diff --git a/runtime/parachains/src/paras.rs b/runtime/parachains/src/paras.rs
index 2bcef84740c8..6b629cc97d96 100644
--- a/runtime/parachains/src/paras.rs
+++ b/runtime/parachains/src/paras.rs
@@ -14,14 +14,97 @@
 // You should have received a copy of the GNU General Public License
 // along with Polkadot.  If not, see <http://www.gnu.org/licenses/>.
 
-//! The paras pallet is responsible for storing data on parachains and parathreads.
+//! The paras pallet acts as the main registry of paras.
 //!
-//! It tracks which paras are parachains, what their current head data is in
-//! this fork of the relay chain, what their validation code is, and what their past and upcoming
-//! validation code is.
+//! # Tracking State of Paras
+//!
+//! The most important responsibility of this module is to track which parachains and parathreads
+//! are active and what their current state is. The current state of a para consists of the current
+//! head data and the current validation code (AKA Parachain Validation Function (PVF)).
+//!
+//! A para is not considered live until it is registered and activated in this pallet.
+//!
+//! The set of parachains and parathreads cannot change except at session boundaries. This is
+//! primarily to ensure that the number and meaning of bits required for the availability bitfields
+//! does not change except at session boundaries.
+//!
+//! # Validation Code Upgrades
+//!
+//! When a para signals the validation code upgrade it will be processed by this module. This can
+//! be in turn split into more fine grained items:
+//!
+//! - Part of the acceptance criteria checks if the para can indeed signal an upgrade,
+//!
+//! - When the candidate is enacted, this module schedules code upgrade, storing the prospective
+//!   validation code.
+//!
+//! - Actually assign the prospective validation code to be the current one after all conditions are
+//!   fulfilled.
+//!
+//! The conditions that must be met before the para can use the new validation code are:
+//!
+//! 1. The validation code should have been "soaked" in the storage for a given number of blocks. That
+//!    is, the validation code should have been stored in on-chain storage for some time, so that in
+//!    case of a revert with a non-extreme height difference, that validation code can still be
+//!    found on-chain.
+//!
+//! 2. The validation code was vetted by the validators and declared as non-malicious in a processes
+//!    known as PVF pre-checking.
+//!
+//! # Validation Code Management
+//!
+//! Potentially, one validation code can be used by several different paras. For example, during
+//! initial stages of deployment several paras can use the same "shell" validation code, or
+//! there can be shards of the same para that use the same validation code.
+//!
+//! In case a validation code ceases to have any users it must be pruned from the on-chain storage.
+//!
+//! # Para Lifecycle Management
+//!
+//! A para can be in one of the two stable states: it is either a parachain or a parathread.
+//!
+//! However, in order to get into one of those two states, it must first be onboarded. Onboarding
+//! can be only enacted at session boundaries. Onboarding must take at least one full session.
+//! Moreover, a brand new validation code should go through the PVF pre-checking process.
+//!
+//! Once the para is in one of the two stable states, it can switch to the other stable state or to
+//! initiate offboarding process. The result of offboarding is removal of all data related to that
+//! para.
+//!
+//! # PVF Pre-checking
+//!
+//! As was mentioned above, a brand new validation code should go through a process of approval.
+//! As part of this process, validators from the active set will take the validation code and
+//! check if it is malicious. Once they did that and have their judgement, either accept or reject,
+//! they issue a statement in a form of an unsigned extrinsic. This extrinsic is processed by this
+//! pallet. Once supermajority is gained for accept, then the process that initiated the check
+//! is resumed (as mentioned before this can be either upgrading of validation code or onboarding).
+//! If supermajority is gained for reject, then the process is canceled.
+//!
+//! Below is a state diagram that depicts states of a single PVF pre-checking vote.
+//!
+//! ```text
+//!                                            ┌──────────┐
+//!                        supermajority       │          │
+//!                    ┌────────for───────────▶│ accepted │
+//!        vote────┐   │                       │          │
+//!         │      │   │                       └──────────┘
+//!         │      │   │
+//!         │  ┌───────┐
+//!         │  │       │
+//!         └─▶│ init  │────supermajority      ┌──────────┐
+//!            │       │       against         │          │
+//!            └───────┘           └──────────▶│ rejected │
+//!             ▲  │                           │          │
+//!             │  │ session                   └──────────┘
+//!             │  └──change
+//!             │     │
+//!             │     ▼
+//!             ┌─────┐
+//! start──────▶│reset│
+//!             └─────┘
+//! ```
 //!
-//! A para is not considered live until it is registered and activated in this pallet. Activation can
-//! only occur at session boundaries.
 
 use crate::{configuration, initializer::SessionChangeNotification, shared};
 use bitvec::{order::Lsb0 as BitOrderLsb0, vec::BitVec};
@@ -289,10 +372,11 @@ impl<BlockNumber> PvfCheckActiveVoteState<BlockNumber> {
 	/// Returns `None` if the quorum is not reached, or the direction of the decision.
 	fn quorum(&self, n_validators: usize) -> Option<PvfCheckOutcome> {
 		let q_threshold = primitives::v1::supermajority_threshold(n_validators);
-		if self.votes_accept.count_ones() >= q_threshold {
-			Some(PvfCheckOutcome::Accepted)
-		} else if self.votes_reject.count_ones() >= q_threshold {
+		// NOTE: counting the reject votes is deliberately placed first. This is to err on the safe.
+		if self.votes_reject.count_ones() >= q_threshold {
 			Some(PvfCheckOutcome::Rejected)
+		} else if self.votes_accept.count_ones() >= q_threshold {
+			Some(PvfCheckOutcome::Accepted)
 		} else {
 			None
 		}
@@ -706,6 +790,7 @@ pub mod pallet {
 			let mut active_vote = PvfActiveVoteMap::<T>::get(&stmt.subject)
 				.ok_or(Error::<T>::PvfCheckSubjectInvalid)?;
 
+			// Ensure that the validator submitting this statement hasn't voted already.
 			ensure!(
 				!active_vote
 					.has_vote(validator_index)
@@ -1463,7 +1548,9 @@ impl<T: Config> Pallet<T> {
 			//
 			// Any candidate that attempts to do that should be rejected by
 			// `can_upgrade_validation_code`.
-			UpgradeGoAheadSignal::<T>::insert(&id, UpgradeGoAhead::Abort);
+			//
+			// NOTE: we cannot set `UpgradeGoAheadSignal` signal here since this will be reset by
+			//       the following call `note_new_head`
 			log::warn!(
 				target: "runtime::paras",
 				"ended up scheduling an upgrade while one is pending",
@@ -1477,11 +1564,12 @@ impl<T: Config> Pallet<T> {
 		// process right away.
 		weight += T::DbWeight::get().reads(1);
 		if CurrentCodeHash::<T>::get(&id) == Some(code_hash) {
-			log::info!(
+			// NOTE: we cannot set `UpgradeGoAheadSignal` signal here since this will be reset by
+			//       the following call `note_new_head`
+			log::warn!(
 				target: "runtime::paras",
 				"para tried to upgrade to the same code. Abort the upgrade",
 			);
-			UpgradeGoAheadSignal::<T>::insert(&id, UpgradeGoAhead::Abort);
 			return weight
 		}