run_results.as_ref() {
+                        let cnt = self.file_count.load(std::sync::atomic::Ordering::SeqCst);
+                        ui.push_id("plot", |ui| {
+                            ui.set_max_height(panel_height / part);
+                            self.plot(results, cnt, ui);
+                        });
+                    }
+                }
+
+                if let Ok(output) = self.output.read() {
+                    if let Some(output) = output.as_ref() {
+                        let (stdout, stderr) = &output;
+                        ui.heading("Stdout:");
+                        ui.push_id("stdout", |ui| {
+                            ui.set_max_height(panel_height / part);
+                            egui::ScrollArea::vertical().show(ui, |ui| {
+                                ui.set_min_width(output_width);
+                                ui.monospace(stdout);
+                            });
+                        });
+
+                        ui.separator();
+
+                        ui.heading("Stderr:");
+                        ui.push_id("stderr", |ui| {
+                            ui.set_max_height(panel_height / part);
+                            egui::ScrollArea::vertical().show(ui, |ui| {
+                                ui.set_min_width(output_width);
+                                ui.monospace(stderr);
+                            });
+                        });
+
+                        if let Ok(code) = self.last_verified_code.read() {
+                            if let Ok(ext) = self.last_verified_extension.read() {
+                                if let Some(code) = code.as_ref() {
+                                    if let Some(ext) = ext.as_ref() {
+                                        ui.separator();
+                                        ui.heading("Last verified code:");
+                                        ui.push_id("llm-code", |ui| {
+                                            egui::ScrollArea::vertical().show(ui, |ui| {
+                                                ui.set_min_width(output_width);
+                                                paint_code(ui, code, ext);
+                                            });
+                                        });
+                                    }
+                                }
+                            }
+                        }
+                    }
+                }
+
+                if let Ok(log) = self.log.read() {
+                    if let Some(log) = log.as_ref() {
+                        ui.heading("Log:");
+                        ui.push_id("log", |ui| {
+                            egui::ScrollArea::vertical().show(ui, |ui| {
+                                ui.monospace(log);
+                            });
+                        });
+                    }
+                }
+            });
+        });
+    }
+}
diff --git a/gui/src/ui/plot.rs b/gui/src/ui/plot.rs
new file mode 100644
index 0000000..b7b9873
--- /dev/null
+++ b/gui/src/ui/plot.rs
@@ -0,0 +1,31 @@
+use eframe::egui::Ui;
+use egui_plot::{uniform_grid_spacer, Line, Plot};
+
+use crate::{AppState, RunResults};
+
+impl AppState {
+    pub fn plot(&self, results: &RunResults, file_cnt: usize, ui: &mut Ui) {
+        let tries: Vec<_> = results.values().copied().collect();
+        let max_tries = *tries
+            .iter()
+            .max_by(|a, b| a.total_cmp(b))
+            .expect("results should contain at least one file");
+        let mut cnt = vec![0; max_tries.ceil() as usize + 1];
+        for t in tries {
+            cnt[t.ceil() as usize] += 1;
+        }
+        let percent = cnt
+            .into_iter()
+            .enumerate()
+            .scan(0, |state, (i, x)| {
+                *state += x;
+                Some([i as f64, *state as f64 / file_cnt as f64 * 100.0])
+            })
+            .collect::<Vec<_>>();
+
+        Plot::new("results_plot")
+            .x_grid_spacer(uniform_grid_spacer(|_| [5.0, 1.0, 1.0]))
+            // .view_aspect(1.0)
+            .show(ui, |plot_ui| plot_ui.line(Line::new(percent)));
+    }
+}
diff --git a/gui/src/ui/run.rs b/gui/src/ui/run.rs
new file mode 100644
index 0000000..834b0d6
--- /dev/null
+++ b/gui/src/ui/run.rs
@@ -0,0 +1,165 @@
+use std::{fs::File, io::Read, path::PathBuf, sync::Arc};
+
+use eframe::egui::{TextEdit, Ui};
+
+use crate::{
+    helpers::{basename, extension, run_on_directory, run_on_file},
+    AppState, FileMode, APP_DIRS,
+};
+
+impl AppState {
+    pub(crate) fn runner(&mut self, ui: &mut Ui) {
+        ui.horizontal(|ui| {
+            self.file_picker(ui);
+
+            let is_running = self.running.load(std::sync::atomic::Ordering::SeqCst);
+
+            if ui.button("Run").clicked() && !is_running {
+                self.run();
+            }
+
+            if is_running {
+                ui.spinner();
+            }
+        });
+        if matches!(self.settings.file_mode, FileMode::Directory) {
+            ui.horizontal(|ui| {
+                ui.checkbox(&mut self.settings.do_filter, "Filter by extension");
+                ui.add_space(5.0);
+                ui.add(
+                    TextEdit::singleline(&mut self.settings.filter_by_ext)
+                        .hint_text("enter the extension here")
+                        .interactive(self.settings.do_filter),
+                );
+            });
+        }
+    }
+
+    pub(crate) fn run(&mut self) {
+        let running = Arc::clone(&self.running);
+        let output = Arc::clone(&self.output);
+        let last_verified_code = Arc::clone(&self.last_verified_code);
+        let last_verified_ext = Arc::clone(&self.last_verified_extension);
+        let incremental_run = self.settings.incremental_run;
+        let file_count = Arc::clone(&self.file_count);
+        let cnt = self.files.as_ref().map(|f| f.len());
+        let run_results = Arc::clone(&self.run_results);
+
+        let settings = self.settings.clone();
+        let file_mode = self.settings.file_mode.clone();
+        let path = self.path.clone();
+        let log = Arc::clone(&self.log);
+
+        _ = std::thread::spawn(move || {
+            let _path = path.clone();
+            let result = std::panic::catch_unwind(|| {
+                running.store(true, std::sync::atomic::Ordering::SeqCst);
+                if let Ok(mut output) = output.write() {
+                    *output = None;
+                }
+                if let Ok(mut results) = run_results.write() {
+                    *results = None;
+                }
+                let log_dir = APP_DIRS.cache_dir().join("log");
+                _ = File::create(log_dir.join("llm.log")).expect("Failed to clean log file");
+                match file_mode {
+                    FileMode::SingleFile => {
+                        if let Some(path) = _path {
+                            let extension = extension(&path);
+                            if let Some(path) = path.to_str() {
+                                let py_output = run_on_file(path, &settings);
+                                if let Ok(mut output) = output.write() {
+                                    *output = Some(py_output);
+                                }
+
+                                let llm_generated_path =
+                                    settings.bench_type.llm_generated_path(path);
+                                let llm_code = std::fs::read_to_string(llm_generated_path).ok();
+                                if let Ok(mut last_verified_code) = last_verified_code.write() {
+                                    *last_verified_code = llm_code;
+                                }
+
+                                if let Ok(mut last_verified_extension) = last_verified_ext.write() {
+                                    *last_verified_extension = Some(String::from(extension));
+                                }
+                            }
+                        }
+                    }
+                    FileMode::Directory => {
+                        if let Ok(mut last_verified_code) = last_verified_code.write() {
+                            *last_verified_code = None;
+                        }
+
+                        if let Ok(mut last_verified_extension) = last_verified_ext.write() {
+                            *last_verified_extension = None;
+                        }
+
+                        if let Some(directory) = _path {
+                            if let Some(directory) = directory.to_str() {
+                                let py_output = run_on_directory(directory, &settings);
+                                if let Ok(mut output) = output.write() {
+                                    *output = Some(py_output);
+                                }
+
+                                let mut results_contents = String::new();
+                                let name = basename(directory);
+
+                                let results_path = match incremental_run {
+                                    true => {
+                                        PathBuf::from("results").join(format!("tries_{name}.json"))
+                                    }
+                                    false => APP_DIRS.cache_dir().join("total_cnt.json"),
+                                };
+
+                                File::open(results_path)
+                                    .expect("results are not where they should be")
+                                    .read_to_string(&mut results_contents)
+                                    .expect("failed read");
+
+                                if let Ok(mut results) = run_results.write() {
+                                    *results = Some(
+                                        serde_json::from_str(&results_contents)
+                                            .expect("results must contain a valid json"),
+                                    );
+                                    file_count.store(
+                                        cnt.expect("should be dir"),
+                                        std::sync::atomic::Ordering::SeqCst,
+                                    );
+                                }
+                            }
+                        }
+                    }
+                }
+                if let Ok(mut log) = log.write() {
+                    if let Ok(mut output) = output.write() {
+                        if let Some((_, stderr)) = output.as_mut() {
+                            if let Some(log) = log.as_ref() {
+                                *stderr += &format!("\nLog:\n{}", log)
+                            }
+                        }
+                    }
+                    *log = None;
+                }
+            });
+            if let Err(err) = result {
+                if let Ok(mut output) = output.write() {
+                    *output = Some((String::from("Error"), format!("{:?}", err)));
+                }
+            }
+            running.store(false, std::sync::atomic::Ordering::SeqCst);
+        });
+
+        let running = Arc::clone(&self.running);
+        let log = Arc::clone(&self.log);
+        _ = std::thread::spawn(move || {
+            let log_file = APP_DIRS.cache_dir().join("log").join("llm.log");
+            while running.load(std::sync::atomic::Ordering::SeqCst) {
+                let log_output = std::fs::read_to_string(&log_file).unwrap_or_default();
+                if let Ok(mut log) = log.write() {
+                    *log = Some(log_output);
+                }
+                std::thread::sleep(std::time::Duration::from_millis(100));
+            }
+        });
+    }
+}
diff --git a/gui/src/ui/settings.rs b/gui/src/ui/settings.rs
new file mode 100644
index 0000000..ae3a451
--- /dev/null
+++ b/gui/src/ui/settings.rs
@@ -0,0 +1,87 @@
+use eframe::egui::{self, Ui};
+
+use crate::helpers::integer_edit_field;
+use crate::{AppState, BenchMode, FileMode, LLMProfile};
+
+impl AppState {
+    pub(crate) fn settings_ui(&mut self, ui: &mut Ui) {
+        ui.vertical(|ui| {
+            self.verifier_details(ui);
+            ui.separator();
+
+            ui.heading("Settings:");
+
+            egui::ComboBox::from_label("LLM Profile")
+                .selected_text(format!("{}", self.settings.llm_profile))
+                .show_ui(ui, |ui| {
+                    for profile in LLMProfile::all() {
+                        ui.selectable_value(
+                            &mut self.settings.llm_profile,
+                            profile,
+                            format!("{}", profile),
+                        );
+                    }
+                });
+
+            ui.separator();
+
+            if ui
+                .checkbox(
+                    &mut self.settings.incremental_run,
+                    "Incremental run (experimental validating mode)",
+                )
+                .clicked()
+                && self.settings.incremental_run
+            {
+                _ = self.code.take();
+                self.settings.file_mode = FileMode::Directory;
+            }
+            ui.add_space(2.0);
+            if !self.settings.incremental_run {
+                ui.horizontal(|ui| {
+                    ui.label("Bench mode: ");
+                    ui.radio_value(
+                        &mut self.settings.bench_type,
+                        BenchMode::Invariants,
+                        "Invariants",
+                    );
+                    ui.radio_value(&mut self.settings.bench_type, BenchMode::Generic, "Generic");
+                    ui.radio_value(
+                        &mut self.settings.bench_type,
+                        BenchMode::Generate,
+                        "Generate",
+                    );
+                    ui.radio_value(
+                        &mut self.settings.bench_type,
+                        BenchMode::Validating,
+                        "Validating",
+                    );
+                });
+            }
+
+            ui.separator();
+            ui.horizontal(|ui| {
+                let max_rect = ui.max_rect();
+                let is_dir_mode = matches!(self.settings.file_mode, FileMode::Directory);
+                let div = match (self.settings.incremental_run, is_dir_mode) {
+                    (true, _) => 1.5,
+                    (false, true) => 5.0,
+                    (false, false) => 3.0,
+                };
+                let size = [max_rect.width() / div, max_rect.height()];
+                ui.label("Tries: ");
+                integer_edit_field(ui, "Tries", &mut self.settings.tries, size);
+
+                if !self.settings.incremental_run {
+                    ui.label("Retries: ");
+                    integer_edit_field(ui, "Retries", &mut self.settings.retries, size);
+                }
+
+                if !self.settings.incremental_run && is_dir_mode {
+                    ui.label("Runs: ");
+                    integer_edit_field(ui, "Retries", &mut self.settings.runs, size);
+                }
+            });
+        });
+    }
+}
diff --git a/gui/src/ui/token_input.rs b/gui/src/ui/token_input.rs
new file mode 100644
index 0000000..06d00df
--- /dev/null
+++ b/gui/src/ui/token_input.rs
@@ -0,0 +1,21 @@
+use eframe::egui::{TextEdit, Ui};
+
+use crate::AppState;
+
+impl AppState {
+    pub(crate) fn token_input(&mut self, ui: &mut Ui) {
+        let label = ui.heading("Grazie and verifier: ");
+
+        ui.label("Grazie token: ");
+        ui.horizontal(|ui| {
+            let token = ui
+                .add(
+                    TextEdit::singleline(&mut self.settings.grazie_token)
+                        .hint_text("Enter your Grazie token")
+                        .password(!self.token_hovered),
+                )
+                .labelled_by(label.id);
+            self.token_hovered = token.hovered();
+        });
+    }
+}
diff --git a/gui/src/ui/verifier_details.rs b/gui/src/ui/verifier_details.rs
new file mode 100644
index 0000000..492a785
--- /dev/null
+++ b/gui/src/ui/verifier_details.rs
@@ -0,0 +1,53 @@
+use eframe::egui::{TextEdit, Ui};
+
+use crate::AppState;
+
+impl AppState {
+    pub(crate) fn verifier_details(&mut self, ui: &mut Ui) {
+        ui.label("Prompts directory: ");
+        ui.horizontal(|ui| {
+            ui.add(
+                TextEdit::singleline(&mut self.settings.prompts_directory)
+                    .hint_text("Enter the prompts directory"),
+            );
+            if ui.button("Select").clicked() {
+                if let Some(dir) = rfd::FileDialog::new().pick_folder() {
+                    self.settings.prompts_directory = dir.to_string_lossy().to_string();
+                }
+            }
+        });
+
+        ui.columns(2, |cols| {
+            let [left_ui, right_ui] = cols else { return };
+
+            left_ui.vertical(|ui| {
+                ui.label("Verifier command: ");
+                ui.add(
+                    TextEdit::singleline(&mut self.settings.verifier_command)
+                        .hint_text("Enter the verifier command"),
+                );
+            });
+
+            right_ui.vertical(|ui| {
+                ui.label("Timeout: ");
+                let mut tmp_value = self.settings.timeout.clone();
+                ui.add(TextEdit::singleline(&mut tmp_value).hint_text("Enter the timeout"));
+                if tmp_value.parse::<u8>().is_ok() || tmp_value.is_empty() {
+                    self.settings.timeout = tmp_value;
+                }
+            });
+        });
+
+        ui.label("Generate code: ");
+        ui.columns(2, |cols| {
+            let [left_ui, right_ui] = cols else { return };
+
+            left_ui.add(
+                TextEdit::singleline(&mut self.settings.generate_command)
+                    .hint_text("Enter the command to generate code"),
+            );
+
+            right_ui.checkbox(&mut self.settings.use_poetry, "Use poetry");
+        });
+    }
+}
diff --git a/poetry.lock b/poetry.lock
index 152c79b..2aee1db 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -44,6 +44,35 @@ files = [
     {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
 ]
 
+[[package]]
+name = "appnope"
+version = "0.1.4"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
+
+[[package]]
+name = "asttokens"
+version = "2.4.1"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = "*"
+files = [
+    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
+    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
+]
+
+[package.dependencies]
+six = ">=1.12.0"
+
+[package.extras]
+astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
+test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+
 [[package]]
 name = "attrs"
 version = "23.2.0"
@@ -116,15 +145,94 @@ test = ["coverage (>=7)", "hypothesis", "pytest"]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
-    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
+[[package]]
+name = "cffi"
+version = "1.17.1"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.extras]
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+graphite = ["lz4 (>=1.7.4.2)"]
+interpolatable = ["munkres", "pycairo", "scipy"]
+lxml = ["lxml (>=4.0)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+repacker = ["uharfbuzz (>=0.23.0)"]
+symfont = ["sympy"]
+type1 = ["xattr"]
+ufo = ["fs (>=2.2.0,<3)"]
+unicode = ["unicodedata2 (>=15.1.0)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+
 [[package]]
 name = "grazie-api-gateway-client"
-version = "0.1.3"
+version = "0.1.7"
 description = "Api client for Grazie services"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "grazie_api_gateway_client-0.1.3-py3-none-any.whl", hash = "sha256:1563fdaed062788624e19f4a0f6063937799134a12d621548a591ef43f01c569"},
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+    {file = "grazie_api_gateway_client-0.1.7-py3-none-any.whl", hash = "sha256:8d3ff4a5293df8949280a77edfa00ba16c40fc239a0be6089eec7f7a6636215c"},
+    {file = "grazie_api_gateway_client-0.1.7.tar.gz", hash = "sha256:317806f5403a00b03973cd38f1f9066a3e8279bd022606a786720df7675e664a"},
 ]
 
 [package.dependencies]
@@ -307,13 +652,13 @@ trio = ["trio (>=0.22.0,<0.26.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.27.0"
+version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.27.0-py3-none-any.whl", hash = "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5"},
-    {file = "httpx-0.27.0.tar.gz", hash = "sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5"},
+    {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
+    {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
 ]
 
 [package.dependencies]
@@ -328,18 +673,60 @@ brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.8"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
+files = [
+    {file = "idna-3.8-py3-none-any.whl", hash = "sha256:050b4e5baadcd44d760cedbd2b8e639f2ff89bbc7a5730fcc662954303377aac"},
+    {file = "idna-3.8.tar.gz", hash = "sha256:d838c2c0ed6fced7693d5e8ab8e734d5f8fda53a039c0164afb0b82e771e3603"},
+]
+
+[[package]]
+name = "importlib-metadata"
+version = "8.4.0"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"},
+    {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"},
+]
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+perf = ["ipython"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+
+[[package]]
+name = "importlib-resources"
+version = "6.4.5"
+description = "Read resources from Python packages"
+optional = false
+python-versions = ">=3.8"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "importlib_resources-6.4.5-py3-none-any.whl", hash = "sha256:ac29d5f956f01d5e4bb63102a5a19957f1b9175e45649977264a1416783bb717"},
+    {file = "importlib_resources-6.4.5.tar.gz", hash = "sha256:980862a1d16c9e147a59603677fa2aa5fd82b87f223b6cb870695bcfce830065"},
 ]
 
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -351,6 +738,76 @@ files = [
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
 
+[[package]]
+name = "ipykernel"
+version = "6.29.5"
+description = "IPython Kernel for Jupyter"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
+]
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+comm = ">=0.1.1"
+debugpy = ">=1.6.5"
+ipython = ">=7.23.1"
+jupyter-client = ">=6.1.12"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+matplotlib-inline = ">=0.1"
+nest-asyncio = "*"
+packaging = "*"
+psutil = "*"
+pyzmq = ">=24"
+tornado = ">=6.1"
+traitlets = ">=5.4.0"
+
+[package.extras]
+cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+pyqt5 = ["pyqt5"]
+pyside6 = ["pyside6"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "ipython"
+version = "8.18.1"
+description = "IPython: Productive Interactive Computing"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+prompt-toolkit = ">=3.0.41,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5"
+typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
+
+[package.extras]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+black = ["black"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["ipywidgets", "notebook"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
+
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -365,6 +822,25 @@ files = [
 [package.extras]
 colors = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "jedi"
+version = "0.19.1"
+description = "An autocompletion tool for Python that can be used for text editors."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
+    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
+]
+
+[package.dependencies]
+parso = ">=0.8.3,<0.9.0"
+
+[package.extras]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+
 [[package]]
 name = "jsonschema"
 version = "4.23.0"
@@ -400,6 +876,326 @@ files = [
 [package.dependencies]
 referencing = ">=0.31.0"
 
+[[package]]
+name = "jupyter-client"
+version = "8.6.2"
+description = "Jupyter protocol implementation and client libraries"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_client-8.6.2-py3-none-any.whl", hash = "sha256:50cbc5c66fd1b8f65ecb66bc490ab73217993632809b6e505687de18e9dea39f"},
+    {file = "jupyter_client-8.6.2.tar.gz", hash = "sha256:2bda14d55ee5ba58552a8c53ae43d215ad9868853489213f37da060ced54d8df"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=23.0"
+tornado = ">=6.2"
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-core"
+version = "5.7.2"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+optional = false
+python-versions = ">=3.8"
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@@ -426,138 +1364,264 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
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 ]
 
 [[package]]
@@ -753,6 +1990,25 @@ files = [
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
+[[package]]
+name = "stack-data"
+version = "0.6.3"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+optional = false
+python-versions = "*"
+files = [
+    {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
+    {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
+]
+
+[package.dependencies]
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
+pure-eval = "*"
+
+[package.extras]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -764,6 +2020,41 @@ files = [
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
 ]
 
+[[package]]
+name = "tornado"
+version = "6.4.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8"},
+    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e2e20b9113cd7293f164dc46fffb13535266e713cdb87bd2d15ddb336e96cfc4"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8ae50a504a740365267b2a8d1a90c9fbc86b780a39170feca9bcc1787ff80842"},
+    {file = "tornado-6.4.1-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:613bf4ddf5c7a95509218b149b555621497a6cc0d46ac341b30bd9ec19eac7f3"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:25486eb223babe3eed4b8aecbac33b37e3dd6d776bc730ca14e1bf93888b979f"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:454db8a7ecfcf2ff6042dde58404164d969b6f5d58b926da15e6b23817950fc4"},
+    {file = "tornado-6.4.1-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a02a08cc7a9314b006f653ce40483b9b3c12cda222d6a46d4ac63bb6c9057698"},
+    {file = "tornado-6.4.1-cp38-abi3-win32.whl", hash = "sha256:d9a566c40b89757c9aa8e6f032bcdb8ca8795d7c1a9762910c722b1635c9de4d"},
+    {file = "tornado-6.4.1-cp38-abi3-win_amd64.whl", hash = "sha256:b24b8982ed444378d7f21d563f4180a2de31ced9d8d84443907a0a64da2072e7"},
+    {file = "tornado-6.4.1.tar.gz", hash = "sha256:92d3ab53183d8c50f8204a51e6f91d18a15d5ef261e84d452800d4ff6fc504e9"},
+]
+
+[[package]]
+name = "traitlets"
+version = "5.14.3"
+description = "Traitlets Python configuration system"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
+]
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -775,6 +2066,17 @@ files = [
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
+[[package]]
+name = "tzdata"
+version = "2024.1"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
+]
+
 [[package]]
 name = "urllib3"
 version = "2.2.2"
@@ -792,7 +2094,37 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "wcwidth"
+version = "0.2.13"
+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
+files = [
+    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
+    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
+]
+
+[[package]]
+name = "zipp"
+version = "3.20.1"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.20.1-py3-none-any.whl", hash = "sha256:9960cd8967c8f85a56f920d5d507274e74f9ff813a0ab8889a5b5be2daf44064"},
+    {file = "zipp-3.20.1.tar.gz", hash = "sha256:c22b14cc4763c5a5b04134207736c107db42e9d3ef2d9779d465f5f1bcba572b"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "b50c36e9a7de2af832b4fc2e6188aa6baef3879effa9096cc82f0e41c91c7d41"
+content-hash = "4a071c89f91a35c65f96485d5a60607dde539e78984c66374d336a98a74b0014"
diff --git a/prompts/dafny_invariants/timeout.txt b/prompts/dafny_invariants/timeout.txt
new file mode 100644
index 0000000..f69fd69
--- /dev/null
+++ b/prompts/dafny_invariants/timeout.txt
@@ -0,0 +1,3 @@
+The verifier timed out during the verification.
+This usually means that the provided invariants were too broad or were difficult to check.
+Could you please try to improve the invariants and try again?
diff --git a/prompts/humaneval-dafny/add.txt b/prompts/humaneval-dafny/add.txt
new file mode 100644
index 0000000..4e69bb8
--- /dev/null
+++ b/prompts/humaneval-dafny/add.txt
@@ -0,0 +1,6 @@
+Given the following danfy program, and a set of invariants and assertions, output the program with invariants inserted into the correct place.
+The program:
+{program}
+–
+The invariants:
+{checks}
diff --git a/prompts/humaneval-dafny/ask_for_fixed.txt b/prompts/humaneval-dafny/ask_for_fixed.txt
new file mode 100644
index 0000000..d5c6c30
--- /dev/null
+++ b/prompts/humaneval-dafny/ask_for_fixed.txt
@@ -0,0 +1,4 @@
+The following errors occurred during verification:
+{error}
+
+Please fix the error by adding, removing or modifying the invariants and/or assertions and return the fixed program.
diff --git a/prompts/humaneval-dafny/ask_for_fixed_had_errors.txt b/prompts/humaneval-dafny/ask_for_fixed_had_errors.txt
new file mode 100644
index 0000000..e2cb9ad
--- /dev/null
+++ b/prompts/humaneval-dafny/ask_for_fixed_had_errors.txt
@@ -0,0 +1,4 @@
+There are still some errors:
+{error}
+
+Could you please fix them?
diff --git a/prompts/humaneval-dafny/produce.txt b/prompts/humaneval-dafny/produce.txt
new file mode 100644
index 0000000..386fdcb
--- /dev/null
+++ b/prompts/humaneval-dafny/produce.txt
@@ -0,0 +1,2 @@
+Given the following dafny program, output invariants and assertions which are required to prove the program correct.
+{program}
diff --git a/prompts/humaneval-dafny/rewrite.txt b/prompts/humaneval-dafny/rewrite.txt
new file mode 100644
index 0000000..12b9245
--- /dev/null
+++ b/prompts/humaneval-dafny/rewrite.txt
@@ -0,0 +1,40 @@
+Rewrite the following dafny program, adding correct invariants into `while` loops.
+Also add assertions in nessesary places.
+Do not change the code, only add invariants and assertions. Don't remove any helper functions, they are there to help you.
+You might need to work with accumulating functions, such as sum, so here's an example of how to do that:
+```dafny
+function sum(s: seq<int>) : int {
+    if |s| == 0 then 0 else s[0] + sum(s[1..])
+}
+
+lemma sum_prop(s: seq<int>)
+    requires |s| > 0
+    ensures sum(s) == sum(s[..|s| - 1]) + s[ |s| - 1 ]
+{
+    if (|s| > 1) {
+        assert (s[1..][..|s[1..]| - 1]) == s[1..|s| - 1];
+    }
+}
+
+method sum_loop(numbers: seq<int>) returns (s: int)
+    ensures s == sum(numbers)
+ {
+    assert numbers[..|numbers|] == numbers;
+    s := 0;
+    var i := 0;
+    while (i < |numbers|)
+        invariant 0 <= i <= |numbers|
+        invariant s == sum(numbers[..i])
+    {
+        assert sum(numbers[..i + 1]) == sum(numbers[..i]) + numbers[i] by {
+            assert numbers[..i+1][..i] == numbers[..i];
+            sum_prop(numbers[..i + 1]);
+        }
+        s := s + numbers[i];
+
+        i := i + 1;
+    }
+}
+```
+The program:
+{program}
diff --git a/prompts/humaneval-dafny/sys.txt b/prompts/humaneval-dafny/sys.txt
new file mode 100644
index 0000000..8619fee
--- /dev/null
+++ b/prompts/humaneval-dafny/sys.txt
@@ -0,0 +1,3 @@
+You are an expert in Dafny.
+You will be given tasks dealing with Dafny programs including precise docstrings and specifications.
+Do not provide explanations. Respond only in dafny code.
diff --git a/prompts/humaneval-dafny/timeout.txt b/prompts/humaneval-dafny/timeout.txt
new file mode 100644
index 0000000..f69fd69
--- /dev/null
+++ b/prompts/humaneval-dafny/timeout.txt
@@ -0,0 +1,3 @@
+The verifier timed out during the verification.
+This usually means that the provided invariants were too broad or were difficult to check.
+Could you please try to improve the invariants and try again?
diff --git a/pyproject.toml b/pyproject.toml
index fcb2748..03e51dc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,6 +7,7 @@ readme = "README.md"
 
 [tool.poetry.scripts]
 verified-cogen = "verified_cogen.main:main"
+incremental_run = "verified_cogen.experiments.incremental_run:main"
 
 [tool.isort]
 profile = "black"
@@ -30,6 +31,9 @@ appdirs = "^1.4.4"
 isort = "^5.10.1"
 ruff = "^0.5.4"
 pytest = "^8.3.1"
+matplotlib = "^3.9.2"
+ipykernel = "^6.29.5"
+pyright = "^1.1.380"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/run_validating.sh b/run_validating.sh
new file mode 100755
index 0000000..42be58c
--- /dev/null
+++ b/run_validating.sh
@@ -0,0 +1,17 @@
+#!/bin/bash
+
+vcmd=${1:-"dafny verify --allow-warnings --verification-time-limit 10"}
+prompts_dir=${2:-"prompts/humaneval-dafny"}
+dir=${3:-"benches/HumanEval-Dafny"}
+ext=${4:-"dfy"}
+
+PYLOG_LEVEL=INFO NOFILE=1 poetry run incremental_run \
+    --grazie-token=$GRAZIE_JWT_TOKEN \
+    --llm-profile="anthropic-claude-3.5-sonnet" \
+    --insert-conditions-mode=llm-single-step \
+    --tries 10 \
+    --bench-type=validating \
+    --verifier-command="$vcmd" \
+    --prompts-directory="$prompts_dir" \
+    --dir="$dir" \
+    --filter-by-ext="$ext"
diff --git a/run_with_houdini.sh b/run_with_houdini.sh
index 4d1d147..e2f51dd 100755
--- a/run_with_houdini.sh
+++ b/run_with_houdini.sh
@@ -3,10 +3,8 @@
 source .venv/bin/activate
 source .envrc
 
-export PYTHONPATH=PYTHONPATH:"$(pwd)/src"
-
 PYLOG_LEVEL=INFO NOFILE=1 poetry run python verified_cogen/experiments/use_houdini.py \
-    --grazie-token=$GRAZIE_TOKEN \
+    --grazie-token=$GRAZIE_JWT_TOKEN \
     --profile="anthropic-claude-3.5-sonnet" \
     --prompt-dir=prompts/rust_invariants \
     --verifier-command="verus --multiple-errors=100" \
diff --git a/scripts/generate_result_graph.py b/scripts/generate_result_graph.py
new file mode 100644
index 0000000..a3bab94
--- /dev/null
+++ b/scripts/generate_result_graph.py
@@ -0,0 +1,25 @@
+# %%
+import matplotlib.pyplot as plt
+import json
+from itertools import accumulate
+import pathlib
+
+# %%
+path = "../results/tries_HumanEval-Dafny.json"
+bench = pathlib.Path("../benches/HumanEval-Dafny")
+file_cnt = len(list(bench.glob("*.dfy")))
+with open(path) as f:
+    data = json.load(f)
+
+tries = data.values()
+max_tries = max(tries)
+cnt = [0] * (max_tries + 1)
+for t in tries:
+    cnt[t] += 1
+cnt = list(accumulate(cnt))
+cnt = [c / file_cnt for c in cnt]
+plt.plot(cnt)
+plt.show()
+
+# %%
+f"{cnt[-1] * 100}% of the files were successfully verified"
diff --git a/tests/test_remove.py b/tests/test_dafny.py
similarity index 66%
rename from tests/test_remove.py
rename to tests/test_dafny.py
index 975ee75..a8809df 100644
--- a/tests/test_remove.py
+++ b/tests/test_dafny.py
@@ -1,15 +1,40 @@
 from textwrap import dedent
-from verified_cogen.runners.validating import remove_asserts_and_invariants
+from verified_cogen.runners.languages import LanguageDatabase, register_basic_languages
+
+register_basic_languages()
+
+
+def test_dafny_generate():
+    dafny_lang = LanguageDatabase().get("dafny")
+    code = dedent(
+        """\
+        method main(value: int) returns (result: int)
+            requires value >= 10
+            ensures result >= 20
+        {
+            assert value * 2 >= 20; // assert-line
+            result := value * 2;
+        }"""
+    )
+    assert dafny_lang.generate_validators(code) == dedent(
+        """\
+        method main_valid(value: int) returns (result: int)
+            requires value >= 10
+            ensures result >= 20
+        { var ret := main(value); return ret; }
+        """
+    )
 
 
 def test_remove_line():
+    dafny_lang = LanguageDatabase().get("dafny")
     code = dedent(
         """\
         method main() {
             assert a == 1; // assert-line
         }"""
     )
-    assert remove_asserts_and_invariants(code) == dedent(
+    assert dafny_lang.remove_asserts_and_invariants(code) == dedent(
         """\
         method main() {
         }"""
@@ -17,6 +42,8 @@ def test_remove_line():
 
 
 def test_remove_multiline_assert():
+    dafny_lang = LanguageDatabase().get("dafny")
+
     code = dedent(
         """\
         method main() {
@@ -27,7 +54,7 @@ def test_remove_multiline_assert():
             // assert-end
         }"""
     )
-    assert remove_asserts_and_invariants(code) == dedent(
+    assert dafny_lang.remove_asserts_and_invariants(code) == dedent(
         """\
         method main() {
         }"""
@@ -35,6 +62,8 @@ def test_remove_multiline_assert():
 
 
 def test_remove_invariants():
+    dafny_lang = LanguageDatabase().get("dafny")
+
     code = dedent(
         """\
         method main() {
@@ -47,7 +76,7 @@ def test_remove_invariants():
             }
         }"""
     )
-    assert remove_asserts_and_invariants(code) == dedent(
+    assert dafny_lang.remove_asserts_and_invariants(code) == dedent(
         """\
         method main() {
             while true
@@ -58,6 +87,8 @@ def test_remove_invariants():
 
 
 def test_remove_all():
+    dafny_lang = LanguageDatabase().get("dafny")
+
     code = dedent(
         """\
         method is_prime(k: int) returns (result: bool)
@@ -87,7 +118,7 @@ def test_remove_all():
           }
         }"""
     )
-    assert remove_asserts_and_invariants(code) == dedent(
+    assert dafny_lang.remove_asserts_and_invariants(code) == dedent(
         """\
         method is_prime(k: int) returns (result: bool)
           requires k >= 2
diff --git a/tests/test_nagini.py b/tests/test_nagini.py
new file mode 100644
index 0000000..1e994a1
--- /dev/null
+++ b/tests/test_nagini.py
@@ -0,0 +1,294 @@
+from textwrap import dedent
+from verified_cogen.runners.languages import LanguageDatabase, register_basic_languages
+
+register_basic_languages()
+
+
+def test_nagini_generate():
+    nagini_lang = LanguageDatabase().get("nagini")
+    code = dedent(
+        """\
+        def main(value: int) -> int:
+            Requires(value >= 10)
+            Ensures(Result() >= 20)
+            Assert(value * 2 >= 20) # assert-line
+            return value * 2"""
+    )
+    assert nagini_lang.generate_validators(code) == dedent(
+        """\
+        def main_valid(value: int) -> int:
+            Requires(value >= 10)
+            Ensures(Result() >= 20)
+            ret = main(value)
+            return ret"""
+    )
+
+
+def test_nagini_with_comments():
+    nagini_lang = LanguageDatabase().get("nagini")
+    code = dedent(
+        """\
+        def main(value: int) -> int:
+            # pre-conditions-start
+            Requires(value >= 10)
+            # pre-conditions-end
+            # post-conditions-start
+            Ensures(Result() >= 20)
+            # post-conditions-end
+            # impl-start
+            Assert(value * 2 >= 20) # assert-line
+            return value * 2
+            # impl-end"""
+    )
+    assert nagini_lang.generate_validators(code) == dedent(
+        """\
+        def main_valid(value: int) -> int:
+            Requires(value >= 10)
+            Ensures(Result() >= 20)
+            ret = main(value)
+            return ret"""
+    )
+
+
+def test_remove_line():
+    nagini_lang = LanguageDatabase().get("nagini")
+    code = dedent(
+        """\
+        def main():
+            Assert(a == 1) # assert-line
+        """
+    )
+    assert nagini_lang.remove_asserts_and_invariants(code) == dedent(
+        """\
+        def main():"""
+    )
+
+
+def test_remove_multiline_assert():
+    nagini_lang = LanguageDatabase().get("nagini")
+
+    code = dedent(
+        """\
+        def main():
+            # assert-start
+            Assert(
+                a == 1
+            )
+            # assert-end"""
+    )
+    assert nagini_lang.remove_asserts_and_invariants(code) == dedent(
+        """\
+        def main():"""
+    )
+
+
+def test_remove_invariants():
+    nagini_lang = LanguageDatabase().get("nagini")
+
+    code = dedent(
+        """\
+        def main():
+            while True:
+                # invariants-start
+                Invariant(false)
+                Invariant(true)
+                # invariants-end"""
+    )
+    assert nagini_lang.remove_asserts_and_invariants(code) == dedent(
+        """\
+        def main():
+            while True:"""
+    )
+
+
+def test_remove_all():
+    nagini_lang = LanguageDatabase().get("nagini")
+
+    code = dedent(
+        """\
+        def is_prime(k : int) -> bool:
+            # pre-conditions-start
+            Requires((k) >= (2))
+            # pre-conditions-end
+            # post-conditions-start
+            Ensures(not (Result()) or (Forall(int, lambda d_0_i_:
+                not (((2) <= (d_0_i_)) and ((d_0_i_) < (k))) or ((k % d_0_i_) != (0)))))
+            Ensures(not (not(Result())) or (Exists(int, lambda d_1_j_:
+                (((2) <= (d_1_j_)) and ((d_1_j_) < (k))) and (((k % d_1_j_)) == (0)))))
+            # post-conditions-end
+            result = False # type : bool
+            d_2_i_ = int(0) # type : int
+            d_2_i_ = 2
+            result = True
+            while (d_2_i_) < (k):
+                # invariants-start
+                Invariant(((2) <= (d_2_i_)) and ((d_2_i_) <= (k)))
+                Invariant(not (not(result)) or (Exists(int, lambda d_3_j_:
+                    (((2) <= (d_3_j_)) and ((d_3_j_) < (d_2_i_))) and (((k % d_3_j_)) == (0)))))
+                Invariant(not (result) or (Forall(int, lambda d_4_j_:
+                    not (((2) <= (d_4_j_)) and ((d_4_j_) < (d_2_i_))) or (((k % d_4_j_)) != (0)))))
+                # invariants-end
+                if ((k % d_2_i_)) == (0):
+                    result = False
+                Assert((not result) or Forall(int, lambda j : 2 <= j < i ==> k % j != 0)) # assert-line
+                # assert-start
+                Assert(result
+                    or Exists(int,
+                        lamdbda j : 2 <= j < i && k % j == 0)
+                # assert-end
+                d_2_i_ = (d_2_i_) + (1)
+            return result"""
+    )
+    assert nagini_lang.remove_asserts_and_invariants(code) == dedent(
+        """\
+        def is_prime(k : int) -> bool:
+            # pre-conditions-start
+            Requires((k) >= (2))
+            # pre-conditions-end
+            # post-conditions-start
+            Ensures(not (Result()) or (Forall(int, lambda d_0_i_:
+                not (((2) <= (d_0_i_)) and ((d_0_i_) < (k))) or ((k % d_0_i_) != (0)))))
+            Ensures(not (not(Result())) or (Exists(int, lambda d_1_j_:
+                (((2) <= (d_1_j_)) and ((d_1_j_) < (k))) and (((k % d_1_j_)) == (0)))))
+            # post-conditions-end
+            result = False # type : bool
+            d_2_i_ = int(0) # type : int
+            d_2_i_ = 2
+            result = True
+            while (d_2_i_) < (k):
+                if ((k % d_2_i_)) == (0):
+                    result = False
+                d_2_i_ = (d_2_i_) + (1)
+            return result"""
+    )
+
+
+def test_nagini_large():
+    nagini_lang = LanguageDatabase().get("nagini")
+
+    code = dedent(
+        """\
+        from typing import cast, List, Dict, Set, Optional, Union
+        from nagini_contracts.contracts import *
+
+        @Pure
+        def lower(c : int) -> bool :
+            # impl-start
+            return ((0) <= (c)) and ((c) <= (25))
+            # impl-end
+
+        @Pure
+        def upper(c : int) -> bool :
+            # impl-start
+            return ((26) <= (c)) and ((c) <= (51))
+            # impl-end
+
+        @Pure
+        def alpha(c : int) -> bool :
+            # impl-start
+            return (lower(c)) or (upper(c))
+            # impl-end
+
+        @Pure
+        def flip__char(c : int) -> int :
+            # pre-conditions-start
+            Ensures(lower(c) == upper(Result()))
+            Ensures(upper(c) == lower(Result()))
+            # pre-conditions-end
+
+            # impl-start
+            if lower(c):
+                return ((c) - (0)) + (26)
+            elif upper(c):
+                return ((c) + (0)) - (26)
+            elif True:
+                return c
+            # impl-end
+
+        def flip__case(s : List[int]) -> List[int] :
+            # pre-conditions-start
+            Requires(Acc(list_pred(s)))
+            # pre-conditions-end
+            # post-conditions-start
+            Ensures(Acc(list_pred(s)))
+            Ensures(Acc(list_pred(Result())))
+            Ensures((len(Result())) == (len(s)))
+            Ensures(Forall(int, lambda d_0_i_: (Implies(((0) <= (d_0_i_)) and ((d_0_i_) < (len(s))), lower((s)[d_0_i_]) == upper((Result())[d_0_i_])))))
+            Ensures(Forall(int, lambda d_0_i_: (Implies(((0) <= (d_0_i_)) and ((d_0_i_) < (len(s))), upper((s)[d_0_i_]) == lower((Result())[d_0_i_])))))
+            # post-conditions-end
+
+            # impl-start
+            res = list([int(0)] * len(s)) # type : List[int]
+            i = int(0) # type : int
+            while i < len(s):
+                # invariants-start
+                Invariant(Acc(list_pred(s)))
+                Invariant(Acc(list_pred(res)))
+                Invariant(((0) <= (i)) and ((i) <= (len(s))))
+                Invariant((len(res)) == (len(s)))
+                Invariant(Forall(int, lambda d_0_i_: (Implies(((0) <= (d_0_i_)) and ((d_0_i_) < (i)), lower((s)[d_0_i_]) == upper((res)[d_0_i_])))))
+                Invariant(Forall(int, lambda d_0_i_: (Implies(((0) <= (d_0_i_)) and ((d_0_i_) < (i)), upper((s)[d_0_i_]) == lower((res)[d_0_i_])))))
+                # invariants-end
+                res[i] = flip__char(s[i])
+                i = i + 1
+            return res
+            # impl-end"""
+    )
+    # print(nagini_lang.generate_validators(code))
+    assert nagini_lang.generate_validators(code) == dedent(
+        """\
+        def lower_valid(c : int) -> bool :
+            ret = lower(c)
+            return ret
+        def upper_valid(c : int) -> bool :
+            ret = upper(c)
+            return ret
+        def alpha_valid(c : int) -> bool :
+            ret = alpha(c)
+            return ret
+        def flip__char_valid(c : int) -> int :
+            Ensures(lower(c) == upper(Result()))
+            Ensures(upper(c) == lower(Result()))
+            ret = flip__char(c)
+            return ret
+        def flip__case_valid(s : List[int]) -> List[int] :
+            Requires(Acc(list_pred(s)))
+            Ensures(Acc(list_pred(s)))
+            Ensures(Acc(list_pred(Result())))
+            Ensures((len(Result())) == (len(s)))
+            Ensures(Forall(int, lambda d_0_i_: (Implies(((0) <= (d_0_i_)) and ((d_0_i_) < (len(s))), lower((s)[d_0_i_]) == upper((Result())[d_0_i_])))))
+            Ensures(Forall(int, lambda d_0_i_: (Implies(((0) <= (d_0_i_)) and ((d_0_i_) < (len(s))), upper((s)[d_0_i_]) == lower((Result())[d_0_i_])))))
+            ret = flip__case(s)
+            return ret"""
+    )
+
+
+def test_nagini_small():
+    nagini_lang = LanguageDatabase().get("nagini")
+
+    code = dedent(
+        """\
+        @Pure
+        def flip__char(c : int) -> int :
+            # pre-conditions-start
+            Ensures(lower(c) == upper(Result()))
+            Ensures(upper(c) == lower(Result()))
+            # pre-conditions-end
+
+            # impl-start
+            if lower(c):
+                return ((c) - (0)) + (26)
+            elif upper(c):
+                return ((c) + (0)) - (26)
+            elif True:
+                return c
+            # impl-end"""
+    )
+    assert nagini_lang.generate_validators(code) == dedent(
+        """\
+        def flip__char_valid(c : int) -> int :
+            Ensures(lower(c) == upper(Result()))
+            Ensures(upper(c) == lower(Result()))
+            ret = flip__char(c)
+            return ret"""
+    )
diff --git a/verified_cogen/__init__.py b/verified_cogen/__init__.py
index 46b30ff..ae12c33 100644
--- a/verified_cogen/__init__.py
+++ b/verified_cogen/__init__.py
@@ -1,8 +1,9 @@
 import logging
 import os
-from verified_cogen.tools import get_cache_dir
 import pathlib
 
+from verified_cogen.tools import get_cache_dir
+
 
 def init_logging():
     log_dir = pathlib.Path(get_cache_dir()) / "log"
diff --git a/verified_cogen/args.py b/verified_cogen/args.py
index 2278440..29d57b9 100644
--- a/verified_cogen/args.py
+++ b/verified_cogen/args.py
@@ -1,9 +1,10 @@
 import argparse
-from verified_cogen.tools.modes import VALID_MODES
 import os
 
+from verified_cogen.tools.modes import VALID_MODES
 
-def get_args():
+
+def get_default_parser():
     parser = argparse.ArgumentParser()
     parser.add_argument("-i", "--input", help="input file", required=False)
     parser.add_argument("-d", "--dir", help="directory to run on", required=False)
@@ -49,4 +50,12 @@ def get_args():
     parser.add_argument(
         "-s", "--output-style", choices=["stats", "full"], default="full"
     )
-    return parser.parse_args()
+    parser.add_argument("--filter-by-ext", help="filter by extension", default=None)
+    parser.add_argument(
+        "--log-tries", help="Save output of every try to given dir", default=None
+    )
+    return parser
+
+
+def get_args():
+    return get_default_parser().parse_args()
diff --git a/verified_cogen/experiments/incremental_run.py b/verified_cogen/experiments/incremental_run.py
index 35d7654..41c4fe4 100644
--- a/verified_cogen/experiments/incremental_run.py
+++ b/verified_cogen/experiments/incremental_run.py
@@ -1,27 +1,47 @@
-import pathlib
 import logging
-from verified_cogen.main import get_args, rename_file
-from verified_cogen.tools.modes import Mode
-from verified_cogen.tools.verifier import Verifier
+import pathlib
+import json
+
 from verified_cogen.llm.llm import LLM
+from verified_cogen.args import get_args
+from verified_cogen.tools import rename_file, ext_glob, extension_from_file_list
+from verified_cogen.runners.invariants import InvariantRunner
+from verified_cogen.runners.languages import register_basic_languages
+from verified_cogen.runners.languages.language import LanguageDatabase
 from verified_cogen.runners.validating import ValidatingRunner
+from verified_cogen.tools.modes import Mode
+from verified_cogen.tools.verifier import Verifier
 
 logger = logging.getLogger(__name__)
 
 
 def main():
+    register_basic_languages()
+
     args = get_args()
     mode = Mode(args.insert_conditions_mode)
     assert mode != Mode.REGEX
     assert args.dir is not None
-    assert args.bench_type == "invariants"
+    assert args.bench_type == "validating", args.bench_type
     assert args.runs == 1
     assert args.retries == 0
 
     directory = pathlib.Path(args.dir)
-    marker_directory = pathlib.Path(f"results/tries_{directory.name}")
-    marker_directory.mkdir(exist_ok=True, parents=True)
-    files = list(directory.glob("[!.]*.dfy"))
+    log_tries = pathlib.Path(args.log_tries) if args.log_tries is not None else None
+    results_directory = pathlib.Path("results")
+    results_directory.mkdir(exist_ok=True)
+    json_results = pathlib.Path("results") / f"tries_{directory.name}.json"
+    if not json_results.exists():
+        with open(json_results, "w") as f:
+            json.dump({}, f)
+    with open(json_results, "r") as f:
+        results = json.load(f)
+
+    files = list(directory.glob(ext_glob(args.filter_by_ext)))
+    assert len(files) > 0, "No files found in the directory"
+    files.sort()
+
+    language = LanguageDatabase().get(extension_from_file_list(files))
     verifier = Verifier(args.shell, args.verifier_command)
 
     for file in files:
@@ -31,23 +51,30 @@ def main():
             args.prompts_directory,
             args.temperature,
         )
+        runner = ValidatingRunner(
+            wrapping=InvariantRunner(llm, logger, verifier, log_tries),
+            language=language,
+        )
         display_name = rename_file(file)
-        marker_file = marker_directory.joinpath(file.relative_to(directory))
-        if marker_file.exists():
-            print("Skipping:", display_name)
+        marker_name = str(file.relative_to(directory))
+        if marker_name in results and isinstance(results[marker_name], int):
+            logger.info(f"Skipping: {display_name} as it has already been verified")
             continue
-        print("Processing:", display_name)
+        logger.info(f"Processing: {display_name}")
         try:
-            tries = ValidatingRunner.run_on_file(
-                logger, verifier, mode, llm, args.tries, str(file)
-            )
+            tries = runner.run_on_file(mode, args.tries, str(file))
         except KeyboardInterrupt:
             return
         except Exception as e:
             print(e)
             tries = None
-        with marker_file.open("w") as f:
-            f.write(str(tries))
+        if tries is not None:
+            results[marker_name] = tries
+            logger.info(f"Verified {display_name} in {tries} tries")
+        else:
+            logger.info(f"Failed to verify {display_name}")
+        with open(json_results, "w") as f:
+            json.dump(results, f, indent=2)
 
 
 if __name__ == "__main__":
diff --git a/verified_cogen/experiments/use_houdini.py b/verified_cogen/experiments/use_houdini.py
index 31fef28..1465ae8 100644
--- a/verified_cogen/experiments/use_houdini.py
+++ b/verified_cogen/experiments/use_houdini.py
@@ -2,14 +2,13 @@
 import json
 import logging
 import os
-
 from typing import Optional
+
+from verified_cogen.llm import LLM
 from verified_cogen.runners import LLM_GENERATED_DIR
 from verified_cogen.tools import basename
 from verified_cogen.tools.verifier import Verifier
 
-from verified_cogen.llm import LLM
-
 log = logging.getLogger(__name__)
 
 
diff --git a/verified_cogen/main.py b/verified_cogen/main.py
index d7ffc00..94030a6 100644
--- a/verified_cogen/main.py
+++ b/verified_cogen/main.py
@@ -1,21 +1,42 @@
 import logging
 import pathlib
 
+from verified_cogen.args import get_args
 from verified_cogen.llm import LLM
 from verified_cogen.runners.generate import GenerateRunner
 from verified_cogen.runners.generic import GenericRunner
 from verified_cogen.runners.invariants import InvariantRunner
+from verified_cogen.runners.languages import register_basic_languages
+from verified_cogen.runners.languages.language import LanguageDatabase
 from verified_cogen.runners.validating import ValidatingRunner
-from verified_cogen.tools import pprint_stat, rename_file, tabulate_list
+from verified_cogen.tools import (
+    ext_glob,
+    pprint_stat,
+    rename_file,
+    tabulate_list,
+    extension_from_file_list,
+    get_cache_dir,
+)
 from verified_cogen.tools.modes import Mode
 from verified_cogen.tools.verifier import Verifier
-from verified_cogen.args import get_args
+from pathlib import Path
+from typing import Callable, Optional
+from verified_cogen.runners import Runner
+from logging import Logger
 
 logger = logging.getLogger(__name__)
 
 
-def run_once(files, args, runner, verifier, mode, is_once) -> tuple[int, int, int]:
+def run_once(
+    files: list[Path],
+    args,
+    runner_cls: Callable[[LLM, Logger, Verifier], Runner],
+    verifier: Verifier,
+    mode: Mode,
+    is_once: bool,
+) -> tuple[int, int, int, dict[str, int]]:
     success, success_zero_tries, failed = [], [], []
+    cnt = dict()
 
     for file in files:
         llm = LLM(
@@ -25,12 +46,12 @@ def run_once(files, args, runner, verifier, mode, is_once) -> tuple[int, int, in
             args.temperature,
         )
 
+        runner = runner_cls(llm, logger, verifier)
+
         retries = args.retries + 1
         tries = None
         while retries > 0 and tries is None:
-            tries = runner.run_on_file(
-                logger, verifier, mode, llm, args.tries, str(file)
-            )
+            tries = runner.run_on_file(mode, args.tries, str(file))
             retries -= 1
 
         name = rename_file(file)
@@ -44,6 +65,9 @@ def run_once(files, args, runner, verifier, mode, is_once) -> tuple[int, int, in
             logger.error(f"{name} failed")
             failed.append(name)
 
+        if tries is not None:
+            cnt[name] = tries
+
     if is_once:
         if args.output_style == "full":
             success_zero_tries_tabbed = tabulate_list(success_zero_tries)
@@ -62,10 +86,34 @@ def run_once(files, args, runner, verifier, mode, is_once) -> tuple[int, int, in
         pprint_stat("Verified with modification", len(success), len(files))
         pprint_stat("Failed", len(failed), len(files))
 
-    return len(success_zero_tries), len(success), len(failed)
+    return len(success_zero_tries), len(success), len(failed), cnt
+
+
+def make_runner_cls(
+    bench_type: str, extension: str, log_tries: Optional[pathlib.Path]
+) -> Callable[[LLM, Logger, Verifier], Runner]:
+    def runner_cls(llm: LLM, logger: Logger, verifier: Verifier):
+        match bench_type:
+            case "invariants":
+                return InvariantRunner(llm, logger, verifier, log_tries)
+            case "generic":
+                return GenericRunner(llm, logger, verifier, log_tries)
+            case "generate":
+                return GenerateRunner(llm, logger, verifier, log_tries)
+            case "validating":
+                return ValidatingRunner(
+                    InvariantRunner(llm, logger, verifier, log_tries),
+                    LanguageDatabase().get(extension),
+                )
+            case _:
+                raise ValueError(f"Unexpected bench_type: {bench_type}")
+
+    return runner_cls
 
 
 def main():
+    register_basic_languages()
+
     args = get_args()
     mode = Mode(args.insert_conditions_mode)
     if mode == Mode.REGEX:
@@ -77,31 +125,48 @@ def main():
 
     if args.input is None and args.dir is None:
         args.input = input("Input file: ").strip()
-
-    runner = {
-        "invariants": InvariantRunner,
-        "generic": GenericRunner,
-        "generate": GenerateRunner,
-        "validating": ValidatingRunner,
-    }[args.bench_type]
+    log_tries = pathlib.Path(args.log_tries) if args.log_tries is not None else None
 
     verifier = Verifier(args.shell, args.verifier_command, args.verifier_timeout)
     if args.dir is not None:
-        files = list(pathlib.Path(args.dir).glob("[!.]*"))
+        files = sorted(list(pathlib.Path(args.dir).glob(ext_glob(args.filter_by_ext))))
+        runner_cls = make_runner_cls(
+            args.bench_type, extension_from_file_list(files), log_tries
+        )
+        runner = runner_cls(
+            LLM(
+                args.grazie_token,
+                args.llm_profile,
+                args.prompts_directory,
+                args.temperature,
+            ),
+            logger,
+            verifier,
+        )
         for file in files:
             with open(file) as f:
                 runner.precheck(f.read(), mode)
 
         if args.runs == 1:
-            run_once(files, args, runner, verifier, mode, is_once=True)
+            _, _, _, total_cnt = run_once(
+                files, args, runner_cls, verifier, mode, is_once=True
+            )
         else:
             success_zero_tries, success, failed = 0, 0, 0
+            total_cnt = {rename_file(f): 0 for f in files}
             for _ in range(args.runs):
-                s0, s, f = run_once(files, args, runner, verifier, mode, is_once=False)
+                s0, s, f, cnt = run_once(
+                    files, args, runner_cls, verifier, mode, is_once=False
+                )
                 success_zero_tries += s0
                 success += s
                 failed += f
 
+                new_total: dict[str, int] = dict()
+                for k in set(cnt.keys()) & set(total_cnt.keys()):
+                    new_total[k] = cnt[k] + total_cnt[k]
+                total_cnt = new_total
+
             pprint_stat(
                 "Verified without modification",
                 success_zero_tries,
@@ -110,6 +175,11 @@ def main():
             )
             pprint_stat("Verified with modification", success, len(files), args.runs)
             pprint_stat("Failed", failed, len(files), args.runs)
+
+        with open(pathlib.Path(get_cache_dir()) / "total_cnt.json", "w") as f:
+            import json
+
+            json.dump({k: v / args.runs for k, v in total_cnt.items()}, f)
     else:
         llm = LLM(
             args.grazie_token,
@@ -117,7 +187,10 @@ def main():
             args.prompts_directory,
             args.temperature,
         )
-        tries = runner.run_on_file(logger, verifier, mode, llm, args.tries, args.input)
+        runner = make_runner_cls(
+            args.bench_type, Path(args.input).suffix[1:], log_tries
+        )(llm, logger, verifier)
+        tries = runner.run_on_file(mode, args.tries, args.input)
         if tries == 0:
             print("Verified without modification")
         elif tries is not None:
diff --git a/verified_cogen/runners/__init__.py b/verified_cogen/runners/__init__.py
index 3e7aef7..78b818e 100644
--- a/verified_cogen/runners/__init__.py
+++ b/verified_cogen/runners/__init__.py
@@ -1,113 +1,134 @@
-from abc import ABC
+import pathlib
 from logging import Logger
 from typing import Optional
-import pathlib
 
+from verified_cogen.llm import LLM
 from verified_cogen.tools import basename, get_cache_dir
 from verified_cogen.tools.modes import Mode
 from verified_cogen.tools.verifier import Verifier
-from verified_cogen.llm import LLM
 
 LLM_GENERATED_DIR = pathlib.Path(get_cache_dir()) / "llm-generated"
 
 
-class Runner(ABC):
-    @classmethod
-    def rewrite(cls, llm: LLM, prg: str) -> str:
+class Runner:
+    llm: LLM
+    logger: Logger
+    verifier: Verifier
+    log_tries: Optional[pathlib.Path]
+
+    def __init__(
+        self,
+        llm: LLM,
+        logger: Logger,
+        verifier: Verifier,
+        log_tries: Optional[pathlib.Path] = None,
+    ):
+        self.llm = llm
+        self.logger = logger
+        self.verifier = verifier
+        self.log_tries = log_tries
+        if self.log_tries is not None:
+            self.log_tries.mkdir(exist_ok=True, parents=True)
+
+    def rewrite(self, prg: str) -> str:
         """Rewrite the program with additional checks in one step."""
         ...
 
-    @classmethod
-    def produce(cls, llm: LLM, prg: str) -> str:
+    def produce(self, prg: str) -> str:
         """Produce the additional checks for the program."""
         ...
 
-    @classmethod
-    def insert(cls, llm: LLM, prg: str, checks: str, mode: Mode) -> str:
+    def insert(self, prg: str, checks: str, mode: Mode) -> str:
         """Insert the additional checks into the program."""
         ...
 
-    @classmethod
-    def precheck(cls, prg: str, mode: Mode):
+    def ask_for_timeout(self) -> str:
+        """Ask the LLM to fix the program with a timeout."""
+        return self.llm.ask_for_timeout()
+
+    def ask_for_fixed(self, err: str) -> str:
+        """Ask the LLM to fix the program with the given output."""
+        return self.llm.ask_for_fixed(err)
+
+    def precheck(self, prg: str, mode: Mode):
         pass
 
-    @classmethod
-    def preprocess(cls, prg: str, mode: Mode) -> str:
+    def preprocess(self, prg: str, mode: Mode) -> str:
         return prg
 
-    @classmethod
-    def invoke(cls, logger: Logger, llm: LLM, prg: str, mode: Mode) -> str:
-        logger.info("Invoking LLM")
-        if mode.is_singlestep:
-            inv_prg = cls.rewrite(llm, prg)
+    def invoke(self, prg: str, mode: Mode) -> str:
+        self.logger.info("Invoking LLM")
+        if mode == Mode.LLM_SINGLE_STEP:
+            inv_prg = self.rewrite(prg)
+        elif mode == Mode.LLM or mode == Mode.REGEX:
+            checks = self.produce(prg)
+            inv_prg = self.insert(prg, checks, mode)
         else:
             raise ValueError(f"Unexpected mode: {mode}")
-        logger.info("Invocation done")
+        self.logger.info("Invocation done")
         return inv_prg
 
-    @classmethod
-    def verify_program(cls, verifier: Verifier, name: str, prg: str):
+    def _verification_file(self, name: str, try_n: int) -> pathlib.Path:
+        if self.log_tries is not None:
+            base, extension = name.rsplit(".", 1)
+            return self.log_tries / f"{base}.{try_n}.{extension}"
+        else:
+            return LLM_GENERATED_DIR / name
+
+    def verify_program(self, name: str, try_n: int, prg: str):
         LLM_GENERATED_DIR.mkdir(parents=True, exist_ok=True)
-        output = LLM_GENERATED_DIR / name
+        output = self._verification_file(name, try_n)
         with open(output, "w") as f:
             f.write(prg)
-        return verifier.verify(output)
+        return self.verifier.verify(output)
 
-    @classmethod
     def try_fixing(
-        cls,
-        logger: Logger,
-        verifier: Verifier,
-        llm: LLM,
+        self,
         total_tries: int,
         inv_prg: str,
         name: str,
     ) -> Optional[int]:
         tries = total_tries
         while tries > 0:
-            verification_result = cls.verify_program(verifier, name, inv_prg)
+            verification_result = self.verify_program(
+                name, total_tries - tries + 1, inv_prg
+            )
             if verification_result is None:
-                logger.info("Verification timed out")
+                self.logger.info("Verification timed out")
                 tries -= 1
                 if tries > 0:
-                    inv_prg = llm.ask_for_timeout()
+                    inv_prg = self.ask_for_timeout()
             else:
                 verified_inv, out_inv, err_inv = verification_result
                 if verified_inv:
                     return total_tries - tries + 1
                 else:
-                    logger.info("Verification failed:")
-                    logger.info(out_inv)
-                    logger.info(err_inv)
-                    logger.info("Retrying...")
+                    self.logger.info("Verification failed:")
+                    self.logger.info(out_inv)
+                    self.logger.info(err_inv)
                     tries -= 1
                     if tries > 0:
-                        inv_prg = llm.ask_for_fixed(out_inv + err_inv)
+                        self.logger.info(f"Retrying with {tries} tries left...")
+                        inv_prg = self.ask_for_fixed(out_inv + err_inv)
         return None
 
-    @classmethod
     def run_on_file(
-        cls,
-        logger: Logger,
-        verifier: Verifier,
+        self,
         mode: Mode,
-        llm: LLM,
         total_tries: int,
         file: str,
     ) -> Optional[int]:
         name = basename(file)
-        logger.info(f"Running on {file}")
+        self.logger.info(f"Running on {file}")
 
         with open(file, "r") as f:
-            prg = cls.preprocess(f.read(), mode)
+            prg = self.preprocess(f.read(), mode)
 
-        verification_result = cls.verify_program(verifier, name, prg)
+        verification_result = self.verify_program(name, 0, prg)
         if verification_result is not None and verification_result[0]:
             return 0
         elif verification_result is None:
-            logger.info("Verification timed out")
-        cls.precheck(prg, mode)
-        inv_prg = cls.invoke(logger, llm, prg, mode)
-        return cls.try_fixing(
-            logger, verifier, llm, total_tries, inv_prg, name
-        )
+            self.logger.info("Verification timed out")
+        self.precheck(prg, mode)
+        inv_prg = self.invoke(prg, mode)
+        return self.try_fixing(total_tries, inv_prg, name)
diff --git a/verified_cogen/runners/generate.py b/verified_cogen/runners/generate.py
index 1333ab4..630400c 100644
--- a/verified_cogen/runners/generate.py
+++ b/verified_cogen/runners/generate.py
@@ -1,14 +1,10 @@
 import logging
-from typing import Optional
 import pathlib
+from typing import Optional
 
-from verified_cogen.tools.modes import Mode
-
-from verified_cogen.llm import LLM
 from verified_cogen.runners import Runner
-from verified_cogen.tools.verifier import Verifier
 from verified_cogen.tools import basename, get_cache_dir
-
+from verified_cogen.tools.modes import Mode
 
 LLM_GENERATED_DIR = pathlib.Path(get_cache_dir()) / "llm-generated"
 
@@ -16,24 +12,17 @@
 
 
 class GenerateRunner(Runner):
-    @classmethod
-    def rewrite(cls, llm: LLM, prg: str) -> str:
-        return llm.rewrite(prg)
+    def rewrite(self, prg: str) -> str:
+        return self.llm.rewrite(prg)
 
-    @classmethod
-    def produce(cls, llm: LLM, prg: str) -> str:
+    def produce(self, prg: str) -> str:
         raise ValueError("Produce not supported for generate")
 
-    @classmethod
-    def insert(cls, llm: LLM, prg: str, checks: str, mode: Mode) -> str:
+    def insert(self, prg: str, checks: str, mode: Mode) -> str:
         raise ValueError("Insert not supported for generate")
 
-    @classmethod
     def try_fixing(
-        cls,
-        logger: logging.Logger,
-        verifier: Verifier,
-        llm: LLM,
+        self,
         total_tries: int,
         inv_prg: str,
         name: str,
@@ -44,12 +33,12 @@ def try_fixing(
             output = LLM_GENERATED_DIR / f"{name[:-7]}.dfy"
             with open(output, "w") as f:
                 f.write(inv_prg)
-            verification_result = verifier.verify(output)
+            verification_result = self.verifier.verify(output)
             if verification_result is None:
                 logger.info("Verification timed out")
                 tries -= 1
                 if tries > 0:
-                    inv_prg = llm.ask_for_timeout()
+                    inv_prg = self.llm.ask_for_timeout()
             else:
                 verified_inv, out_inv, err_inv = verification_result
                 if verified_inv:
@@ -61,16 +50,12 @@ def try_fixing(
                     logger.info("Retrying...")
                     tries -= 1
                     if tries > 0:
-                        inv_prg = llm.ask_for_fixed(out_inv + err_inv)
+                        inv_prg = self.llm.ask_for_fixed(out_inv + err_inv)
         return None
 
-    @classmethod
     def run_on_file(
-        cls,
-        logger: logging.Logger,
-        verifier: Verifier,
+        self,
         mode: Mode,
-        llm: LLM,
         total_tries: int,
         file: str,
     ) -> Optional[int]:
@@ -78,8 +63,6 @@ def run_on_file(
 
         with open(file, "r") as f:
             prg = f.read()
-        cls.precheck(prg, mode)
-        inv_prg = cls.invoke(logger, llm, prg, mode)
-        return cls.try_fixing(
-            logger, verifier, llm, total_tries, inv_prg, basename(file)
-        )
+        self.precheck(prg, mode)
+        inv_prg = self.invoke(prg, mode)
+        return self.try_fixing(total_tries, inv_prg, basename(file))
diff --git a/verified_cogen/runners/generic.py b/verified_cogen/runners/generic.py
index d641647..a98ff89 100644
--- a/verified_cogen/runners/generic.py
+++ b/verified_cogen/runners/generic.py
@@ -1,24 +1,19 @@
 import logging
 
-from verified_cogen.tools.modes import Mode
-
-from verified_cogen.llm import LLM
 from verified_cogen.runners import Runner
+from verified_cogen.tools.modes import Mode
 
 logger = logging.getLogger(__name__)
 
 
 class GenericRunner(Runner):
-    @classmethod
-    def rewrite(cls, llm: LLM, prg: str) -> str:
-        return llm.rewrite(prg)
+    def rewrite(self, prg: str) -> str:
+        return self.llm.rewrite(prg)
 
-    @classmethod
-    def produce(cls, llm: LLM, prg: str) -> str:
-        return llm.produce(prg)
+    def produce(self, prg: str) -> str:
+        return self.llm.produce(prg)
 
-    @classmethod
-    def insert(cls, llm: LLM, prg: str, checks: str, mode: Mode) -> str:
+    def insert(self, prg: str, checks: str, mode: Mode) -> str:
         if mode == Mode.REGEX:
             raise ValueError("Regex mode not supported for generic")
-        return llm.add(prg, checks)
+        return self.llm.add(prg, checks)
diff --git a/verified_cogen/runners/invariants.py b/verified_cogen/runners/invariants.py
index ef7332d..4f11407 100644
--- a/verified_cogen/runners/invariants.py
+++ b/verified_cogen/runners/invariants.py
@@ -2,10 +2,9 @@
 import re
 import textwrap
 
-from verified_cogen.tools.modes import Mode
-
 from verified_cogen.llm import LLM
 from verified_cogen.runners import Runner
+from verified_cogen.tools.modes import Mode
 
 logger = logging.getLogger(__name__)
 
@@ -36,27 +35,23 @@ def insert_invariants(llm: LLM, prg: str, inv: str, mode: Mode):
         return insert_invariants_regex(prg, inv)
     elif mode == Mode.LLM:
         return insert_invariants_llm(llm, prg, inv)
-    elif mode.is_singlestep:
+    elif mode == Mode.LLM_SINGLE_STEP:
         raise ValueError("Single-step mode does not require insertion")
     else:
-        raise ValueError(f"Unexpected mode: {mode}")
+        raise ValueError(f"insert_invariants: Unexpected mode: {mode}")
 
 
 class InvariantRunner(Runner):
-    @classmethod
-    def rewrite(cls, llm: LLM, prg: str) -> str:
-        return llm.rewrite(prg)
+    def rewrite(self, prg: str) -> str:
+        return self.llm.rewrite(prg)
 
-    @classmethod
-    def produce(cls, llm: LLM, prg: str) -> str:
-        return llm.produce(prg)
+    def produce(self, prg: str) -> str:
+        return self.llm.produce(prg)
 
-    @classmethod
-    def insert(cls, llm: LLM, prg: str, checks: str, mode: Mode) -> str:
-        return insert_invariants(llm, prg, checks, mode)
+    def insert(self, prg: str, checks: str, mode: Mode) -> str:
+        return insert_invariants(self.llm, prg, checks, mode)
 
-    @classmethod
-    def precheck(cls, prg: str, mode: Mode):
+    def precheck(self, prg: str, mode: Mode):
         if mode == Mode.REGEX:
             while_count = prg.count("while")
             if while_count == 0:
diff --git a/verified_cogen/runners/languages/__init__.py b/verified_cogen/runners/languages/__init__.py
new file mode 100644
index 0000000..2ee70a2
--- /dev/null
+++ b/verified_cogen/runners/languages/__init__.py
@@ -0,0 +1,8 @@
+from verified_cogen.runners.languages.dafny import DafnyLanguage
+from verified_cogen.runners.languages.language import LanguageDatabase
+from verified_cogen.runners.languages.nagini import NaginiLanguage
+
+
+def register_basic_languages():
+    LanguageDatabase().register("dafny", ["dfy"], DafnyLanguage())
+    LanguageDatabase().register("nagini", ["py", "python"], NaginiLanguage())
diff --git a/verified_cogen/runners/languages/dafny.py b/verified_cogen/runners/languages/dafny.py
new file mode 100644
index 0000000..b9c12e8
--- /dev/null
+++ b/verified_cogen/runners/languages/dafny.py
@@ -0,0 +1,26 @@
+import re
+from typing import Pattern
+
+from verified_cogen.runners.languages.language import GenericLanguage
+
+DAFNY_VALIDATOR_TEMPLATE = """\
+method {method_name}_valid({parameters}) returns ({returns}){specs}\
+{ var ret := {method_name}({param_names}); return ret; }
+"""
+
+
+class DafnyLanguage(GenericLanguage):
+    method_regex: Pattern[str]
+
+    def __init__(self):
+        super().__init__(
+            re.compile(
+                r"method\s+(\w+)\s*\((.*?)\)\s*returns\s*\((.*?)\)(.*?)\{", re.DOTALL
+            ),
+            DAFNY_VALIDATOR_TEMPLATE,
+            [
+                r" *// assert-start.*?// assert-end\n",
+                r" *// invariants-start.*?// invariants-end\n",
+            ],
+            "// assert-line",
+        )
diff --git a/verified_cogen/runners/languages/language.py b/verified_cogen/runners/languages/language.py
new file mode 100644
index 0000000..72be824
--- /dev/null
+++ b/verified_cogen/runners/languages/language.py
@@ -0,0 +1,103 @@
+from abc import abstractmethod
+from typing import Pattern
+import re
+
+
+class Language:
+    _instance = None
+
+    def __new__(cls, *args, **kwargs):
+        if not isinstance(cls._instance, cls):
+            cls._instance = super().__new__(cls, *args, **kwargs)
+        return cls._instance
+
+    @abstractmethod
+    def __init__(self): ...
+
+    @abstractmethod
+    def generate_validators(self, code: str) -> str: ...
+
+    @abstractmethod
+    def remove_asserts_and_invariants(self, code: str) -> str: ...
+
+
+class GenericLanguage(Language):
+    method_regex: Pattern[str]
+    validator_template: str
+    assert_invariant_patterns: list[str]
+    inline_assert_comment: str
+
+    def __init__(
+        self,
+        method_regex: Pattern[str],
+        validator_template: str,
+        assert_invariants_pattern: list[str],
+        inline_assert_comment: str,
+    ):
+        self.method_regex = method_regex
+        self.validator_template = validator_template
+        self.assert_invariant_patterns = assert_invariants_pattern
+        self.inline_assert_comment = inline_assert_comment
+
+    def generate_validators(self, code: str) -> str:
+        code = re.sub(r"^ *#.*(\r\n|\r|\n)?", "", code, flags=re.MULTILINE)
+        methods = self.method_regex.finditer(code)
+
+        validators = []
+
+        for match in methods:
+            method_name, parameters, returns, specs = (
+                match.group(1),
+                match.group(2),
+                match.group(3),
+                match.group(4),
+            )
+
+            validators.append(
+                self.validator_template.replace("{method_name}", method_name)
+                .replace("{parameters}", parameters or "")
+                .replace("{returns}", returns or "")
+                .replace("{specs}", specs or "\n")
+                .replace(
+                    "{param_names}",
+                    ", ".join(
+                        param.split(":")[0].strip()
+                        for param in parameters.split(",")
+                        if param.strip()
+                    ),
+                )
+            )
+
+        return "\n".join(validators)
+
+    def remove_asserts_and_invariants(self, code: str) -> str:
+        import re
+
+        combined_pattern = "|".join(self.assert_invariant_patterns)
+        cleaned_code = re.sub(combined_pattern, "", code, flags=re.DOTALL)
+        cleaned_code = re.sub(r"\n\s*\n", "\n", cleaned_code)
+        lines = cleaned_code.split("\n")
+        lines = [line for line in lines if self.inline_assert_comment not in line]
+        return "\n".join(lines).strip()
+
+
+class LanguageDatabase:
+    _instance = None
+    languages: dict[str, Language] = dict()
+    regularise: dict[str, str] = dict()
+
+    def __new__(cls, *args, **kwargs):
+        if not isinstance(cls._instance, cls):
+            cls._instance = super().__new__(cls, *args, **kwargs)
+        return cls._instance
+
+    def register(self, name: str, aliases: list[str], definition: Language):
+        self.languages[name] = definition
+        self.regularise[name] = name
+        for alias in aliases:
+            self.regularise[alias] = name
+
+    def get(self, name: str):
+        if name not in self.regularise:
+            raise ValueError(f"language {name} not found, has it been registered?")
+        return self.languages[self.regularise[name]]
diff --git a/verified_cogen/runners/languages/nagini.py b/verified_cogen/runners/languages/nagini.py
new file mode 100644
index 0000000..0a76df9
--- /dev/null
+++ b/verified_cogen/runners/languages/nagini.py
@@ -0,0 +1,28 @@
+import re
+from typing import Pattern
+
+from verified_cogen.runners.languages.language import GenericLanguage
+
+NAGINI_VALIDATOR_TEMPLATE = """\
+def {method_name}_valid({parameters}) -> {returns}:{specs}\
+    ret = {method_name}({param_names})
+    return ret\
+"""
+
+
+class NaginiLanguage(GenericLanguage):
+    method_regex: Pattern[str]
+
+    def __init__(self):
+        super().__init__(
+            re.compile(
+                r"def\s+(\w+)\s*\((.*?)\)\s*->\s*(.*?):(:?(?:\r\n|\r|\n)?( *(?:Requires|Ensures)\([^\r\n]*\)(?:\r\n|\r|\n)?)*)",
+                re.DOTALL,
+            ),
+            NAGINI_VALIDATOR_TEMPLATE,
+            [
+                r" *# assert-start.*?# assert-end\n?",
+                r" *# invariants-start.*?# invariants-end\n?",
+            ],
+            "# assert-line",
+        )
diff --git a/verified_cogen/runners/validating.py b/verified_cogen/runners/validating.py
index 63fa5b9..88f8c74 100644
--- a/verified_cogen/runners/validating.py
+++ b/verified_cogen/runners/validating.py
@@ -1,93 +1,50 @@
-import re
-
-from verified_cogen.tools.modes import Mode
-
-from verified_cogen.llm import LLM
+from typing import Optional
 from verified_cogen.runners import Runner
-from verified_cogen.runners.invariants import InvariantRunner
-
-# Regular expression to match Dafny method definitions
-method_pattern = re.compile(
-    r"method\s+(\w+)\s*\((.*?)\)\s*returns\s*\((.*?)\)(.*?)\{", re.DOTALL
-)
-
-
-def generate_validators(dafny_code: str) -> str:
-    """
-    Create validator-methods for every method in dafny program
-
-    Example:
-    Input:
-    method xor(a : char, b : char) returns (result : char)
-        ensures result == (if a == b then '0' else '1')
-    { if (a == b) { result := '0'; } else { result := '1'; } }
-    Output:
-    method xor_valid(a : char, b : char) returns (result : char)
-        ensures result == (if a == b then '0' else '1')
-    { var ret := xor(a, b); return ret; }
-    """
-    methods = method_pattern.finditer(dafny_code)
-
-    validators = []
-
-    for match in methods:
-        method_name = match.group(1)
-        parameters = match.group(2)
-        returns = match.group(3)
-        specs = match.group(4)
-
-        validator = (
-            f"method {method_name}_valid({parameters}) returns ({returns}){specs}"
-        )
-        validator += "{ var ret := "
-
-        validator += f"{method_name}({', '.join(param.split(':')[0].strip() for param in parameters.split(',') if param.strip())});"
-
-        validator += " return ret; }\n"
-
-        validators.append(validator)
-
-    return "\n".join(validators)
+from verified_cogen.runners.languages.language import Language
+from verified_cogen.tools.modes import Mode
 
 
-def remove_asserts_and_invariants(dafny_code: str) -> str:
-    patterns = [
-        r" *// assert-start.*?// assert-end\n",
-        r" *// invariants-start.*?// invariants-end\n",
-    ]
-    combined_pattern = "|".join(patterns)
-    cleaned_code = re.sub(combined_pattern, "", dafny_code, flags=re.DOTALL)
-    cleaned_code = re.sub(r"\n\s*\n", "\n", cleaned_code)
-    lines = cleaned_code.split("\n")
-    lines = [line for line in lines if "// assert-line" not in line]
-    return "\n".join(lines).strip()
+class ValidatingRunner(Runner):
+    wrapped_runner: Runner
+    language: Language
+    prg: Optional[str] = None
 
+    def __init__(self, wrapping: Runner, language: Language):
+        super().__init__(wrapping.llm, wrapping.logger, wrapping.verifier)
+        self.wrapped_runner = wrapping
+        self.language = language
 
-class ValidatingRunner(Runner):
-    @classmethod
-    def _add_validators(cls, prg: str, inv_prg: str):
-        validators = generate_validators(prg)
+    def _add_validators(self, prg: str, inv_prg: str):
+        validators = self.language.generate_validators(prg)
         val_prg = inv_prg + "\n// ==== verifiers ==== //\n" + validators
         return val_prg
 
-    @classmethod
-    def preprocess(cls, prg: str, mode: Mode) -> str:
-        return remove_asserts_and_invariants(prg)
+    def preprocess(self, prg: str, mode: Mode) -> str:
+        return self.language.remove_asserts_and_invariants(prg)
+
+    def rewrite(self, prg: str) -> str:
+        self.prg = prg
+        return self._add_validators(prg, self.wrapped_runner.rewrite(prg))
+
+    def produce(self, prg: str) -> str:
+        self.prg = prg
+        return self.wrapped_runner.produce(prg)
 
-    @classmethod
-    def rewrite(cls, llm: LLM, prg: str) -> str:
-        return ValidatingRunner._add_validators(prg, InvariantRunner.rewrite(llm, prg))
+    def insert(self, prg: str, checks: str, mode: Mode) -> str:
+        self.prg = prg
+        return self._add_validators(prg, self.wrapped_runner.insert(prg, checks, mode))
 
-    @classmethod
-    def produce(cls, llm: LLM, prg: str) -> str:
-        return ValidatingRunner._add_validators(prg, InvariantRunner.produce(llm, prg))
+    def ask_for_timeout(self) -> str:
+        assert (
+            self.prg is not None
+        ), "one of: rewrite, produce, insert must be called before ask_for_timeout"
+        return self._add_validators(self.prg, self.wrapped_runner.ask_for_timeout())
 
-    @classmethod
-    def insert(cls, llm: LLM, prg: str, checks: str, mode: Mode) -> str:
-        return ValidatingRunner._add_validators(
-            prg, InvariantRunner.insert(llm, prg, checks, mode)
-        )
+    def ask_for_fixed(self, err: str) -> str:
+        assert (
+            self.prg is not None
+        ), "one of: rewrite, produce, insert must be called before ask_for_fixed"
+        return self._add_validators(self.prg, self.wrapped_runner.ask_for_fixed(err))
 
-    @classmethod
-    def precheck(cls, prg: str, mode: Mode):
-        return InvariantRunner.precheck(prg, mode)
+    def precheck(self, prg: str, mode: Mode):
+        return self.wrapped_runner.precheck(prg, mode)
diff --git a/verified_cogen/tools/__init__.py b/verified_cogen/tools/__init__.py
index a98349c..3ecf268 100644
--- a/verified_cogen/tools/__init__.py
+++ b/verified_cogen/tools/__init__.py
@@ -1,5 +1,7 @@
 import pathlib
 import re
+from typing import Optional
+
 import appdirs
 
 
@@ -15,6 +17,23 @@ def rename_file(file: pathlib.Path) -> str:
     return " ".join(file.stem.split("_")).title()
 
 
+def ext_glob(filter_by_ext: Optional[str]) -> str:
+    if filter_by_ext is None:
+        return "[!.]*"
+    return f"[!.]*.{filter_by_ext}"
+
+
+def extension_from_file_list(files: list[pathlib.Path]) -> str:
+    extension = files[0].suffix[1:]
+    if (
+        different := next((f for f in files if f.suffix[1:] != extension), None)
+    ) is not None:
+        raise ValueError(
+            f"Found files different extensions: {files[0].name} and {different.name}, please use a single extension"
+        )
+    return extension
+
+
 def pprint_stat(name: str, stat: int, total: int, runs=1):
     print(f"{name}: {stat / runs} ({stat / (total * runs) * 100:.2f}%)")
 
diff --git a/verified_cogen/tools/modes.py b/verified_cogen/tools/modes.py
index 651fcaf..e327fbf 100644
--- a/verified_cogen/tools/modes.py
+++ b/verified_cogen/tools/modes.py
@@ -2,15 +2,13 @@
 
 
 class Mode(Enum):
-    REGEX = "regex", False
-    LLM = "llm", False
-    LLM_SINGLE_STEP = "llm-single-step", True
-    is_singlestep: bool
+    REGEX = "regex"
+    LLM = "llm"
+    LLM_SINGLE_STEP = "llm-single-step"
 
-    def __new__(cls, id: str, is_singlestep: bool):
+    def __new__(cls, id: str):
         obj = object.__new__(cls)
         obj._value_ = id
-        obj.is_singlestep = is_singlestep
         return obj
 
     def __repr__(self):
diff --git a/verified_cogen/tools/verifier.py b/verified_cogen/tools/verifier.py
index ea23760..274a14b 100644
--- a/verified_cogen/tools/verifier.py
+++ b/verified_cogen/tools/verifier.py
@@ -1,8 +1,9 @@
-from pathlib import Path
+import logging
+import os
+import signal
 import subprocess
+from pathlib import Path
 from typing import Optional
-import logging
-
 
 log = logging.getLogger(__name__)
 
@@ -14,19 +15,13 @@ def __init__(self, shell: str, verifier_cmd: str, timeout: int = 60):
         self.timeout = timeout
 
     def verify(self, file_path: Path) -> Optional[tuple[bool, str, str]]:
+        proc = subprocess.Popen(
+            [self.shell, "-i", "-l", "-c", f'{self.verifier_cmd} "{file_path}"'],
+            stdout=subprocess.PIPE,
+            stderr=subprocess.PIPE,
+        )
         try:
-            res = subprocess.run(
-                '{} -i -l -c "{} "{}""; exit'.format(
-                    self.shell, self.verifier_cmd, file_path
-                ),
-                capture_output=True,
-                shell=True,
-                timeout=self.timeout,
-            )
+            out, err = proc.communicate(timeout=self.timeout)
+            return proc.returncode == 0, out.decode(), err.decode()
         except subprocess.TimeoutExpired:
-            return None
-        return (
-            res.returncode == 0,
-            res.stdout.decode("utf-8"),
-            res.stderr.decode("utf-8"),
-        )
+            os.killpg(os.getpgid(proc.pid), signal.SIGTERM)