diff --git a/lua/telescope/algos/string_distance.lua b/lua/telescope/algos/string_distance.lua
new file mode 100644
index 0000000..de40e14
--- /dev/null
+++ b/lua/telescope/algos/string_distance.lua
@@ -0,0 +1,49 @@
+
+local function min(a, b, c)
+  local min_val = a
+
+  if b < min_val then min_val = b end
+  if c < min_val then min_val = c end
+
+  return min_val
+
+end
+
+----------------------------------
+--- Levenshtein distance function.
+-- @tparam string s1
+-- @tparam string s2
+-- @treturn number the levenshtein distance
+-- @within Metrics
+return function(s1, s2)
+  if s1 == s2 then return 0 end
+  if s1:len() == 0 then return s2:len() end
+  if s2:len() == 0 then return s1:len() end
+  if s1:len() < s2:len() then s1, s2 = s2, s1 end
+
+  local t = {}
+  for i=1, #s1+1 do
+    t[i] = {i-1}
+  end
+
+  for i=1, #s2+1 do
+    t[1][i] = i-1
+  end
+
+  local cost
+  for i=2, #s1+1 do
+
+    for j=2, #s2+1 do
+      cost = (s1:sub(i-1,i-1) == s2:sub(j-1,j-1) and 0) or 1
+      t[i][j] = min(
+      t[i-1][j] + 1,
+      t[i][j-1] + 1,
+      t[i-1][j-1] + cost)
+    end
+
+  end
+
+  return t[#s1+1][#s2+1]
+
+end
+
diff --git a/lua/telescope/finders.lua b/lua/telescope/finders.lua
index 1601d09..0b7e185 100644
--- a/lua/telescope/finders.lua
+++ b/lua/telescope/finders.lua
@@ -2,8 +2,11 @@ local a = vim.api
 
 local finders = {}
 
+---@class Finder
 local Finder = {}
+
 Finder.__index = Finder
+Finder.__call = function(t, ... ) return t:_find(...) end
 
 --- Create a new finder command
 ---
@@ -26,52 +29,37 @@ function Finder:new(opts)
   return setmetatable({
     fn_command = opts.fn_command,
     responsive = opts.responsive,
+    state = {},
     job_id = -1,
   }, Finder)
 end
 
-function Finder:get_results(win, bufnr, prompt)
-  if self.job_id > 0 then
-    -- Make sure we kill old jobs.
+-- Probably should use the word apply here, since we're apply the callback passed to us by
+--  the picker... But I'm not sure how we want to say that.
+
+-- find_incremental
+-- find_prompt
+-- process_prompt
+-- process_search
+-- do_your_job
+-- process_plz
+function Finder:_find(prompt, process_result)
+  if (self.state.job_id or 0) > 0 then
     vim.fn.jobstop(self.job_id)
   end
 
-  self.job_id = vim.fn.jobstart(self.fn_command(prompt), {
-    -- TODO: Decide if we want this or don't want this.
+  -- TODO: How to just literally pass a list...
+  -- TODO: How to configure what should happen here
+  -- TODO: How to run this over and over?
+  self.job_id = vim.fn.jobstart(self:fn_command(prompt), {
     stdout_buffered = true,
 
     on_stdout = function(_, data, _)
-      a.nvim_buf_set_lines(bufnr, -1, -1, false, data)
-    end,
-
-    on_exit = function()
-      -- TODO: Add possibility to easily highlight prompt within buffer
-      -- without having to do weird stuff and with it actually working...
-      if false then
-        vim.fn.matchadd("Type", "\\<" .. prompt .. "\\>", 1, -1, {window = win})
+      for _, line in ipairs(data) do
+        process_result(line)
       end
-    end,
+    end
   })
-
-  --[[
-  local function get_rg_results(bufnr, search_string)
-    local start_time = vim.fn.reltime()
-
-    vim.fn.jobstart(string.format('rg %s', search_string), {
-      cwd = '/home/tj/build/neovim',
-
-      on_stdout = function(job_id, data, event)
-        vim.api.nvim_buf_set_lines(bufnr, -1, -1, false, data)
-      end,
-
-      on_exit = function()
-        print("Finished in: ", vim.fn.reltimestr(vim.fn.reltime(start_time)))
-      end,
-
-      stdout_buffer = true,
-    })
-  end
-  --]]
 end
 
 --- Return a new Finder
@@ -81,4 +69,6 @@ finders.new = function(...)
   return Finder:new(...)
 end
 
+finders.Finder = Finder
+
 return finders
diff --git a/lua/telescope/init.lua b/lua/telescope/init.lua
index 76abb5a..75f6d38 100644
--- a/lua/telescope/init.lua
+++ b/lua/telescope/init.lua
@@ -6,12 +6,16 @@
 local finders = require('telescope.finders')
 local pickers = require('telescope.pickers')
 local previewers = require('telescope.previewers')
+local sorters = require('telescope.sorters')
 local state = require('telescope.state')
 
 local telescope = {
+  -- <module>.new { }
   finders = finders,
   pickers = pickers,
   previewers = previewers,
+  sorters = sorters,
+
   state = state,
 }
 
@@ -22,16 +26,4 @@ function __TelescopeOnLeave(prompt_bufnr)
   picker:close_windows(status)
 end
 
--- TODO: Probably could attach this with nvim_buf_attach, and then I don't have to do the ugly global function stuff
-function __TelescopeOnChange(prompt_bufnr, prompt, results_bufnr, results_win)
-  local line = vim.api.nvim_buf_get_lines(prompt_bufnr, 0, -1, false)[1]
-  local prompt_input = string.sub(line, #prompt + 1)
-
-  local status = state.get_status(prompt_bufnr)
-  local finder = status.finder
-
-  vim.api.nvim_buf_set_lines(results_bufnr, 0, -1, false, {})
-  local results = finder:get_results(results_win, results_bufnr, prompt_input)
-end
-
 return telescope
diff --git a/lua/telescope/mappings.lua b/lua/telescope/mappings.lua
index b779b2f..3c6de18 100644
--- a/lua/telescope/mappings.lua
+++ b/lua/telescope/mappings.lua
@@ -49,7 +49,7 @@ local function update_current_selection(prompt_bufnr, results_bufnr, row)
   if status.previewer then
     vim.g.got_here = true
 
-    status.previewer.fn(
+    status.previewer:preview(
       status.preview_win,
       status.preview_bufnr,
       status.results_bufnr,
diff --git a/lua/telescope/pickers.lua b/lua/telescope/pickers.lua
index a8624b0..f9f64df 100644
--- a/lua/telescope/pickers.lua
+++ b/lua/telescope/pickers.lua
@@ -3,6 +3,7 @@ local popup = require('popup')
 
 local mappings = require('telescope.mappings')
 local state = require('telescope.state')
+local utils = require('telescope.utils')
 
 local pickers = {}
 
@@ -19,8 +20,15 @@ function Picker:new(opts)
 end
 
 
-function Picker:find(finder)
-  local prompt_string = 'Find File'
+function Picker:find(opts)
+  opts = opts or {}
+
+  local finder = opts.finder
+  assert(finder, "Finder is required to do picking")
+
+  local sorter = opts.sorter
+
+  local prompt_string = opts.prompt
   -- Create three windows:
   -- 1. Prompt window
   -- 2. Options window
@@ -75,26 +83,71 @@ function Picker:find(finder)
   -- a.nvim_buf_set_option(prompt_bufnr, 'buftype', 'prompt')
   -- vim.fn.prompt_setprompt(prompt_bufnr, prompt_string)
 
-  vim.api.nvim_buf_attach(prompt_bufnr, true, {
-    on_lines = vim.schedule_wrap(function(_, _, _, first_line, last_line)
-      local line = vim.api.nvim_buf_get_lines(prompt_bufnr, first_line, last_line, false)[1]
+  local on_lines = function(_, _, _, first_line, last_line)
+    local prompt = vim.api.nvim_buf_get_lines(prompt_bufnr, first_line, last_line, false)[1]
 
-      vim.api.nvim_buf_set_lines(results_bufnr, 0, -1, false, {})
-      local results = finder:get_results(results_win, results_bufnr, line)
-    end),
+    vim.api.nvim_buf_set_lines(results_bufnr, 0, -1, false, {})
+
+    -- Create a closure that has all the data we need
+    -- We pass a function called "newResult" to get_results
+    --    get_results calles "newResult" every time it gets a new result
+    --    picker then (if available) calls sorter
+    --    and then appropriately places new result in the buffer.
+
+    local line_scores = {}
+
+    -- TODO: We need to fix the sorting
+    -- TODO: We should provide a simple fuzzy matcher in Lua for people
+    -- TODO: We should get all the stuff on the bottom line directly, not floating around
+    -- TODO: We need to handle huge lists in a good way, cause currently we'll just put too much stuff in the buffer
+    -- TODO: Stop having things crash if we have an error.
+    finder(prompt, function(line)
+      if sorter then
+        local sort_score = sorter:score(prompt, line)
+        if sort_score == -1 then
+          return
+        end
+
+        -- { 7, 3, 1, 1 }
+        -- 2
+        for row, row_score in utils.reversed_ipairs(line_scores) do
+          if row_score > sort_score then
+            -- Insert line at row
+            vim.api.nvim_buf_set_lines(results_bufnr, row, row, false, {
+              string.format("%s // %s %s", line, sort_score, row)
+            })
+
+            -- Insert current score in the table
+            table.insert(line_scores, row + 1, sort_score)
+
+            -- All done :)
+            return
+          end
+        end
+
+        -- Worst score so far, so add to end
+        vim.api.nvim_buf_set_lines(results_bufnr, -1, -1, false, {line})
+        table.insert(line_scores, sort_score)
+      else
+        -- Just always append to the end of the buffer if this is all you got.
+        vim.api.nvim_buf_set_lines(results_bufnr, -1, -1, false, {line})
+      end
+    end)
+    -- local results = finder:get_results(results_win, results_bufnr, line)
+  end
+
+  -- Call this once to pre-populate if it makes sense
+  vim.schedule_wrap(on_lines(nil, nil, nil, 0, 1))
+
+  -- Register attach
+  vim.api.nvim_buf_attach(prompt_bufnr, true, {
+    on_lines = vim.schedule_wrap(on_lines),
 
     on_detach = function(...)
       -- print("DETACH:", ...)
     end,
   })
 
-  -- -- TODO: Please use the cool autocmds once you get off your lazy bottom and finish the PR ;)
-  -- local autocmd_string = string.format(
-  --   [[  autocmd TextChanged,TextChangedI <buffer> :lua __TelescopeOnChange(%s, "%s", %s, %s)]],
-  --   prompt_bufnr,
-  --   '',
-  --   results_bufnr,
-  --   results_win)
 
   -- TODO: Use WinLeave as well?
   local on_buf_leave = string.format(
diff --git a/lua/telescope/previewers.lua b/lua/telescope/previewers.lua
index a36ec5a..ccbd7db 100644
--- a/lua/telescope/previewers.lua
+++ b/lua/telescope/previewers.lua
@@ -3,14 +3,45 @@ local previewers = {}
 local Previewer = {}
 Previewer.__index = Previewer
 
-function Previewer:new(fn)
+function Previewer:new(opts)
+  opts = opts or {}
+
   return setmetatable({
-    fn = fn,
+    preview_fn = opts.preview_fn,
   }, Previewer)
 end
 
+function Previewer:preview(preview_win, preview_bufnr, results_bufnr, row)
+  return self.preview_fn(preview_win, preview_bufnr, results_bufnr, row)
+end
+
 previewers.new = function(...)
   return Previewer:new(...)
 end
 
+previewers.vim_buffer = previewers.new {
+  preview_fn = function(preview_win, preview_bufnr, results_bufnr, row)
+    assert(preview_bufnr)
+
+    local line = vim.api.nvim_buf_get_lines(results_bufnr, row, row + 1, false)[1]
+    local file_name = vim.split(line, ":")[1]
+
+    -- print(file_name)
+    -- vim.fn.termopen(
+    --   string.format("bat --color=always --style=grid %s"),
+    -- vim.fn.fnamemodify(file_name, ":p")
+    local bufnr = vim.fn.bufadd(file_name)
+    vim.fn.bufload(bufnr)
+
+    -- TODO: We should probably call something like this because we're not always getting highlight and all that stuff.
+    -- api.nvim_command('doautocmd filetypedetect BufRead ' .. vim.fn.fnameescape(filename))
+    vim.api.nvim_win_set_buf(preview_win, bufnr)
+    vim.api.nvim_win_set_option(preview_win, 'wrap', false)
+    vim.api.nvim_win_set_option(preview_win, 'winhl', 'Normal:Normal')
+    vim.api.nvim_win_set_option(preview_win, 'winblend', 20)
+    vim.api.nvim_win_set_option(preview_win, 'signcolumn', 'no')
+    vim.api.nvim_win_set_option(preview_win, 'foldlevel', 100)
+  end,
+}
+
 return previewers
diff --git a/lua/telescope/sorters.lua b/lua/telescope/sorters.lua
new file mode 100644
index 0000000..d5fb6f9
--- /dev/null
+++ b/lua/telescope/sorters.lua
@@ -0,0 +1,32 @@
+local sorters = {}
+
+
+local Sorter = {}
+Sorter.__index = Sorter
+
+---@class Sorter
+--- Sorter sorts a list of results by return a single integer for a line,
+--- given a prompt
+---
+--- Lower number is better (because it's like a closer match)
+--- But, any number below 0 means you want that line filtered out.
+--- @param scoring_function function Function that has the interface:
+--      (sorter, prompt, line): number
+function Sorter:new(opts)
+  opts = opts or {}
+
+  return setmetatable({
+    state = {},
+    scoring_function = opts.scoring_function,
+  }, Sorter)
+end
+
+function Sorter:score(prompt, line)
+  return self:scoring_function(prompt, line)
+end
+
+function sorters.new(...)
+  return Sorter:new(...)
+end
+
+return sorters
diff --git a/lua/telescope/utils.lua b/lua/telescope/utils.lua
new file mode 100644
index 0000000..196453a
--- /dev/null
+++ b/lua/telescope/utils.lua
@@ -0,0 +1,14 @@
+local utils = {}
+
+local function reversedipairsiter(t, i)
+  i = i - 1
+  if i ~= 0 then
+    return i, t[i]
+  end
+end
+
+utils.reversed_ipairs = function(t)
+  return reversedipairsiter, t, #t + 1
+end
+
+return utils
diff --git a/scratch/file_finder.lua b/scratch/file_finder.lua
new file mode 100644
index 0000000..8b5bb7b
--- /dev/null
+++ b/scratch/file_finder.lua
@@ -0,0 +1,84 @@
+local telescope = require('telescope')
+
+-- Goals:
+-- 1. You pick a directory
+-- 2. We `git ls-files` in that directory ONCE and ONLY ONCE to get the results.
+-- 3. You can fuzzy find those results w/ fzf
+-- 4. Select one and go to file.
+
+
+--[[
+ls_files_job.start()
+fzf_job.stdin = ls_files_job.stdout
+
+  self.stdin = vim.loop.new_pipe(false)
+  -> self.stdin = finder.stdout
+
+
+  -- Finder:
+  intermediary_pipe = self.stdout
+
+  -- repeat send this pipe when we want to get new filtering
+  self.stdin = intermediary_pipe
+
+
+  -- Filter + Sort
+  ok, we could do scoring + cutoff and have that always be the case.
+
+  OR
+
+  filter takes a function, signature (prompt: str, line: str): number
+
+  => echo $line | fzf --filter "prompt"
+      return stdout != ""
+
+  => lua_fuzzy_finder(prompt, line) return true if good enough
+
+  TODO: Rename everything to be more clear like the name below.
+  IFilterSorterAbstractFactoryGeneratorv1ProtoBeta
+
+--]]
+
+local string_distance = require('telescope.algos.string_distance')
+
+local file_finder = telescope.finders.new {
+  fn_command = function(self, prompt)
+    -- todo figure out how to cache this later
+    if false then
+      if self[prompt] == nil then
+        self[prompt] = nil
+      end
+
+      return self[prompt]
+    else
+      return 'git ls-files'
+    end
+  end,
+}
+
+local file_sorter = telescope.sorters.new {
+  scoring_function = function(self, prompt, line)
+    if prompt == '' then return 0 end
+    if not line then return -1 end
+
+    local dist = string_distance(prompt, line)
+    -- if dist > (0.75 * #line) and #prompt > 3 then
+    --   return -1
+    -- end
+
+    return dist
+  end
+}
+
+local file_previewer = telescope.previewers.vim_buffer
+
+local file_picker = telescope.pickers.new {
+  previewer = file_previewer
+}
+
+file_picker:find {
+  prompt = 'Find File',
+  finder = file_finder,
+  sorter = file_sorter,
+}
+
diff --git a/scratch/simple_rg.lua b/scratch/simple_rg.lua
index c6a8481..5102611 100644
--- a/scratch/simple_rg.lua
+++ b/scratch/simple_rg.lua
@@ -5,37 +5,19 @@ local telescope = require('telescope')
 -- When updating the table, we should call filter on those items
 -- and then only display ones that pass the filter
 local rg_finder = telescope.finders.new {
-  fn_command = function(prompt)
+  fn_command = function(self, prompt)
     return string.format('rg --vimgrep %s', prompt)
   end,
 
   responsive = false
 }
 
-
 local p = telescope.pickers.new {
-  previewer = telescope.previewers.new(function(preview_win, preview_bufnr, results_bufnr, row)
-    assert(preview_bufnr)
-
-    local line = vim.api.nvim_buf_get_lines(results_bufnr, row, row + 1, false)[1]
-    local file_name = vim.split(line, ":")[1]
-
-    -- print(file_name)
-    -- vim.fn.termopen(
-    --   string.format("bat --color=always --style=grid %s"),
-    -- vim.fn.fnamemodify(file_name, ":p")
-    local bufnr = vim.fn.bufadd(file_name)
-    vim.fn.bufload(bufnr)
-
-    -- TODO: We should probably call something like this because we're not always getting highlight and all that stuff.
-    -- api.nvim_command('doautocmd filetypedetect BufRead ' .. vim.fn.fnameescape(filename))
-    vim.api.nvim_win_set_buf(preview_win, bufnr)
-    vim.api.nvim_win_set_option(preview_win, 'wrap', false)
-    vim.api.nvim_win_set_option(preview_win, 'winhl', 'Normal:Normal')
-    vim.api.nvim_win_set_option(preview_win, 'winblend', 20)
-    vim.api.nvim_win_set_option(preview_win, 'signcolumn', 'no')
-    vim.api.nvim_win_set_option(preview_win, 'foldlevel', 100)
-  end)
+  previewer = telescope.previewers.vim_buffer
+}
+p:find {
+  prompt = 'grep',
+  finder = rg_finder
 }
-p:find(rg_finder)
+
 
diff --git a/scratch/slow_proc.sh b/scratch/slow_proc.sh
index 6326991..bbcf8bf 100755
--- a/scratch/slow_proc.sh
+++ b/scratch/slow_proc.sh
@@ -4,3 +4,7 @@ sleep 1
 echo "cool"
 sleep 1
 echo "world"
+sleep 1
+echo "x"
+sleep 1
+echo "y"
diff --git a/scratch/string_distance_stuff.lua b/scratch/string_distance_stuff.lua
new file mode 100644
index 0000000..283f00f
--- /dev/null
+++ b/scratch/string_distance_stuff.lua
@@ -0,0 +1,7 @@
+
+local string_distance = require('telescope.algos.string_distance')
+
+print(string_distance("hello", "help"))
+print(string_distance("hello", "hello"))
+print(string_distance("hello", "asdf"))
+