diff --git a/pkg/aa/convert.go b/pkg/aa/convert.go
index 0918d04a..eef77db4 100644
--- a/pkg/aa/convert.go
+++ b/pkg/aa/convert.go
@@ -82,6 +82,26 @@ func validateValues(kind Kind, key string, values []string) error {
 	return nil
 }
 
+func tokenToSlice(token string) []string {
+	res := []string{}
+	token = strings.Trim(token, "()\n")
+	if strings.ContainsAny(token, ", ") {
+		var sep string
+		switch {
+		case strings.Contains(token, ","):
+			sep = ","
+		case strings.Contains(token, " "):
+			sep = " "
+		}
+		for _, v := range strings.Split(token, sep) {
+			res = append(res, strings.Trim(v, " "))
+		}
+	} else {
+		res = append(res, token)
+	}
+	return res
+}
+
 // Helper function to convert a string to a slice of rule values according to
 // the rule requirements as defined in the requirements map.
 func toValues(kind Kind, key string, input string) ([]string, error) {
diff --git a/pkg/aa/parse.go b/pkg/aa/parse.go
index 0e07ebef..00c28085 100644
--- a/pkg/aa/parse.go
+++ b/pkg/aa/parse.go
@@ -6,11 +6,15 @@ package aa
 
 import (
 	"fmt"
+	"regexp"
 	"slices"
 	"strings"
 )
 
 const (
+	tokALLOW        = "allow"
+	tokAUDIT        = "audit"
+	tokDENY         = "deny"
 	tokARROW        = "->"
 	tokEQUAL        = "="
 	tokLESS         = "<"
@@ -25,11 +29,7 @@ const (
 )
 
 var (
-	newRuleMap = map[string]func([]string) (Rule, error){
-		COMMENT.Tok(): newComment,
-		ABI.Tok():     newAbi,
-		ALIAS.Tok():   newAlias,
-		INCLUDE.Tok(): newInclude,
+	newRuleMap = map[string]func(q Qualifier, r rule) (Rule, error){
 	}
 
 	tok = map[Kind]string{
@@ -39,8 +39,142 @@ var (
 	}
 	openBlocks  = []rune{tokOPENPAREN, tokOPENBRACE, tokOPENBRACKET}
 	closeBlocks = []rune{tokCLOSEPAREN, tokCLOSEBRACE, tokCLOSEBRACKET}
+
+	inHeader     = false
+	regParagraph = regexp.MustCompile(`(?s).*?\n\n|$`)
 )
 
+// Parse the line rule from a raw string.
+func parseLineRules(isPreamble bool, input string) (string, Rules, error) {
+	var res Rules
+	var r Rule
+	var err error
+
+	for _, line := range strings.Split(input, "\n") {
+		tmp := strings.TrimLeft(line, "\t ")
+		switch {
+		case strings.HasPrefix(tmp, COMMENT.Tok()):
+			r, err = newComment(rule{kv{comment: tmp[1:]}})
+			if err != nil {
+				return "", nil, err
+			}
+			res = append(res, r)
+			input = strings.Replace(input, line, "", 1)
+
+		case strings.HasPrefix(tmp, INCLUDE.Tok()):
+			r, err = newInclude(parseRule(line)[1:])
+			if err != nil {
+				return "", nil, err
+			}
+			res = append(res, r)
+			input = strings.Replace(input, line, "", 1)
+
+		case strings.HasPrefix(tmp, VARIABLE.Tok()) && isPreamble:
+			r, err = newVariableFromRule(parseRule(line))
+			if err != nil {
+				return "", nil, err
+			}
+			res = append(res, r)
+			input = strings.Replace(input, line, "", 1)
+		}
+	}
+	return input, res, nil
+}
+
+// Parse the comma rules from a raw string. It splits rules string into tokens
+// separated by "," but ignore comma inside comments, quotes, brakets, and parentheses.
+// Warning: the input string should only contain comma rules.
+// Return a pre-parsed rule struct representation of a profile/block.
+func parseCommaRules(input string) ([]rule, error) {
+	rules := []rule{}
+	blockStart := 0
+	blockCounter := 0
+	comment := false
+	aare := false
+	canHaveInlineComment := false
+	size := len(input)
+	for idx, r := range input {
+		switch r {
+		case tokOPENBRACE, tokOPENBRACKET, tokOPENPAREN:
+			if !comment {
+				blockCounter++
+			}
+
+		case tokCLOSEBRACE, tokCLOSEBRACKET, tokCLOSEPAREN:
+			if !comment {
+				blockCounter--
+			}
+
+		case '#':
+			if !comment && canHaveInlineComment {
+				comment = true
+				blockStart = idx + 1
+			}
+
+		case '\n':
+			if comment {
+				comment = !comment
+				if canHaveInlineComment {
+					commentRaw := input[blockStart:idx]
+
+					// Inline comments belong to the previous rule (in the same line)
+					lastRule := rules[len(rules)-1]
+					lastRule[len(lastRule)-1].comment = commentRaw
+
+					// Ignore the collected comment for the next rule
+					blockStart = idx
+				}
+			}
+			canHaveInlineComment = false
+
+		case tokCOLON:
+			if blockCounter == 0 && !comment {
+				if idx+1 < size && !strings.ContainsRune(" \n", rune(input[idx+1])) {
+					// Colon in AARE, it is valid, not a separator
+					aare = true
+				}
+				if !aare {
+					ruleRaw := input[blockStart:idx]
+					ruleRaw = strings.Trim(ruleRaw, "\n ")
+					rules = append(rules, parseRule(ruleRaw))
+					blockStart = idx + 1
+					canHaveInlineComment = true
+				}
+				aare = false
+
+			}
+		}
+	}
+	return rules, nil
+}
+
+func parseParagraph(input string) (Rules, error) {
+	// Line rules
+	var raw string
+	raw, res, err := parseLineRules(false, input)
+	if err != nil {
+		return nil, err
+	}
+
+	// Comma rules
+	rules, err := parseCommaRules(raw)
+	if err != nil {
+		return nil, err
+	}
+	rrr, err := newRules(rules)
+	if err != nil {
+		return nil, err
+	}
+
+	res = append(res, rrr...)
+	for _, r := range res {
+		if r.Constraint() == preambleKind {
+			return nil, fmt.Errorf("Rule not allowed in block: %s", r)
+		}
+	}
+	return res, nil
+}
+
 // Split a raw input rule string into tokens by space or =, but ignore spaces
 // within quotes, brakets, or parentheses.
 //
@@ -51,14 +185,13 @@ var (
 // Returns:
 //
 //	[]string{"owner", "@{user_config_dirs}/powerdevilrc{,.@{rand6}}", "rwl", "->", "@{user_config_dirs}/#@{int}"}
-func tokenize(str string) []string {
+func tokenizeRule(str string) []string {
 	var currentToken strings.Builder
-	var isVariable bool
-	var quoted bool
+	isVariable, wasTokPLUS, quoted := false, false, false
 
 	blockStack := []rune{}
 	tokens := make([]string, 0, len(str)/2)
-	if len(str) > 2 && str[0:2] == VARIABLE.Tok() {
+	if inHeader && len(str) > 2 && str[0:2] == VARIABLE.Tok() {
 		isVariable = true
 	}
 	for _, r := range str {
@@ -70,13 +203,18 @@ func tokenize(str string) []string {
 				currentToken.Reset()
 			}
 
-		case (r == '=' || r == '+') && len(blockStack) == 0 && !quoted && isVariable:
+		case (r == '+' || r == '=') && len(blockStack) == 0 && !quoted && isVariable:
 			// Handle variable assignment
 			if currentToken.Len() != 0 {
 				tokens = append(tokens, currentToken.String())
 				currentToken.Reset()
 			}
-			tokens = append(tokens, string(r))
+			if wasTokPLUS {
+				tokens[len(tokens)-1] = tokPLUS + tokEQUAL
+			} else {
+				tokens = append(tokens, string(r))
+			}
+			wasTokPLUS = (r == '+')
 
 		case r == '"' && len(blockStack) == 0:
 			quoted = !quoted
@@ -104,39 +242,246 @@ func tokenize(str string) []string {
 	return tokens
 }
 
-func tokenToSlice(token string) []string {
-	res := []string{}
-	token = strings.Trim(token, "()\n")
-	if strings.ContainsAny(token, ", ") {
-		var sep string
+// Parse a string into a rule struct.
+// The input string must be a tokenised raw line rule (using parseCommaRules or
+// parseBlock).
+// Example:
+//
+//	`unix (send receive) type=stream addr="@/tmp/.ICE[0-9]-unix/19 5" peer=(label=gnome-shell, addr=none)`
+//
+// Returns:
+//
+//	  rule{
+//		   {key: "unix"}, {key: "send"}, {key: "receive"},
+//		   {key: "type", values: rule{{key: "stream"}}},
+//		   {key: "addr", values: rule{
+//			 {key: `"@/tmp/.ICE[0-9]*-unix/19 5"`},
+//		   }},
+//		   {key: "peer", values: rule{
+//			 {key: "label", values: rule{{key: `"@{p_systemd}"`}}},
+//			 {key: "addr", values: rule{{key: "none"}}},
+//		   }},
+//	   },
+func parseRule(str string) rule {
+	res := make(rule, 0, len(str)/2)
+	tokens := tokenizeRule(str)
+
+	inAare := false
+	if len(tokens) > 0 && (isAARE(tokens[0]) || tokens[0] == tokOWNER) {
+		inAare = true
+	}
+	for idx, token := range tokens {
 		switch {
-		case strings.Contains(token, ","):
-			sep = ","
-		case strings.Contains(token, " "):
-			sep = " "
+		case token == tokEQUAL, token == tokPLUS+tokEQUAL, token == tokLESS+tokEQUAL: // Variable & Rlimit
+			res = append(res, kv{key: token})
+
+		case strings.Contains(token, "=") && !inAare: // Map
+			items := strings.SplitN(token, "=", 2)
+			key := items[0]
+			if len(items) > 1 {
+				values := strings.Trim(items[1], ",")
+				if strings.Contains(values, "=") || !strings.ContainsAny(values, ", ") {
+					values = strings.Trim(values, "()\n")
+				}
+				res = append(res, kv{key: key, values: parseRule(values)})
+			} else {
+				res = append(res, kv{key: key})
+			}
+
+		case strings.Contains(token, "(") && !inAare: // List
+			token = strings.Trim(token, "()\n")
+			var sep string
+			switch {
+			case strings.Contains(token, ","):
+				sep = ","
+			case strings.Contains(token, " "):
+				sep = " "
+			}
+
+			var values rule
+			if sep == "" {
+				values = append(values, kv{key: token})
+			} else {
+				for _, v := range strings.Split(token, sep) {
+					values = append(values, kv{
+						key: strings.Trim(v, " "),
+					})
+				}
+			}
+			res = append(res, values...)
+
+		case strings.HasPrefix(token, COMMENT.Tok()): // Comment
+			if idx > 0 && idx < len(tokens)-1 {
+				res[len(res)-1].comment = " " + strings.Join(tokens[idx+1:], " ")
+				return res
+			}
+
+		default: // Single value
+			token = strings.Trim(token, "\n")
+			res = append(res, kv{key: token})
 		}
-		for _, v := range strings.Split(token, sep) {
-			res = append(res, strings.Trim(v, " "))
-		}
-	} else {
-		res = append(res, token)
 	}
 	return res
 }
 
-func tokensStripComment(tokens []string) []string {
+// Intermediate token for the representation of a rule. All comma and line
+// rules are parsed into this structure. Then, they are converted into the actual
+// rule struct using basic constructor functions.
+type rule []kv
+
+type kv struct {
+	key     string
+	values  rule
+	comment string
+}
+
+// Get return the value of a key from a rule.
+//
+// Example:
+//
+//	`include <tunables/global>`
+//
+// Gives:
+//
+//	Get(0): "include"
+//	Get(1): "<tunables/global>"
+func (r rule) Get(idx int) string {
+	return r[idx].key
+}
+
+// GetString return string representation of a rule.
+//
+// Example:
+//
+//	`profile foo @{exec_path} flags=(complain attach_disconnected)`
+//
+// Gives:
+//
+//	"profile foo @{exec_path}"
+func (r rule) GetString() string {
+	return strings.Join(r.GetSlice(), " ")
+}
+
+// GetSlice return a slice of all non map value of a rule.
+//
+// Example:
+//
+//	`profile foo @{exec_path} flags=(complain attach_disconnected)`
+//
+// Gives:
+//
+//	[]string{"profile", "foo", "@{exec_path}"}
+func (r rule) GetSlice() []string {
 	res := []string{}
-	for _, v := range tokens {
-		if v == COMMENT.Tok() {
-			break
+	for _, kv := range r {
+		if kv.values == nil {
+			res = append(res, kv.key)
 		}
-		res = append(res, v)
 	}
 	return res
 }
 
+// GetAsMap return a map of slice of all map value of a rule.
+//
+// Example:
+//
+//	`profile foo @{exec_path} flags=(complain attach_disconnected)`
+//
+// Gives:
+//
+//	map[string]string{"flags": {"complain", "attach_disconnected"}}
+func (r rule) GetAsMap() map[string][]string {
+	res := map[string][]string{}
+	for _, kv := range r {
+		if kv.values != nil {
+			res[kv.key] = kv.values.GetSlice()
+		}
+	}
+	return res
+}
+
+// GetValues return the values from a key.
+//
+// Example:
+//
+//	`dbus receive peer=(name=:1.3, label=power-profiles-daemon)`
+//
+// Gives:
+//
+//	  GetValues("peer"):
+//		rule{
+//			{key: "name", values: rule{{Key: ":1.3"}}},
+//			{key: "label", values: rule{{Key: "power-profiles-daemon"}}},
+//		}},
+func (r rule) GetValues(key string) rule {
+	for _, kv := range r {
+		if kv.key == key {
+			return kv.values
+		}
+	}
+	return nil
+}
+
+// GetValuesAsSlice return the values from a key as a slice.
+//
+// Example:
+//
+//	`mount options=(rw silent rprivate) -> /oldroot/`
+//
+// Gives:
+//
+//	GetValuesAsSlice("options"):
+//	 []string{"rw", "silent", "rprivate"}
+func (r rule) GetValuesAsSlice(key string) []string {
+	return r.GetValues(key).GetSlice()
+}
+
+// GetValuesAsString return the values from a key as a string.
+//
+// Example:
+//
+//	`signal (receive) set=(term) peer=at-spi-bus-launcher`
+//
+// Gives:
+//
+//	GetValuesAsString("peer"): "at-spi-bus-launcher"
+func (r rule) GetValuesAsString(key string) string {
+	return r.GetValues(key).GetString()
+}
+
+// String return a generic representation of a rule.
+func (r rule) String() string {
+	var res strings.Builder
+	for _, kv := range r {
+		if kv.values == nil {
+			if res.Len() > 0 {
+				res.WriteString(" ")
+			}
+			res.WriteString(kv.key)
+		} else {
+			res.WriteString(" " + kv.key)
+			v := strings.TrimLeft(kv.values.String(), " ")
+			if strings.Contains(v, " ") || strings.Contains(v, "=") {
+				res.WriteString("=(" + v + ")")
+			} else {
+				res.WriteString("=" + v)
+			}
+		}
+		if kv.comment != "" {
+			res.WriteString(COMMENT.Tok() + " " + kv.comment)
+		}
+	}
+	return res.String()
+}
+
+func isAARE(str string) bool {
+	return strings.HasPrefix(str, "@") ||
+		strings.HasPrefix(str, "/") ||
+		strings.HasPrefix(str, "\"")
+}
+
 // Convert a slice of internal rules to a slice of ApparmorRule.
-func newRules(rules [][]string) (Rules, error) {
+func newRules(rules []rule) (Rules, error) {
 	var err error
 	var r Rule
 	res := make(Rules, 0, len(rules))
@@ -146,100 +491,178 @@ func newRules(rules [][]string) (Rules, error) {
 			return nil, fmt.Errorf("Empty rule")
 		}
 
-		if newRule, ok := newRuleMap[rule[0]]; ok {
-			r, err = newRule(rule)
-			if err != nil {
-				return nil, err
+		owner := false
+		q := Qualifier{}
+	qualifier:
+		switch rule.Get(0) {
+		// File & Link prefix
+		case tokOWNER:
+			owner = true
+			rule = rule[1:]
+			goto qualifier
+		// Qualifier
+		case tokALLOW, tokDENY:
+			q.AccessType = rule.Get(0)
+			rule = rule[1:]
+			goto qualifier
+		case tokAUDIT:
+			q.Audit = true
+			rule = rule[1:]
+			goto qualifier
+
+		default:
+			// Line rules
+			if newRule, ok := newRuleMap[rule.Get(0)]; ok {
+				r, err = newRule(q, rule[1:])
+				if err != nil {
+					return nil, err
+				}
+				if owner && r.Kind() == LINK {
+					r.(*Link).Owner = owner
+				}
+				res = append(res, r)
+			} else {
+				raw := rule.Get(0)
+				if raw != "" {
+					// File
+					if isAARE(raw) || owner {
+						r, err = newFile(q, rule)
+						if err != nil {
+							return nil, err
+						}
+						r.(*File).Owner = owner
+						res = append(res, r)
+					} else {
+						fmt.Printf("Unknown rule: %s", rule)
+						// return nil, fmt.Errorf("Unknown rule: %s", rule)
+					}
+				} else {
+					return nil, fmt.Errorf("Unrecognized  rule: %s", rule)
+				}
 			}
-			res = append(res, r)
-		} else if strings.HasPrefix(rule[0], VARIABLE.Tok()) {
-			r, err = newVariable(rule)
-			if err != nil {
-				return nil, err
-			}
-			res = append(res, r)
-		} else {
-			return nil, fmt.Errorf("Unrecognized rule: %s", rule)
 		}
 	}
 	return res, nil
 }
 
-func (f *AppArmorProfileFile) parsePreamble(input []string) error {
+func (f *AppArmorProfileFile) parsePreamble(preamble string) error {
 	var err error
-	var r Rule
-	var rules Rules
+	inHeader = true
 
-	tokenizedRules := [][]string{}
-	for _, line := range input {
-		if strings.HasPrefix(line, COMMENT.Tok()) {
-			r, err = newComment(strings.Split(line, " "))
-			if err != nil {
-				return err
-			}
-			rules = append(rules, r)
-		} else {
-			tokens := tokenize(line)
-			tokenizedRules = append(tokenizedRules, tokens)
-		}
-	}
-
-	rr, err := newRules(tokenizedRules)
+	// Line rules
+	preamble, lineRules, err := parseLineRules(true, preamble)
 	if err != nil {
 		return err
 	}
-	f.Preamble = append(f.Preamble, rules...)
-	f.Preamble = append(f.Preamble, rr...)
-	return nil
+	f.Preamble = append(f.Preamble, lineRules...)
+
+	// Comma rules
+	r, err := parseCommaRules(preamble)
+	if err != nil {
+		return err
+	}
+	commaRules, err := newRules(r)
+	if err != nil {
+		return err
+	}
+	f.Preamble = append(f.Preamble, commaRules...)
+
+	for _, r := range f.Preamble {
+		if r.Constraint() == blockKind {
+			f.Preamble = nil
+			return fmt.Errorf("Rule not allowed in preamble: %s", r)
+		}
+	}
+	inHeader = false
+	return err
 }
 
 // Parse an apparmor profile file.
 //
-// Only supports parsing of apparmor file preamble and profile headers.
-//
 // Warning: It is purposelly an uncomplete basic parser for apparmor profile,
 // it is only aimed for internal tooling purpose. For "simplicity", it is not
 // using antlr / participle. It is only used for experimental feature in the
 // apparmor.d project.
 //
-// Stop at the first profile header. Does not support multiline coma rules.
+// Very basic:
+//   - Only supports parsing of preamble and profile headers.
+//   - Stop at the first profile header.
+//   - Does not support multiline coma rules.
+//   - Does not support multiple profiles by file.
 //
 // Current use case:
-//
 //   - Parse include and tunables
 //   - Parse variable in profile preamble and in tunable files
 //   - Parse (sub) profiles header to edit flags
-func (f *AppArmorProfileFile) Parse(input string) error {
+func (f *AppArmorProfileFile) Parse(input string) (int, error) {
+	var raw strings.Builder
 	rawHeader := ""
-	rawPreamble := []string{}
+	nb := 0
 
 done:
-	for _, line := range strings.Split(input, "\n") {
+	for i, line := range strings.Split(input, "\n") {
 		tmp := strings.TrimLeft(line, "\t ")
-		tmp = strings.TrimRight(tmp, ",")
 		switch {
 		case tmp == "":
 			continue
 		case strings.HasPrefix(tmp, PROFILE.Tok()):
-			rawHeader = tmp
+			rawHeader = strings.TrimRight(tmp, "{")
+			nb = i
 			break done
 		case strings.HasPrefix(tmp, HAT.String()), strings.HasPrefix(tmp, HAT.Tok()):
+			nb = i
 			break done
 		default:
-			rawPreamble = append(rawPreamble, tmp)
+			raw.WriteString(tmp + "\n")
 		}
 	}
 
-	if err := f.parsePreamble(rawPreamble); err != nil {
-		return err
+	if err := f.parsePreamble(raw.String()); err != nil {
+		return nb, err
 	}
 	if rawHeader != "" {
-		header, err := newHeader(tokenize(rawHeader))
+		header, err := newHeader(parseRule(rawHeader))
 		if err != nil {
-			return err
+			return nb, err
 		}
 		profile := &Profile{Header: header}
 		f.Profiles = append(f.Profiles, profile)
 	}
-	return nil
+	return nb, nil
+}
+
+// Parse apparmor profile rules by paragraphs
+func ParseRules(input string) ([]Rules, []string, error) {
+	paragraphRules := []Rules{}
+	paragraphs := []string{}
+
+	for _, match := range regParagraph.FindAllStringSubmatch(input, -1) {
+		if len(match[0]) == 0 {
+			continue
+		}
+
+		// Ignore blocks header
+		tmp := strings.TrimLeft(match[0], "\t ")
+		tmp = strings.TrimRight(tmp, "\n")
+		var paragraph string
+		switch {
+		case strings.HasPrefix(tmp, PROFILE.Tok()):
+			_, paragraph, _ = strings.Cut(match[0], "\n")
+		case strings.HasPrefix(tmp, HAT.String()), strings.HasPrefix(tmp, HAT.Tok()):
+			_, paragraph, _ = strings.Cut(match[0], "\n")
+		case strings.HasSuffix(tmp, "}"):
+			paragraph = strings.Replace(match[0], "}\n", "\n", 1)
+		default:
+			paragraph = match[0]
+		}
+
+		paragraphs = append(paragraphs, paragraph)
+		rules, err := parseParagraph(paragraph)
+		if err != nil {
+			return nil, nil, err
+		}
+		paragraphRules = append(paragraphRules, rules)
+	}
+
+	return paragraphRules, paragraphs, nil
 }