diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index ebee51a..f15d63a 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -60,5 +60,7 @@ jobs:
         uses: astral-sh/setup-uv@v4
       - name: Install dependencies with pytest
         run: uv sync --dev
+      - name: Fetch camoufox data
+        run: uv run camoufox fetch
       - name: Run Python tests
         run: uv run pytest tests/scrapers/ -v
diff --git a/doc/cp.txt b/doc/cp.txt
index 6299713..8af2ff6 100644
--- a/doc/cp.txt
+++ b/doc/cp.txt
@@ -364,29 +364,18 @@ Example: Setting up and solving AtCoder contest ABC324
 PICKER INTEGRATION                                              *cp-picker*
 
 When picker integration is enabled in configuration, cp.nvim provides interactive
-platform, contest, and problem selection using telescope.nvim or fzf-lua.
+platform and contest selection using telescope.nvim or fzf-lua.
 
 :CP pick                                                        *:CP-pick*
         Launch configured picker for interactive problem selection.
-        Control Flow: Select Platform → Contest → Problem → Code!
+        Control Flow: Select Platform → Contest → Code!
 
         Requires picker = 'telescope' or picker = 'fzf-lua' in configuration.
         Requires corresponding plugin (telescope.nvim or fzf-lua) to be installed.
 
-Picker Controls ~
-                                                       *cp-picker-controls*
-    The picker interface provides several keyboard shortcuts for enhanced control:
-
-    <c-r>                   Force refresh contest list, bypassing cache
-                            Useful when contest lists are outdated or incomplete
-                            Shows loading indicator during refresh operation
-
-    Standard picker controls (telescope.nvim/fzf-lua):
-    <cr>                    Select current item and proceed to next step
-    <c-c> / <esc>          Cancel picker and return to editor
-    <c-n> / <down>         Navigate to next item
-    <c-p> / <up>           Navigate to previous item
-    /                      Start filtering/searching items
+PICKER KEYMAPS                                                  *cp-picker-keys*
+<c-r>   Force refresh contest list, bypassing cache.
+        Useful when contest lists are outdated or incomplete
 
 ==============================================================================
 RUN PANEL                                                           *cp-run*
@@ -542,13 +531,13 @@ prevent them from being overridden: >lua
 
 ==============================================================================
 RUN PANEL KEYMAPS                                           *cp-test-keys*
-<c-n>                           Navigate to next test case (configurable via
+<c-n>   Navigate to next test case (configurable via
                                 run_panel.next_test_key)
-<c-p>                           Navigate to previous test case (configurable via
+<c-p>   Navigate to previous test case (configurable via
                                 run_panel.prev_test_key)
-<c-t>                           Cycle through diff modes: none → git → vim (configurable
+<c-t>   Cycle through diff modes: none → git → vim (configurable
                                 via run_panel.toggle_diff_key)
-<c-q>                           Exit run panel/interactive terminal and restore layout
+<c-q>   Exit run panel/interactive terminal and restore layout
 
 Diff Modes ~
 
diff --git a/lua/cp/cache.lua b/lua/cp/cache.lua
index 41500e8..c98fedb 100644
--- a/lua/cp/cache.lua
+++ b/lua/cp/cache.lua
@@ -227,10 +227,6 @@ end
 ---@param file_path string
 ---@return FileState?
 function M.get_file_state(file_path)
-  vim.validate({
-    file_path = { file_path, 'string' },
-  })
-
   if not cache_data.file_states then
     return nil
   end
@@ -244,14 +240,6 @@ end
 ---@param problem_id? string
 ---@param language? string
 function M.set_file_state(file_path, platform, contest_id, problem_id, language)
-  vim.validate({
-    file_path = { file_path, 'string' },
-    platform = { platform, 'string' },
-    contest_id = { contest_id, 'string' },
-    problem_id = { problem_id, { 'string', 'nil' }, true },
-    language = { language, { 'string', 'nil' }, true },
-  })
-
   if not cache_data.file_states then
     cache_data.file_states = {}
   end
@@ -269,10 +257,6 @@ end
 ---@param platform string
 ---@return table[]?
 function M.get_contest_list(platform)
-  vim.validate({
-    platform = { platform, 'string' },
-  })
-
   if not cache_data.contest_lists or not cache_data.contest_lists[platform] then
     return nil
   end
@@ -283,11 +267,6 @@ end
 ---@param platform string
 ---@param contests table[]
 function M.set_contest_list(platform, contests)
-  vim.validate({
-    platform = { platform, 'string' },
-    contests = { contests, 'table' },
-  })
-
   if not cache_data.contest_lists then
     cache_data.contest_lists = {}
   end
@@ -302,10 +281,6 @@ end
 
 ---@param platform string
 function M.clear_contest_list(platform)
-  vim.validate({
-    platform = { platform, 'string' },
-  })
-
   if cache_data.contest_lists and cache_data.contest_lists[platform] then
     cache_data.contest_lists[platform] = nil
     M.save()
@@ -313,16 +288,15 @@ function M.clear_contest_list(platform)
 end
 
 function M.clear_all()
-  cache_data = {}
+  cache_data = {
+    file_states = {},
+    contest_lists = {},
+  }
   M.save()
 end
 
 ---@param platform string
 function M.clear_platform(platform)
-  vim.validate({
-    platform = { platform, 'string' },
-  })
-
   if cache_data[platform] then
     cache_data[platform] = nil
   end
diff --git a/lua/cp/commands/picker.lua b/lua/cp/commands/picker.lua
index 755b613..1c3ef6a 100644
--- a/lua/cp/commands/picker.lua
+++ b/lua/cp/commands/picker.lua
@@ -14,6 +14,8 @@ function M.handle_pick_action()
     return
   end
 
+  local picker
+
   if config.picker == 'telescope' then
     local ok = pcall(require, 'telescope')
     if not ok then
@@ -23,12 +25,13 @@ function M.handle_pick_action()
       )
       return
     end
-    local ok_cp, telescope_cp = pcall(require, 'cp.pickers.telescope')
+    local ok_cp, telescope_picker = pcall(require, 'cp.pickers.telescope')
     if not ok_cp then
       logger.log('Failed to load telescope integration', vim.log.levels.ERROR)
       return
     end
-    telescope_cp.platform_picker()
+
+    picker = telescope_picker
   elseif config.picker == 'fzf-lua' then
     local ok, _ = pcall(require, 'fzf-lua')
     if not ok then
@@ -38,13 +41,16 @@ function M.handle_pick_action()
       )
       return
     end
-    local ok_cp, fzf_cp = pcall(require, 'cp.pickers.fzf_lua')
+    local ok_cp, fzf_picker = pcall(require, 'cp.pickers.fzf_lua')
     if not ok_cp then
       logger.log('Failed to load fzf-lua integration', vim.log.levels.ERROR)
       return
     end
-    fzf_cp.platform_picker()
+
+    picker = fzf_picker
   end
+
+  picker.pick()
 end
 
 return M
diff --git a/lua/cp/config.lua b/lua/cp/config.lua
index ed0c5f0..e5f0963 100644
--- a/lua/cp/config.lua
+++ b/lua/cp/config.lua
@@ -286,11 +286,6 @@ end
 ---@param problem_id? string
 ---@return string
 local function default_filename(contest_id, problem_id)
-  vim.validate({
-    contest_id = { contest_id, 'string' },
-    problem_id = { problem_id, { 'string', 'nil' }, true },
-  })
-
   if problem_id then
     return (contest_id .. problem_id):lower()
   else
diff --git a/lua/cp/pickers/fzf_lua.lua b/lua/cp/pickers/fzf_lua.lua
index 2e5095c..1573f4c 100644
--- a/lua/cp/pickers/fzf_lua.lua
+++ b/lua/cp/pickers/fzf_lua.lua
@@ -1,8 +1,8 @@
 local picker_utils = require('cp.pickers')
 
-local contest_picker, problem_picker
+local M = {}
 
-function contest_picker(platform)
+local function contest_picker(platform)
   local constants = require('cp.constants')
   local platform_display_name = constants.PLATFORM_DISPLAY_NAMES[platform] or platform
   local fzf = require('fzf-lua')
@@ -41,7 +41,8 @@ function contest_picker(platform)
         end
 
         if contest then
-          problem_picker(platform, contest.id)
+          local cp = require('cp')
+          cp.handle_command({ fargs = { platform, contest.id } })
         end
       end,
       ['ctrl-r'] = function()
@@ -53,55 +54,7 @@ function contest_picker(platform)
   })
 end
 
-function problem_picker(platform, contest_id)
-  local constants = require('cp.constants')
-  local platform_display_name = constants.PLATFORM_DISPLAY_NAMES[platform] or platform
-  local fzf = require('fzf-lua')
-  local problems = picker_utils.get_problems_for_contest(platform, contest_id)
-
-  if #problems == 0 then
-    vim.notify(
-      ("Contest %s %s hasn't started yet or has no available problems"):format(
-        platform_display_name,
-        contest_id
-      ),
-      vim.log.levels.WARN
-    )
-    contest_picker(platform)
-    return
-  end
-
-  local entries = vim.tbl_map(function(problem)
-    return problem.display_name
-  end, problems)
-
-  return fzf.fzf_exec(entries, {
-    prompt = ('Select Problem (%s %s)> '):format(platform_display_name, contest_id),
-    actions = {
-      ['default'] = function(selected)
-        if not selected or #selected == 0 then
-          return
-        end
-
-        local selected_name = selected[1]
-        local problem = nil
-        for _, p in ipairs(problems) do
-          if p.display_name == selected_name then
-            problem = p
-            break
-          end
-        end
-
-        if problem then
-          local cp = require('cp')
-          cp.handle_command({ fargs = { platform, contest_id, problem.id } })
-        end
-      end,
-    },
-  })
-end
-
-local function platform_picker()
+function M.pick()
   local fzf = require('fzf-lua')
   local platforms = picker_utils.get_platforms()
   local entries = vim.tbl_map(function(platform)
@@ -133,6 +86,4 @@ local function platform_picker()
   })
 end
 
-return {
-  platform_picker = platform_picker,
-}
+return M
diff --git a/lua/cp/pickers/init.lua b/lua/cp/pickers/init.lua
index 2380b74..ee6bbb9 100644
--- a/lua/cp/pickers/init.lua
+++ b/lua/cp/pickers/init.lua
@@ -20,7 +20,7 @@ local utils = require('cp.utils')
 ---@field display_name string Formatted display name for picker
 
 ---@return cp.PlatformItem[]
-local function get_platforms()
+function M.get_platforms()
   local constants = require('cp.constants')
   local result = {}
 
@@ -39,7 +39,7 @@ end
 ---Get list of contests for a specific platform
 ---@param platform string Platform identifier (e.g. "codeforces", "atcoder")
 ---@return cp.ContestItem[]
-local function get_contests_for_platform(platform)
+function M.get_contests_for_platform(platform)
   logger.log('loading contests...', vim.log.levels.INFO, true)
 
   cache.load()
@@ -108,7 +108,6 @@ local function get_contests_for_platform(platform)
     })
   end
 
-  cache.set_contest_list(platform, contests)
   logger.log(('loaded %d contests'):format(#contests))
   return contests
 end
@@ -116,7 +115,9 @@ end
 ---@param platform string Platform identifier
 ---@param contest_id string Contest identifier
 ---@return cp.ProblemItem[]
-local function get_problems_for_contest(platform, contest_id)
+function M.get_problems_for_contest(platform, contest_id)
+  logger.log('loading contest problems...', vim.log.levels.INFO, true)
+
   local problems = {}
 
   cache.load()
@@ -132,8 +133,6 @@ local function get_problems_for_contest(platform, contest_id)
     return problems
   end
 
-  logger.log('loading contest problems...', vim.log.levels.INFO, true)
-
   if not utils.setup_python_env() then
     return problems
   end
@@ -197,16 +196,11 @@ end
 ---@param platform string Platform identifier
 ---@param contest_id string Contest identifier
 ---@param problem_id string Problem identifier
-local function setup_problem(platform, contest_id, problem_id)
+function M.setup_problem(platform, contest_id, problem_id)
   vim.schedule(function()
     local cp = require('cp')
     cp.handle_command({ fargs = { platform, contest_id, problem_id } })
   end)
 end
 
-M.get_platforms = get_platforms
-M.get_contests_for_platform = get_contests_for_platform
-M.get_problems_for_contest = get_problems_for_contest
-M.setup_problem = setup_problem
-
 return M
diff --git a/lua/cp/pickers/telescope.lua b/lua/cp/pickers/telescope.lua
index 4c3188e..c1bb03c 100644
--- a/lua/cp/pickers/telescope.lua
+++ b/lua/cp/pickers/telescope.lua
@@ -6,9 +6,9 @@ local actions = require('telescope.actions')
 
 local picker_utils = require('cp.pickers')
 
-local contest_picker, problem_picker
+local M = {}
 
-function contest_picker(opts, platform)
+local function contest_picker(opts, platform)
   local constants = require('cp.constants')
   local platform_display_name = constants.PLATFORM_DISPLAY_NAMES[platform] or platform
   local contests = picker_utils.get_contests_for_platform(platform)
@@ -24,7 +24,7 @@ function contest_picker(opts, platform)
   pickers
     .new(opts, {
       prompt_title = ('Select Contest (%s)'):format(platform_display_name),
-      results_title = '<C-r> refresh',
+      results_title = '<c-r> refresh',
       finder = finders.new_table({
         results = contests,
         entry_maker = function(entry)
@@ -42,11 +42,12 @@ function contest_picker(opts, platform)
           actions.close(prompt_bufnr)
 
           if selection then
-            problem_picker(opts, platform, selection.value.id)
+            local cp = require('cp')
+            cp.handle_command({ fargs = { platform, selection.value.id } })
           end
         end)
 
-        map('i', '<C-r>', function()
+        map('i', '<c-r>', function()
           local cache = require('cp.cache')
           cache.clear_contest_list(platform)
           actions.close(prompt_bufnr)
@@ -59,54 +60,7 @@ function contest_picker(opts, platform)
     :find()
 end
 
-function problem_picker(opts, platform, contest_id)
-  local constants = require('cp.constants')
-  local platform_display_name = constants.PLATFORM_DISPLAY_NAMES[platform] or platform
-  local problems = picker_utils.get_problems_for_contest(platform, contest_id)
-
-  if #problems == 0 then
-    vim.notify(
-      ("Contest %s %s hasn't started yet or has no available problems"):format(
-        platform_display_name,
-        contest_id
-      ),
-      vim.log.levels.WARN
-    )
-    contest_picker(opts, platform)
-    return
-  end
-
-  pickers
-    .new(opts, {
-      prompt_title = ('Select Problem (%s %s)'):format(platform_display_name, contest_id),
-      finder = finders.new_table({
-        results = problems,
-        entry_maker = function(entry)
-          return {
-            value = entry,
-            display = entry.display_name,
-            ordinal = entry.display_name,
-          }
-        end,
-      }),
-      sorter = conf.generic_sorter(opts),
-      attach_mappings = function(prompt_bufnr)
-        actions.select_default:replace(function()
-          local selection = action_state.get_selected_entry()
-          actions.close(prompt_bufnr)
-
-          if selection then
-            local cp = require('cp')
-            cp.handle_command({ fargs = { platform, contest_id, selection.value.id } })
-          end
-        end)
-        return true
-      end,
-    })
-    :find()
-end
-
-local function platform_picker(opts)
+function M.pick(opts)
   opts = opts or {}
 
   local platforms = picker_utils.get_platforms()
@@ -140,6 +94,4 @@ local function platform_picker(opts)
     :find()
 end
 
-return {
-  platform_picker = platform_picker,
-}
+return M
diff --git a/lua/cp/runner/execute.lua b/lua/cp/runner/execute.lua
index aa93cce..8bffa33 100644
--- a/lua/cp/runner/execute.lua
+++ b/lua/cp/runner/execute.lua
@@ -15,11 +15,6 @@ local filetype_to_language = constants.filetype_to_language
 ---@param contest_config table
 ---@return string
 local function get_language_from_file(source_file, contest_config)
-  vim.validate({
-    source_file = { source_file, 'string' },
-    contest_config = { contest_config, 'table' },
-  })
-
   local extension = vim.fn.fnamemodify(source_file, ':e')
   local language = filetype_to_language[extension] or contest_config.default_language
   return language
@@ -29,11 +24,6 @@ end
 ---@param substitutions table<string, string>
 ---@return string[]
 local function substitute_template(cmd_template, substitutions)
-  vim.validate({
-    cmd_template = { cmd_template, 'table' },
-    substitutions = { substitutions, 'table' },
-  })
-
   local result = {}
   for _, arg in ipairs(cmd_template) do
     local substituted = arg
@@ -50,12 +40,6 @@ end
 ---@param substitutions table<string, string>
 ---@return string[]
 local function build_command(cmd_template, executable, substitutions)
-  vim.validate({
-    cmd_template = { cmd_template, 'table' },
-    executable = { executable, { 'string', 'nil' }, true },
-    substitutions = { substitutions, 'table' },
-  })
-
   local cmd = substitute_template(cmd_template, substitutions)
   if executable then
     table.insert(cmd, 1, executable)
@@ -67,11 +51,6 @@ end
 ---@param substitutions table<string, string>
 ---@return {code: integer, stdout: string, stderr: string}
 function M.compile_generic(language_config, substitutions)
-  vim.validate({
-    language_config = { language_config, 'table' },
-    substitutions = { substitutions, 'table' },
-  })
-
   if not language_config.compile then
     logger.log('no compilation step required')
     return { code = 0, stderr = '' }
@@ -107,12 +86,6 @@ end
 ---@param timeout_ms number
 ---@return ExecuteResult
 local function execute_command(cmd, input_data, timeout_ms)
-  vim.validate({
-    cmd = { cmd, 'table' },
-    input_data = { input_data, 'string' },
-    timeout_ms = { timeout_ms, 'number' },
-  })
-
   local redirected_cmd = vim.deepcopy(cmd)
   if #redirected_cmd > 0 then
     redirected_cmd[#redirected_cmd] = redirected_cmd[#redirected_cmd] .. ' 2>&1'
@@ -158,12 +131,6 @@ end
 ---@param is_debug boolean
 ---@return string
 local function format_output(exec_result, expected_file, is_debug)
-  vim.validate({
-    exec_result = { exec_result, 'table' },
-    expected_file = { expected_file, 'string' },
-    is_debug = { is_debug, 'boolean' },
-  })
-
   local output_lines = { exec_result.stdout }
   local metadata_lines = {}
 
@@ -207,10 +174,6 @@ end
 ---@param is_debug? boolean
 ---@return {success: boolean, output: string?}
 function M.compile_problem(contest_config, is_debug)
-  vim.validate({
-    contest_config = { contest_config, 'table' },
-  })
-
   local state = require('cp.state')
   local source_file = state.get_source_file()
   if not source_file then
@@ -249,12 +212,9 @@ function M.compile_problem(contest_config, is_debug)
   return { success = true, output = nil }
 end
 
+---@param contest_config ContestConfig
+---@param is_debug boolean
 function M.run_problem(contest_config, is_debug)
-  vim.validate({
-    contest_config = { contest_config, 'table' },
-    is_debug = { is_debug, 'boolean' },
-  })
-
   local state = require('cp.state')
   local source_file = state.get_source_file()
   local output_file = state.get_output_file()
diff --git a/pyproject.toml b/pyproject.toml
index 07ed76f..54d8580 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,8 +7,10 @@ requires-python = ">=3.11"
 dependencies = [
     "backoff>=2.2.1",
     "beautifulsoup4>=4.13.5",
-    "cloudscraper>=1.2.71",
+    "curl-cffi>=0.13.0",
+    "playwright>=1.55.0",
     "requests>=2.32.5",
+    "scrapling[fetchers]>=0.3.5",
     "scrapy>=2.13.3",
 ]
 
diff --git a/scrapers/atcoder.py b/scrapers/atcoder.py
index 2eba02b..a5ce14d 100644
--- a/scrapers/atcoder.py
+++ b/scrapers/atcoder.py
@@ -21,6 +21,44 @@ from .models import (
 )
 
 
+def _make_request(url: str, timeout: int = 10) -> requests.Response:
+    headers = {
+        "User-Agent": (
+            "Mozilla/5.0 (X11; Linux x86_64) "
+            "AppleWebKit/537.36 (KHTML, like Gecko) "
+            "Chrome/120.0.0.0 Safari/537.36"
+        )
+    }
+
+    @backoff.on_exception(
+        backoff.expo,
+        (requests.exceptions.RequestException, requests.exceptions.HTTPError),
+        max_tries=5,
+        jitter=backoff.random_jitter,
+        on_backoff=lambda details: print(
+            f"Request error on {url} (attempt {details['tries']}), "
+            f"retrying in {details['wait']:.1f}s: {details['exception']}",
+            file=sys.stderr,
+        ),
+    )
+    @backoff.on_predicate(
+        backoff.expo,
+        lambda resp: resp.status_code == 429,
+        max_tries=5,
+        jitter=backoff.random_jitter,
+        on_backoff=lambda details: print(
+            f"Rate limited on {url}, retrying in {details['wait']:.1f}s",
+            file=sys.stderr,
+        ),
+    )
+    def _req():
+        return requests.get(url, headers=headers, timeout=timeout)
+
+    resp = _req()
+    resp.raise_for_status()
+    return resp
+
+
 def extract_problem_limits(soup: BeautifulSoup) -> tuple[int, float]:
     timeout_ms = None
     memory_mb = None
@@ -82,12 +120,7 @@ def extract_problem_from_row(row, contest_id: str) -> ProblemSummary | None:
 def scrape_contest_problems(contest_id: str) -> list[ProblemSummary]:
     try:
         contest_url = f"https://atcoder.jp/contests/{contest_id}/tasks"
-        headers = {
-            "User-Agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36"
-        }
-
-        response = requests.get(contest_url, headers=headers, timeout=10)
-        response.raise_for_status()
+        response = _make_request(contest_url)
 
         soup = BeautifulSoup(response.text, "html.parser")
         task_table = soup.find("table", class_="table")
@@ -138,12 +171,7 @@ def extract_test_case_from_headers(sample_headers, i: int) -> tuple[str, str] |
 
 def scrape(url: str) -> list[TestCase]:
     try:
-        headers = {
-            "User-Agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36"
-        }
-
-        response = requests.get(url, headers=headers, timeout=10)
-        response.raise_for_status()
+        response = _make_request(url)
 
         soup = BeautifulSoup(response.text, "html.parser")
         sample_headers = soup.find_all(
@@ -171,14 +199,7 @@ def scrape(url: str) -> list[TestCase]:
 def scrape_contests() -> list[ContestSummary]:
     def get_max_pages() -> int:
         try:
-            headers = {
-                "User-Agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36"
-            }
-            response = requests.get(
-                "https://atcoder.jp/contests/archive", headers=headers, timeout=10
-            )
-            response.raise_for_status()
-
+            response = _make_request("https://atcoder.jp/contests/archive")
             soup = BeautifulSoup(response.text, "html.parser")
             pagination = soup.find("ul", class_="pagination")
             if not pagination or not isinstance(pagination, Tag):
@@ -196,37 +217,8 @@ def scrape_contests() -> list[ContestSummary]:
             return 15
 
     def scrape_page(page: int) -> list[ContestSummary]:
-        @backoff.on_exception(
-            backoff.expo,
-            (requests.exceptions.RequestException, requests.exceptions.HTTPError),
-            max_tries=4,
-            jitter=backoff.random_jitter,
-            on_backoff=lambda details: print(
-                f"Request failed on page {page} (attempt {details['tries']}), retrying in {details['wait']:.1f}s: {details['exception']}",
-                file=sys.stderr,
-            ),
-        )
-        @backoff.on_predicate(
-            backoff.expo,
-            lambda response: response.status_code == 429,
-            max_tries=4,
-            jitter=backoff.random_jitter,
-            on_backoff=lambda details: print(
-                f"Rate limited on page {page}, retrying in {details['wait']:.1f}s",
-                file=sys.stderr,
-            ),
-        )
-        def make_request() -> requests.Response:
-            headers = {
-                "User-Agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36"
-            }
-            url = f"https://atcoder.jp/contests/archive?page={page}"
-            response = requests.get(url, headers=headers, timeout=10)
-            response.raise_for_status()
-            return response
-
         try:
-            response = make_request()
+            response = _make_request(f"https://atcoder.jp/contests/archive?page={page}")
         except Exception:
             return []
 
@@ -354,15 +346,7 @@ class AtCoderScraper(BaseScraper):
         url = parse_problem_url(contest_id, problem_letter)
         tests = scrape(url)
 
-        response = requests.get(
-            url,
-            headers={
-                "User-Agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36"
-            },
-            timeout=10,
-        )
-        response.raise_for_status()
-
+        response = _make_request(url)
         soup = BeautifulSoup(response.text, "html.parser")
         timeout_ms, memory_mb = extract_problem_limits(soup)
 
diff --git a/scrapers/codeforces.py b/scrapers/codeforces.py
index 5107c5e..d98e657 100644
--- a/scrapers/codeforces.py
+++ b/scrapers/codeforces.py
@@ -5,8 +5,9 @@ import re
 import sys
 from dataclasses import asdict
 
-import cloudscraper
+import requests
 from bs4 import BeautifulSoup, Tag
+from scrapling.fetchers import StealthySession
 
 from .base import BaseScraper
 from .models import (
@@ -21,11 +22,11 @@ from .models import (
 
 def scrape(url: str) -> list[TestCase]:
     try:
-        scraper = cloudscraper.create_scraper()
-        response = scraper.get(url, timeout=10)
-        response.raise_for_status()
+        with StealthySession(headless=True, solve_cloudflare=True) as session:
+            page = session.fetch(url, google_search=False)
+            html = page.html_content
 
-        soup = BeautifulSoup(response.text, "html.parser")
+        soup = BeautifulSoup(html, "html.parser")
         input_sections = soup.find_all("div", class_="input")
         output_sections = soup.find_all("div", class_="output")
 
@@ -139,7 +140,7 @@ def scrape(url: str) -> list[TestCase]:
         return [TestCase(input=combined_input, expected=combined_output)]
 
     except Exception as e:
-        print(f"CloudScraper failed: {e}", file=sys.stderr)
+        print(f"Scrapling failed: {e}", file=sys.stderr)
         return []
 
 
@@ -180,11 +181,11 @@ def extract_problem_limits(soup: BeautifulSoup) -> tuple[int, float]:
 def scrape_contest_problems(contest_id: str) -> list[ProblemSummary]:
     try:
         contest_url: str = f"https://codeforces.com/contest/{contest_id}"
-        scraper = cloudscraper.create_scraper()
-        response = scraper.get(contest_url, timeout=10)
-        response.raise_for_status()
+        with StealthySession(headless=True, solve_cloudflare=True) as session:
+            page = session.fetch(contest_url, google_search=False)
+            html = page.html_content
 
-        soup = BeautifulSoup(response.text, "html.parser")
+        soup = BeautifulSoup(html, "html.parser")
         problems: list[ProblemSummary] = []
 
         problem_links = soup.find_all(
@@ -224,8 +225,7 @@ def scrape_sample_tests(url: str) -> list[TestCase]:
 
 
 def scrape_contests() -> list[ContestSummary]:
-    scraper = cloudscraper.create_scraper()
-    response = scraper.get("https://codeforces.com/api/contest.list", timeout=10)
+    response = requests.get("https://codeforces.com/api/contest.list", timeout=10)
     response.raise_for_status()
 
     data = response.json()
@@ -236,7 +236,6 @@ def scrape_contests() -> list[ContestSummary]:
     for contest in data["result"]:
         contest_id = str(contest["id"])
         name = contest["name"]
-
         contests.append(ContestSummary(id=contest_id, name=name, display_name=name))
 
     return contests
@@ -277,10 +276,10 @@ class CodeforcesScraper(BaseScraper):
         url = parse_problem_url(contest_id, problem_letter)
         tests = scrape_sample_tests(url)
 
-        scraper = cloudscraper.create_scraper()
-        response = scraper.get(url, timeout=self.config.timeout_seconds)
-        response.raise_for_status()
-        soup = BeautifulSoup(response.text, "html.parser")
+        with StealthySession(headless=True, solve_cloudflare=True) as session:
+            page = session.fetch(url, google_search=False)
+            html = page.html_content
+        soup = BeautifulSoup(html, "html.parser")
         timeout_ms, memory_mb = extract_problem_limits(soup)
 
         problem_statement_div = soup.find("div", class_="problem-statement")
diff --git a/scrapers/models.py b/scrapers/models.py
index d36daf5..9a0f3a5 100644
--- a/scrapers/models.py
+++ b/scrapers/models.py
@@ -30,7 +30,6 @@ class ScrapingResult:
 class MetadataResult(ScrapingResult):
     contest_id: str = ""
     problems: list[ProblemSummary] = field(default_factory=list)
-    categories: dict[str, list[ProblemSummary]] = field(default_factory=dict)
 
 
 @dataclass
diff --git a/spec/execute_spec.lua b/spec/execute_spec.lua
index 38784be..81025ef 100644
--- a/spec/execute_spec.lua
+++ b/spec/execute_spec.lua
@@ -235,28 +235,6 @@ describe('cp.execute', function()
     end)
   end)
 
-  describe('parameter validation', function()
-    it('validates language_config parameter', function()
-      assert.has_error(function()
-        execute.compile_generic(nil, {})
-      end)
-
-      assert.has_error(function()
-        execute.compile_generic('not_table', {})
-      end)
-    end)
-
-    it('validates substitutions parameter', function()
-      assert.has_error(function()
-        execute.compile_generic({}, nil)
-      end)
-
-      assert.has_error(function()
-        execute.compile_generic({}, 'not_table')
-      end)
-    end)
-  end)
-
   describe('directory creation', function()
     it('creates build and io directories', function()
       local language_config = {
diff --git a/spec/fzf_lua_spec.lua b/spec/fzf_lua_spec.lua
index eb6f3e8..a134fcb 100644
--- a/spec/fzf_lua_spec.lua
+++ b/spec/fzf_lua_spec.lua
@@ -17,15 +17,24 @@ describe('cp.fzf_lua', function()
 
   describe('module loading', function()
     it('loads fzf-lua integration without error', function()
-      assert.has_no.errors(function()
+      assert.has_no_errors(function()
         require('cp.pickers.fzf_lua')
       end)
     end)
 
-    it('returns module with platform_picker function', function()
+    it('returns module with picker function', function()
       local fzf_lua_cp = require('cp.pickers.fzf_lua')
       assert.is_table(fzf_lua_cp)
-      assert.is_function(fzf_lua_cp.platform_picker)
+      assert.is_function(fzf_lua_cp.pick)
+    end)
+  end)
+
+  describe('basic running', function()
+    it('can run and open the picker with :CP pick', function()
+      local cp = require('cp')
+      assert.has_no_errors(function()
+        cp.handle_command({ fargs = { 'pick' } })
+      end)
     end)
   end)
 end)
diff --git a/spec/picker_spec.lua b/spec/picker_spec.lua
index eeee9d7..a007a8a 100644
--- a/spec/picker_spec.lua
+++ b/spec/picker_spec.lua
@@ -129,7 +129,6 @@ describe('cp.picker', function()
         return '/tmp'
       end
 
-      -- Mock vim.system to return success with problems
       vim.system = function()
         return {
           wait = function()
@@ -188,27 +187,4 @@ describe('cp.picker', function()
       assert.equals(0, #problems)
     end)
   end)
-
-  describe('setup_problem', function()
-    it('calls cp.handle_command with correct arguments', function()
-      local cp = require('cp')
-      local called_with = nil
-
-      cp.handle_command = function(opts)
-        called_with = opts
-      end
-
-      picker.setup_problem('codeforces', '1951', 'a')
-
-      vim.wait(100, function()
-        return called_with ~= nil
-      end)
-
-      assert.is_table(called_with)
-      assert.is_table(called_with.fargs)
-      assert.equals('codeforces', called_with.fargs[1])
-      assert.equals('1951', called_with.fargs[2])
-      assert.equals('a', called_with.fargs[3])
-    end)
-  end)
 end)
diff --git a/spec/telescope_spec.lua b/spec/telescope_spec.lua
index 794fecc..bc4876a 100644
--- a/spec/telescope_spec.lua
+++ b/spec/telescope_spec.lua
@@ -64,15 +64,24 @@ describe('cp.telescope', function()
 
   describe('module loading', function()
     it('registers telescope extension without error', function()
-      assert.has_no.errors(function()
+      assert.has_no_errors(function()
         require('cp.pickers.telescope')
       end)
     end)
 
-    it('returns module with platform_picker function', function()
+    it('returns module with picker function', function()
       local telescope_cp = require('cp.pickers.telescope')
       assert.is_table(telescope_cp)
-      assert.is_function(telescope_cp.platform_picker)
+      assert.is_function(telescope_cp.pick)
+    end)
+  end)
+
+  describe('basic running', function()
+    it('can run and open the picker with :CP pick', function()
+      local cp = require('cp')
+      assert.has_no_errors(function()
+        cp.handle_command({ fargs = { 'pick' } })
+      end)
     end)
   end)
 end)
diff --git a/tests/scrapers/test_codeforces.py b/tests/scrapers/test_codeforces.py
index a7ff800..e1e555f 100644
--- a/tests/scrapers/test_codeforces.py
+++ b/tests/scrapers/test_codeforces.py
@@ -4,15 +4,18 @@ from scrapers.codeforces import CodeforcesScraper
 from scrapers.models import ContestSummary, ProblemSummary
 
 
-def test_scrape_success(mocker, mock_codeforces_html):
-    mock_scraper = Mock()
-    mock_response = Mock()
-    mock_response.text = mock_codeforces_html
-    mock_scraper.get.return_value = mock_response
+def make_mock_session(html: str):
+    """Return a mock StealthySession that yields the given HTML."""
+    mock_session = Mock()
+    mock_session.fetch.return_value.html_content = html
+    mock_session.__enter__ = lambda s: s
+    mock_session.__exit__ = lambda s, exc_type, exc_val, exc_tb: None
+    return mock_session
 
-    mocker.patch(
-        "scrapers.codeforces.cloudscraper.create_scraper", return_value=mock_scraper
-    )
+
+def test_scrape_success(mocker, mock_codeforces_html):
+    mock_session = make_mock_session(mock_codeforces_html)
+    mocker.patch("scrapers.codeforces.StealthySession", return_value=mock_session)
 
     scraper = CodeforcesScraper()
     result = scraper.scrape_problem_tests("1900", "A")
@@ -24,17 +27,12 @@ def test_scrape_success(mocker, mock_codeforces_html):
 
 
 def test_scrape_contest_problems(mocker):
-    mock_scraper = Mock()
-    mock_response = Mock()
-    mock_response.text = """
+    html = """
     <a href="/contest/1900/problem/A">A. Problem A</a>
     <a href="/contest/1900/problem/B">B. Problem B</a>
     """
-    mock_scraper.get.return_value = mock_response
-
-    mocker.patch(
-        "scrapers.codeforces.cloudscraper.create_scraper", return_value=mock_scraper
-    )
+    mock_session = make_mock_session(html)
+    mocker.patch("scrapers.codeforces.StealthySession", return_value=mock_session)
 
     scraper = CodeforcesScraper()
     result = scraper.scrape_contest_metadata("1900")
@@ -46,12 +44,11 @@ def test_scrape_contest_problems(mocker):
 
 
 def test_scrape_network_error(mocker):
-    mock_scraper = Mock()
-    mock_scraper.get.side_effect = Exception("Network error")
-
-    mocker.patch(
-        "scrapers.codeforces.cloudscraper.create_scraper", return_value=mock_scraper
-    )
+    mock_session = Mock()
+    mock_session.fetch.side_effect = Exception("Network error")
+    mock_session.__enter__ = lambda s: s
+    mock_session.__exit__ = lambda s, exc_type, exc_val, exc_tb: None
+    mocker.patch("scrapers.codeforces.StealthySession", return_value=mock_session)
 
     scraper = CodeforcesScraper()
     result = scraper.scrape_problem_tests("1900", "A")
@@ -61,7 +58,6 @@ def test_scrape_network_error(mocker):
 
 
 def test_scrape_contests_success(mocker):
-    mock_scraper = Mock()
     mock_response = Mock()
     mock_response.json.return_value = {
         "status": "OK",
@@ -71,11 +67,7 @@ def test_scrape_contests_success(mocker):
             {"id": 1949, "name": "Codeforces Global Round 26"},
         ],
     }
-    mock_scraper.get.return_value = mock_response
-
-    mocker.patch(
-        "scrapers.codeforces.cloudscraper.create_scraper", return_value=mock_scraper
-    )
+    mocker.patch("scrapers.codeforces.requests.get", return_value=mock_response)
 
     scraper = CodeforcesScraper()
     result = scraper.scrape_contest_list()
@@ -87,27 +79,12 @@ def test_scrape_contests_success(mocker):
         name="Educational Codeforces Round 168 (Rated for Div. 2)",
         display_name="Educational Codeforces Round 168 (Rated for Div. 2)",
     )
-    assert result.contests[1] == ContestSummary(
-        id="1950",
-        name="Codeforces Round 936 (Div. 2)",
-        display_name="Codeforces Round 936 (Div. 2)",
-    )
-    assert result.contests[2] == ContestSummary(
-        id="1949",
-        name="Codeforces Global Round 26",
-        display_name="Codeforces Global Round 26",
-    )
 
 
 def test_scrape_contests_api_error(mocker):
-    mock_scraper = Mock()
     mock_response = Mock()
     mock_response.json.return_value = {"status": "FAILED", "result": []}
-    mock_scraper.get.return_value = mock_response
-
-    mocker.patch(
-        "scrapers.codeforces.cloudscraper.create_scraper", return_value=mock_scraper
-    )
+    mocker.patch("scrapers.codeforces.requests.get", return_value=mock_response)
 
     scraper = CodeforcesScraper()
     result = scraper.scrape_contest_list()
@@ -117,11 +94,8 @@ def test_scrape_contests_api_error(mocker):
 
 
 def test_scrape_contests_network_error(mocker):
-    mock_scraper = Mock()
-    mock_scraper.get.side_effect = Exception("Network error")
-
     mocker.patch(
-        "scrapers.codeforces.cloudscraper.create_scraper", return_value=mock_scraper
+        "scrapers.codeforces.requests.get", side_effect=Exception("Network error")
     )
 
     scraper = CodeforcesScraper()
diff --git a/uv.lock b/uv.lock
index 0a87d37..1113a88 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,6 +2,96 @@ version = 1
 revision = 3
 requires-python = ">=3.11"
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" },
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.12.15"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohappyeyeballs" },
+    { name = "aiosignal" },
+    { name = "attrs" },
+    { name = "frozenlist" },
+    { name = "multidict" },
+    { name = "propcache" },
+    { name = "yarl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9b/e7/d92a237d8802ca88483906c388f7c201bbe96cd80a165ffd0ac2f6a8d59f/aiohttp-3.12.15.tar.gz", hash = "sha256:4fc61385e9c98d72fcdf47e6dd81833f47b2f77c114c29cd64a361be57a763a2", size = 7823716, upload-time = "2025-07-29T05:52:32.215Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/20/19/9e86722ec8e835959bd97ce8c1efa78cf361fa4531fca372551abcc9cdd6/aiohttp-3.12.15-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:d3ce17ce0220383a0f9ea07175eeaa6aa13ae5a41f30bc61d84df17f0e9b1117", size = 711246, upload-time = "2025-07-29T05:50:15.937Z" },
+    { url = "https://files.pythonhosted.org/packages/71/f9/0a31fcb1a7d4629ac9d8f01f1cb9242e2f9943f47f5d03215af91c3c1a26/aiohttp-3.12.15-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:010cc9bbd06db80fe234d9003f67e97a10fe003bfbedb40da7d71c1008eda0fe", size = 483515, upload-time = "2025-07-29T05:50:17.442Z" },
+    { url = "https://files.pythonhosted.org/packages/62/6c/94846f576f1d11df0c2e41d3001000527c0fdf63fce7e69b3927a731325d/aiohttp-3.12.15-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:3f9d7c55b41ed687b9d7165b17672340187f87a773c98236c987f08c858145a9", size = 471776, upload-time = "2025-07-29T05:50:19.568Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/6c/f766d0aaafcee0447fad0328da780d344489c042e25cd58fde566bf40aed/aiohttp-3.12.15-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bc4fbc61bb3548d3b482f9ac7ddd0f18c67e4225aaa4e8552b9f1ac7e6bda9e5", size = 1741977, upload-time = "2025-07-29T05:50:21.665Z" },
+    { url = "https://files.pythonhosted.org/packages/17/e5/fb779a05ba6ff44d7bc1e9d24c644e876bfff5abe5454f7b854cace1b9cc/aiohttp-3.12.15-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7fbc8a7c410bb3ad5d595bb7118147dfbb6449d862cc1125cf8867cb337e8728", size = 1690645, upload-time = "2025-07-29T05:50:23.333Z" },
+    { url = "https://files.pythonhosted.org/packages/37/4e/a22e799c2035f5d6a4ad2cf8e7c1d1bd0923192871dd6e367dafb158b14c/aiohttp-3.12.15-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:74dad41b3458dbb0511e760fb355bb0b6689e0630de8a22b1b62a98777136e16", size = 1789437, upload-time = "2025-07-29T05:50:25.007Z" },
+    { url = "https://files.pythonhosted.org/packages/28/e5/55a33b991f6433569babb56018b2fb8fb9146424f8b3a0c8ecca80556762/aiohttp-3.12.15-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3b6f0af863cf17e6222b1735a756d664159e58855da99cfe965134a3ff63b0b0", size = 1828482, upload-time = "2025-07-29T05:50:26.693Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/82/1ddf0ea4f2f3afe79dffed5e8a246737cff6cbe781887a6a170299e33204/aiohttp-3.12.15-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b5b7fe4972d48a4da367043b8e023fb70a04d1490aa7d68800e465d1b97e493b", size = 1730944, upload-time = "2025-07-29T05:50:28.382Z" },
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