diff --git a/lib/Echidna/Shrink.hs b/lib/Echidna/Shrink.hs
index a8641d5a1..b381ec096 100644
--- a/lib/Echidna/Shrink.hs
+++ b/lib/Echidna/Shrink.hs
@@ -21,6 +21,7 @@ import Echidna.Types.Config
 import Echidna.Types.Campaign (CampaignConf(..))
 import Echidna.Test (getResultFromVM, checkETest)
 
+ -- | Top level function to shrink the complexity of the sequence of transactions once
 shrinkTest
   :: (MonadIO m, MonadThrow m, MonadRandom m, MonadReader Env m)
   => VM Concrete RealWorld
@@ -29,14 +30,20 @@ shrinkTest
 shrinkTest vm test = do
   env <- ask
   case test.state of
+    -- If we run out of tries to shrink, return the sequence as we have them
     Large i | i >= env.cfg.campaignConf.shrinkLimit && not (isOptimizationTest test) ->
       pure $ Just test { state = Solved }
     Large i ->
+      -- Start removing the reverts, if any
       do  repro <- removeReverts vm test.reproducer
-          let rr = removeUselessNoCalls $ catNoCalls repro 
+          let rr = removeUselessNoCalls $ catNoCalls repro
+          -- Check if the sequence can be reduced, in practice this is almost never fails 
+          -- since the canShrinkTx function is hard to enforce for all transaction in the sequence 
           if length rr > 1 || any canShrinkTx rr then do
             maybeShrunk <- shrinkSeq vm (checkETest test) test.value rr
+            -- check if the shrinked sequence passes the test or not
             pure $ case maybeShrunk of
+              -- the test still fails, let's create another test with the reduced sequence
               Just (txs, val, vm') -> do
                 Just test { state = Large (i + 1)
                     , reproducer = txs
@@ -44,7 +51,7 @@ shrinkTest vm test = do
                     , result = getResultFromVM vm'
                     , value = val }
               Nothing ->
-                -- No success with shrinking this time, just bump trials
+                -- The test passed, so no success with shrinking this time, just bump number of tries to shrink
                 Just test { state = Large (i + 1), reproducer = rr}
           else
             pure $ Just test { state = if isOptimizationTest test
@@ -55,10 +62,15 @@ shrinkTest vm test = do
 replaceByNoCall :: Tx -> Tx
 replaceByNoCall tx = tx { call = NoCall }
 
+-- | Given a sequence of transactions, remove useless NoCalls. These 
+-- are when the NoCall have both zero increment in timestamp and block number.
 removeUselessNoCalls :: [Tx] -> [Tx]
 removeUselessNoCalls = mapMaybe f
   where f tx = if isUselessNoCall tx then Nothing else Just tx 
 
+-- | Given a VM and a sequence of transactions, execute each transaction except the last one.
+-- If a transaction reverts, replace it by a "NoCall" with the same parameters as the original call
+-- (e.g. same block increment timestamp and number)
 removeReverts :: (MonadIO m, MonadReader Env m, MonadThrow m) => VM Concrete RealWorld -> [Tx] -> m [Tx]
 removeReverts vm txs = do
   let (itxs, le) = (init txs, last txs)
@@ -83,10 +95,14 @@ shrinkSeq
   -> [Tx]
   -> m (Maybe ([Tx], TestValue, VM Concrete RealWorld))
 shrinkSeq vm f v txs = do
+  -- apply one of the two possible simplification strategies (shrunk or shorten) with equal probability
   txs' <- uniform =<< sequence [shorten, shrunk]
+  -- remove certain type of "no calls"
   let txs'' = removeUselessNoCalls txs' 
+  -- check if the sequence still triggers a failed transaction
   (value, vm') <- check txs'' vm
-  -- if the test passed it means we didn't shrink successfully
+  -- if the test passed it means we didn't shrink successfully (returns Nothing)
+  -- otherwise, return a reduced sequence of transaction
   pure $ case (value,v) of
     (BoolValue False, _)              -> Just (txs'', value, vm')
     (IntValue x, IntValue y) | x >= y -> Just (txs'', value, vm')
@@ -96,9 +112,15 @@ shrinkSeq vm f v txs = do
     check (x:xs') vm' = do
       (_, vm'') <- execTx vm' x
       check xs' vm''
+    -- | Simplify a sequence of transactions reducing the complexity of its arguments (using shrinkTx)
+    -- and then reducing its sender (using shrinkSender)
     shrunk = mapM (shrinkSender <=< shrinkTx) txs
+    -- | Simplifiy a sequence of transactions randomly dropping one transaction (with uniform selection)
     shorten = (\i -> take i txs ++ drop (i + 1) txs) <$> getRandomR (0, length txs)
 
+-- | Given a transaction, replace the sender of the transaction by another one
+-- which is simpler (e.g. it is closer to zero). Usually this means that
+-- simplified transactions will try to use 0x10000 as the same caller
 shrinkSender :: (MonadReader Env m, MonadRandom m) => Tx -> m Tx
 shrinkSender x = do
   senderSet <- asks (.cfg.solConf.sender)